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25896:, where the population is effectively infinite. In stochastic models, the long-time endemic equilibrium derived above, does not hold, as there is a finite probability that the number of infected individuals drops below one in a system. In a true system then, the pathogen may not propagate, as no host will be infected. But, in deterministic mean-field models, the number of infected can take on real, namely, non-integer values of infected hosts, and the number of hosts in the model can be less than one, but more than zero, thereby allowing the pathogen in the model to propagate. The reliability of compartmental models is limited to compartmental applications.
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10870:(SIRVD) epidemic compartment model extends the SIR model to include the effects of vaccination campaigns and time-dependent fatality rates on epidemic outbreaks. It encompasses the SIR, SIRV, SIRD, and SI models as special cases, with individual time-dependent rates governing transitions between different fractions. This model uses the following system of differential equations for the population fractions
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links. Such
Interacting Subpopulation SEIR models have been used for modeling the COVID-19 pandemic at continent scale to develop personalized, accelerated, subpopulation-targeted vaccination strategies that promise a shortening of the pandemic and a reduction of case and death counts in the setting of limited access to vaccines during a wave of virus Variants of Concern.
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This allowed to give a contribution to explain the poly-annual (typically biennial) epidemic outbreaks of some infectious diseases as interplay between the period of the contact rate oscillations and the pseudo-period of the damped oscillations near the endemic equilibrium. Remarkably, in some cases, the behavior may also be quasi-periodic or even chaotic.
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1184:(also called basic reproduction ratio). This ratio is derived as the expected number of new infections (these new infections are sometimes called secondary infections) from a single infection in a population where all subjects are susceptible. This idea can probably be more readily seen if we say that the typical time between contacts is
22006:
operator that provides the next generation of infected people when applied to the present generation. Note that this operator (matrix) is responsible for the number of infected people, not all the compartments. Iteration of this operator describes the initial progression of infection within the heterogeneous population. So comparing the
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time, some people get tired/frustrated by the restrictions and stop following them (exhaustion), especially if the number of new cases drops down. After resting for some time, they can follow the restrictions again. But during this pause the second wave can come and become even stronger than the first one.
14493:{\displaystyle {\begin{aligned}{\frac {dM}{dt}}&=\Lambda -\delta M-\mu M\\{\frac {dS}{dt}}&=\delta M-{\frac {\beta SI}{N}}-\mu S\\{\frac {dE}{dt}}&={\frac {\beta SI}{N}}-(\varepsilon +\mu )E\\{\frac {dI}{dt}}&=\varepsilon E-(\gamma +\mu )I\\{\frac {dR}{dt}}&=\gamma I-\mu R\end{aligned}}}
12582:
647:, are often much faster than the dynamics of birth and death, therefore, birth and death are often omitted in simple compartmental models. The SIR system without so-called vital dynamics (birth and death, sometimes called demography) described above can be expressed by the following system of ordinary
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This strategy repeatedly vaccinates a defined age-cohort (such as young children or the elderly) in a susceptible population over time. Using this strategy, the block of susceptible individuals is then immediately removed, making it possible to eliminate an infectious disease, (such as measles), from
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It is well known that the probability of getting a disease is not constant in time. As a pandemic progresses, reactions to the pandemic may change the contact rates which are assumed constant in the simpler models. Counter-measures such as masks, social distancing, and lockdown will alter the contact
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7050:. The simulation first updates the infected from the susceptible and then the removed category is updated from the infected category for the next time point (t=1). This describes the flow persons between the three categories. During an epidemic the susceptible category is not shifted with this model,
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In their model, it is assumed that the infected individuals can develop active TB by either direct progression (the disease develops immediately after infection) considered above as FAST tuberculosis or endogenous reactivation (the disease develops years after the infection) considered above as SLOW
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Dynamics of epidemics depend on how people's behavior changes in time. For example, at the beginning of the epidemic, people are ignorant and careless, then, after the outbreak of epidemics and alarm, they begin to comply with the various restrictions and the spreading of epidemics may decline. Over
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whereas if the integral is greater than one the disease will not die out and there may be such resonances. For example, considering the periodically varying contact rate as the 'input' of the system one has that the output is a periodic function whose period is a multiple of the period of the input.
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There are many modifications of the SIR model, including those that include births and deaths, where upon recovery there is no immunity (SIS model), where immunity lasts only for a short period of time (SIRS), where there is a latent period of the disease where the person is not infectious (SEIS and
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Using the differential equations of the SIR model and converting them to numerical discrete forms, one can set up the recursive equations and calculate the S, I, and R populations with any given initial conditions but accumulate errors over a long calculation time from the reference point. Sometimes
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corrects this dilution effect by multiplying the fraction of the susceptible population over the total population. It corrects the effective/transmissible interaction between an infectious person and the rest of the community when many of the interaction is immune in the middle to late stages of the
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but whose efficiencies are under debate. This debate is largely on the uncertainty of the number of days reduced from after infectious or detectable whichever comes first to before a symptom shows up for an infected susceptible person. If the person is infectious after symptoms show up, or detection
298:, the number of susceptible individuals falls rapidly as more of them are infected and thus enter the infectious and removed compartments. The disease cannot break out again until the number of susceptibles has built back up, e.g. as a result of offspring being born into the susceptible compartment.
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Diseases transmitted from human to human indirectly, i.e. malaria spread by way of mosquitoes, are transmitted through a vector. In these cases, the infection transfers from human to insect and an epidemic model must include both species, generally requiring many more compartments than a model for
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Based on the classical SIR model, a
Korteweg-de Vries (KdV)–SIR equation and its analytical solution have been proposed to illustrate the fundamental dynamics of an epidemic wave, the dependence of solutions on parameters, and the dependence of predictability horizons on various types of solutions.
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of discrete time steps e.g., use yesterday's principal and interest rate to calculate today's interest which assumes the interest rate is fixed during the day. The calculation contains projected errors if the analytical corrections on the numerical step size are not included, e.g. when the interest
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of COVID-19 can be practiced based on information from the different populations in a community. Numerical solution is a commonly used method to analyze complicated kinetic networks when the analytical solution is difficult to obtain or limited by requirements such as boundary conditions or special
7010:. These are the number of people in the susceptible, infected and removed categories at time equals zero. If the SIR model is assumed to hold at all times, these initial conditions are not independent. Subsequently, the flow model updates the three variables for every time point with set values for
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emoved (and immune) or deceased individuals. These are individuals who have been infected and have either recovered from the disease and entered the removed compartment, or died. It is assumed that the number of deaths is negligible with respect to the total population. This compartment may also be
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i.e. the baseline vaccination rate should be greater than the "mandatory vaccination" threshold, which, in case of exemption, cannot hold. Thus, "rational" exemption might be myopic since it is based only on the current low incidence due to high vaccine coverage, instead taking into account future
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may be read as the average number of infections caused by a single infectious subject in a wholly susceptible population, the above relationship biologically means that if this number is less than or equal to one the disease goes extinct, whereas if this number is greater than one the disease will
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characterizes the potential for initial spread of an infectious person in a naive population, assuming the change in the susceptible population is negligible during the initial spread. A linear system of ODEs can always be described by a matrix. So, the next step is to construct a linear positive
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Modern societies are facing the challenge of "rational" exemption, i.e. the family's decision to not vaccinate children as a consequence of a "rational" comparison between the perceived risk from infection and that from getting damages from the vaccine. In order to assess whether this behavior is
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As social contacts, disease severity and lethality, as well as the efficacy of prophylactic measures may differ substantially between interacting subpopulations, e.g., the elderly versus the young, separate SEIR models for each subgroup may be used that are mutually connected through interaction
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differs when considering the effects of vaccinations and when the real-time dependence of fatality and recovery rates diverge. These differences have been highlighted for stationary ratios and gradually decreasing fatality rates. The case of stationary ratios allows one to construct a diagnostics
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the mean infective period) of infectives are leaving this class per unit time to enter the removed class. These processes which occur simultaneously are referred to as the Law of Mass Action, a widely accepted idea that the rate of contact between two groups in a population is proportional to the
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is needed to estimate the errors. Given a set of initial conditions and the disease-spreading data, one can also fit the data with the SIR model and pull out the three reproduction numbers when the errors are usually negligible due to the short time step from the reference point. Any point of the
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In the case of some diseases such as AIDS and hepatitis B, it is possible for the offspring of infected parents to be born infected. This transmission of the disease down from the mother is referred to as vertical transmission. The influx of additional members into the infected category can be
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The SIR model has been studied on networks of various kinds in order to model a more realistic form of connection than the homogeneous mixing condition which is usually required. A simple model for epidemics on networks in which an individual has a probability p of being infected by each of his
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viruses, which are more prevalent during winter. With childhood diseases, such as measles, mumps, and rubella, there is a strong correlation with the school calendar, so that during the school holidays the probability of getting such a disease dramatically decreases. As a consequence, for many
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is needed to estimate the error. However, this error is usually acceptable for data fitting. When fitting a set of data with a close time step, the error is relatively small because the reference point is nearby compared to when predicting a long period of time after a reference point. Once the
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Spatiotemporal compartmental models describe not the total number, but the density of susceptible/infective/recovered persons. Consequently, they also allow to model the distribution of infected persons in space. In most cases, this is done by combining the SIR model with a diffusion equation
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the infection, whilst not suffering the disease themselves. They may then move back into the infectious compartment and suffer symptoms (as in tuberculosis) or they may continue to infect others in their carrier state, while not suffering symptoms. The most famous example of this is probably
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Whenever the integer nature of the number of agents is evident (populations with fewer than tens of thousands of individuals), inherent fluctuations in the disease spreading process caused by discrete agents result in uncertainties. In this scenario, the evolution of the disease predicted by
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Latent period is the transition time between contagion event and disease manifestation. In cases of diseases with varying latent periods, the basic reproduction number can be calculated as the sum of the reproduction numbers for each transition time into the disease. An example of this is
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In presence of a communicable diseases, one of the main tasks is that of eradicating it via prevention measures and, if possible, via the establishment of a mass vaccination program. Consider a disease for which the newborn are vaccinated (with a vaccine giving lifelong immunity) at a rate
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The only steady state solution to the classic SIR model as defined by the differential equations above is I=0, S and R can then take any values. The model can be changed while retaining three compartments to give a steady-state endemic solution by adding some input to the S compartment.
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1989:, not all individuals of the population have been removed, so some must remain susceptible. A driving force leading to the end of an epidemic is a decline in the number of infectious individuals. The epidemic does not typically end because of a complete lack of susceptible individuals.
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the entire population. Every T time units a constant fraction p of susceptible subjects is vaccinated in a relatively short (with respect to the dynamics of the disease) time. This leads to the following impulsive differential equations for the susceptible and vaccinated subjects:
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has to be changed compared to the simple SIR model.) Early models of this type have been used to model the spread of the black death in Europe. Extensions of this model have been used to incorporate, e.g., effects of nonpharmaceutical interventions such as social distancing.
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21978:, the first step is to linearise around the disease-free equilibrium (DFE), but for the infected subsystem of non-linear ODEs which describe the production of new infections and changes in state among infected individuals. Epidemiologically, the linearisation reflects that
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187:) represent the number of people in each compartment at a particular time. To represent that the number of susceptible, infectious, and removed individuals may vary over time (even if the total population size remains constant), we make the precise numbers a function of
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The differences between countries are concentrated in two kinetic constants: the rate of mobilization and the rate of exhaustion calculated for COVID-19 epidemic in 13 countries. These constants for this epidemic in all countries can be extracted by the fitting of the
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changes, most probably the behaviors of people in the community have changed from their normal patterns before the outbreak, or the disease has mutated to a new form. Costive massive detection and isolation of susceptible close contacts have effects on reducing
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25740:. The difference is due to a subtle difference in the underlying growth model; the matrix equation above assumes that newly infected patients are currently already contributing to infections, while in fact infections only occur due to the number infected at
3309:
14925:), i.e. a nonlinear set of differential equations with periodically varying parameters. It is well known that this class of dynamical systems may undergo very interesting and complex phenomena of nonlinear parametric resonance. It is easy to see that if:
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alternate because, the infectious person has to ‘pass through’ a second gender before it can enter a new host of the first gender. In other words, it takes two generations to get back to the same type, and every two generations numbers are multiplied by
2319:
i.e., independently from the initial size of the susceptible population the disease can never cause a proper epidemic outbreak. As a consequence, it is clear that both the basic reproduction number and the initial susceptibility are extremely important.
309:
Each member of the population typically progresses from susceptible to infectious to recovered. This can be shown as a flow diagram in which the boxes represent the different compartments and the arrows the transition between compartments (see diagram).
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is the compartment used for the individuals of the population who have been infected and then removed from the disease, either due to immunization or due to death. Those in this category are not able to be infected again or to transmit the infection to
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18197:{\displaystyle {\begin{aligned}{\frac {dS}{dt}}&=\mu N-\mu S-\beta {\frac {I}{N}}S,\quad S(nT^{+})=(1-p)S(nT^{-}),&&n=0,1,2,\ldots \\{\frac {dV}{dt}}&=-\mu V,\quad V(nT^{+})=V(nT^{-})+pS(nT^{-}),&&n=0,1,2,\ldots \end{aligned}}}
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the vaccination program is not successful in eradicating the disease, on the contrary, it will remain endemic, although at lower levels than the case of absence of vaccinations. This means that the mathematical model suggests that for a disease whose
13397:
12398:{\displaystyle {\begin{aligned}{\frac {dM}{dt}}&=\Lambda -\delta M-\mu M\\{\frac {dS}{dt}}&=\delta M-{\frac {\beta SI}{N}}-\mu S\\{\frac {dI}{dt}}&={\frac {\beta SI}{N}}-\gamma I-\mu I\\{\frac {dR}{dt}}&=\gamma I-\mu R\end{aligned}}}
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and also the intensity/duration of the interaction like how close they interact for how long and whether or not they both wear masks, thus, it changes over time when the average behavior of the carriers and susceptible people changes. The model use
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Age has a deep influence on the disease spread rate in a population, especially the contact rate. This rate summarizes the effectiveness of contacts between susceptible and infectious subjects. Taking into account the ages of the epidemic classes
2370:. However, for large classes of communicable diseases it is more realistic to consider a force of infection that does not depend on the absolute number of infectious subjects, but on their fraction (with respect to the total constant population
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8629:{\displaystyle {\begin{aligned}&{\frac {\beta }{\gamma }}\leq 1\Rightarrow \lim _{t\to +\infty }I(t)=0,\\&{\frac {\beta }{\gamma }}>1\Rightarrow \lim _{t\to +\infty }I(t)=\left(1-{\frac {\gamma }{\beta }}\right)N.\end{aligned}}}
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12837:{\displaystyle {\begin{aligned}{\frac {dS}{dt}}&=\mu N-\mu S-{\frac {\beta IS}{N}}\\{\frac {dE}{dt}}&={\frac {\beta IS}{N}}-(\mu +a)E\\{\frac {dI}{dt}}&=aE-(\gamma +\mu )I\\{\frac {dR}{dt}}&=\gamma I-\mu R.\end{aligned}}}
657:
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6228:{\displaystyle R_{0}>1,I(0)>0\Rightarrow \lim _{t\to \infty }(S(t),I(t),R(t))={\textrm {EE}}=\left({\frac {\gamma +\mu }{\beta }},{\frac {\mu }{\beta }}\left(R_{0}-1\right),{\frac {\gamma }{\beta }}\left(R_{0}-1\right)\right).}
11927:{\displaystyle {\begin{aligned}&{\frac {dS}{d\tau }}=-SI-b(\tau )S,\\&{\frac {dI}{d\tau }}=SI-I,\\&{\frac {dR}{d\tau }}=k(\tau )I,\\&{\frac {dV}{d\tau }}=b(\tau )S,\\&{\frac {dD}{d\tau }}=q(\tau )S\end{aligned}}}
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14091:{\displaystyle {\begin{aligned}{\frac {dS}{dt}}&=\Lambda -{\frac {\beta SI}{N}}-\mu S+\gamma I\\{\frac {dE}{dt}}&={\frac {\beta SI}{N}}-(\epsilon +\mu )E\\{\frac {dI}{dt}}&=\varepsilon E-(\gamma +\mu )I\end{aligned}}}
5777:
11229:{\displaystyle {\begin{aligned}&{\frac {dS}{dt}}=-a(t)SI-v(t)S,\\&{\frac {dI}{dt}}=a(t)SI-\mu (t)I-\psi (t)I,\\&{\frac {dR}{dt}}=\mu (t)I,\\&{\frac {dV}{dt}}=v(t)S,\\&{\frac {dD}{dt}}=\psi (t)I\end{aligned}}}
13593:
10011:{\displaystyle {\begin{aligned}&{\frac {dS}{dt}}=-{\frac {\beta (t)IS}{N}}-v(t)S,\\&{\frac {dI}{dt}}={\frac {\beta (t)IS}{N}}-\gamma (t)I,\\&{\frac {dR}{dt}}=\gamma (t)I,\\&{\frac {dV}{dt}}=v(t)S,\end{aligned}}}
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can be interpreted as the cumulative number of diagnoses (including individuals who have recovered) or the present number of infection cases; the logarithmic growth rate is the same for either definition. In order to estimate
22822:
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15331:{\displaystyle {\begin{aligned}&\partial _{t}S=D_{S}\nabla ^{2}S-{\frac {\beta IS}{N}},\\&\partial _{t}I=D_{I}\nabla ^{2}I+{\frac {\beta IS}{N}}-\gamma I,\\&\partial _{t}R=D_{R}\nabla ^{2}R+\gamma I,\end{aligned}}}
7258:
Several assumptions were made in the formulation of these equations: First, an individual in the population must be considered as having an equal probability as every other individual of contracting the disease with a rate of
5119:
is most useful in predicting future trends, for example, if we know the social interactions have reduced 50% frequently from that before the outbreak and the interaction intensities among people are the same, then we can set
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rate of annual collection is simplified to 12 times the monthly rate, a projected error is introduced. Thus the calculated results will carry accumulative errors when the time step is far away from the reference point and a
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ecovered). People may progress between compartments. The order of the labels usually shows the flow patterns between the compartments; for example SEIS means susceptible, exposed, infectious, then susceptible again.
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9693:{\displaystyle {\begin{aligned}&{\frac {dS}{dt}}=-{\frac {\beta IS}{N}},\\&{\frac {dI}{dt}}={\frac {\beta IS}{N}}-\gamma I-\mu I,\\&{\frac {dR}{dt}}=\gamma I,\\&{\frac {dD}{dt}}=\mu I,\end{aligned}}}
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should remain constant within the simulation, if a simulation is used to solve the SIR model. Alternatively, the analytic approximant can be used without performing a simulation. The model is started with values of
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meaning one infectious person on average infects 0.4 susceptible people per day and recovers in 1/0.2=5 days. Thus when this person recovered, there are two people still infectious directly got from this person and
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size of each of the groups concerned. Finally, it is assumed that the rate of infection and recovery is much faster than the time scale of births and deaths and therefore, these factors are ignored in this model.
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25407:{\displaystyle {\frac {d}{dt}}{\begin{pmatrix}n_{E}\\n_{I}\end{pmatrix}}={\begin{pmatrix}-1/\tau _{E}&R_{0}/\tau _{I}\\1/\tau _{E}&-1/\tau _{I}\end{pmatrix}}{\begin{pmatrix}n_{E}\\n_{I}\end{pmatrix}}.}
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does not tell us whether or not the spreading will speed up or slow down in the latter stages when the fraction of susceptible people in the community has dropped significantly after recovery or vaccination.
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In 2014, Harko and coauthors derived an exact so-called analytical solution (involving an integral that can only be calculated numerically) to the SIR model. In the case without vital dynamics setup, for
27135:"The basic reproduction number of the new coronavirus pandemic with mortality for India, the Syrian Arab Republic, the United States, Yemen, China, France, Nigeria and Russia with different rate of cases"
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For many important infections, there is a significant latency period during which individuals have been infected but are not yet infectious themselves. During this period the individual is in compartment
4713:
to represent these factors but it indeed is referenced to the initial stage when no action is taken to prevent the spread and all population is susceptible, thus all changes are absorbed by the change of
2703:
16859:{\displaystyle {\begin{aligned}{\frac {dS}{dt}}&=\nu N(1-P)-\mu S-\beta {\frac {I}{N}}S\\{\frac {dI}{dt}}&=\beta {\frac {I}{N}}S-(\mu +\gamma )I\\{\frac {dV}{dt}}&=\nu NP-\mu V\end{aligned}}}
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5659:{\displaystyle {\begin{aligned}{\frac {dS}{dt}}&=\Lambda -\mu S-{\frac {\beta IS}{N}}\\{\frac {dI}{dt}}&={\frac {\beta IS}{N}}-\gamma I-\mu I\\{\frac {dR}{dt}}&=\gamma I-\mu R\end{aligned}}}
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These models are used to analyze the disease dynamics and to estimate the total number of infected people, the total number of recovered people, and to estimate epidemiological parameters such as the
119:
usceptible individuals. When a susceptible and an infectious individual come into "infectious contact", the susceptible individual contracts the disease and transitions to the infectious compartment.
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In the simplest case of equal fertilities in the three epidemic classes, we have that in order to have demographic equilibrium the following necessary and sufficient condition linking the fertility
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8058:, do not confer any long-lasting immunity. Such infections may give temporary resistance but do not give long-term immunity upon recovery from infection, and individuals become susceptible again.
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such that it includes only infections that are newly arising, but does not include terms which describe the transfer of infectious individuals from one infected compartment to another. Then if
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really rational, i.e. if it can equally lead to the eradication of the disease, one may simply assume that the vaccination rate is an increasing function of the number of infectious subjects:
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5299:, the spreading slows down thus useful to set a prediction on the short-term trends. Also, it can be used to directly calculate the threshold population of vaccination/immunization for the
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22388:{\displaystyle {\begin{cases}{\dot {S}}=\lambda -\mu S-\beta SI,\\\\{\dot {E}}=\beta SI-(\mu +\kappa )E,\\\\{\dot {I}}=\kappa E-(\mu +\gamma )I,\\\\{\dot {R}}=\gamma I-\mu R.\end{cases}}}
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14118:
9467:. If there is no medicine or vaccination available, it is only possible to reduce the infection rate (often referred to as "flattening the curve") by measures such as "social distancing".
4629:
or real data fitted will yield a doubling of the number of infectious people faster than 5 days because the two infected people are infecting people. From the SIR model, we can tell that
3567:{\displaystyle {\begin{aligned}S(t)&=S(0)e^{-\xi (t)}\\I(t)&=N-S(t)-R(t)\\R(t)&=R(0)+\rho \xi (t)\\\xi (t)&={\frac {\beta }{N}}\int _{0}^{t}I(t^{*})\,dt^{*}\end{aligned}}}
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compartmental equations deviates significantly from the observed results. These uncertainties may even cause the epidemic to end earlier than predicted by the compartmental equations.
7468:. For the second and third equations, consider the population leaving the susceptible class as equal to the number entering the infected class. However, a number equal to the fraction
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2196:
410:
28034:
Diekmann O, Heesterbeek JA, Metz JA (1990). "On the definition and the computation of the basic reproduction ratio R0 in models for infectious diseases in heterogeneous populations".
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can be written as a product of the infection rate near the disease-free equilibrium and average duration of infectiousness. It is used to find the peak and final size of an epidemic.
1645:
1595:
215:). For a specific disease in a specific population, these functions may be worked out in order to predict possible outbreaks and bring them under control. Note that in the SIR model,
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An MSEIRS model is similar to the MSEIR, but the immunity in the R class would be temporary, so that individuals would regain their susceptibility when the temporary immunity ended.
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is the fraction of those contacts between an infectious and susceptible individual which result in the susceptible person becoming infected. (This is mathematically similar to the
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The role of both the basic reproduction number and the initial susceptibility are extremely important. In fact, upon rewriting the equation for infectious individuals as follows:
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i.e., there will be a proper epidemic outbreak with an increase of the number of the infectious (which can reach a considerable fraction of the population). On the contrary, if
1268:
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Harko T, Lobo FS, Mak MK (2014). "Exact analytical solutions of the
Susceptible-Infected-Recovered (SIR) epidemic model and of the SIR model with equal death and birth rates".
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SEIR), and where infants can be born with immunity (MSIR). Compartmental models can also be used to model multiple risk groups, and even the interaction of multiple pathogens.
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22052:, there is a significant latency period during which individuals have been infected but are not yet infectious themselves. During this period the individual is in compartment
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is the average number of contacts per person per time, multiplied by the probability of disease transmission in a contact between a susceptible and an infectious subject, and
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The deterministic models presented here are valid only in case of sufficiently large populations, and as such should be used cautiously. These models are only valid in the
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Analogously, the steady-state number of infected persons is the number entering the infected state from the susceptible state (number susceptible, times rate of infection)
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494:
in chemistry in which random collisions between molecules result in a chemical reaction and the fractional rate is proportional to the concentration of the two reactants.)
21273:
19641:
13799:
11352:
4011:
can be found here ), to obtain its parameters from existing data, or to predict the future dynamics of an epidemics modeled by the SIR model. The approximant involves the
1545:
1317:
25499:
21069:
20220:
17389:{\displaystyle R_{0}(1-P)>1,\quad I(0)>0\Rightarrow \lim _{t\to +\infty }\left(S(t),I(t)\right)=EE=\left({\frac {N}{R_{0}(1-P)}},N\left(R_{0}(1-P)-1\right)\right).}
16395:
11556:
10555:
10396:
10197:
10147:
8945:
7440:
5341:
3997:
3970:
3943:
3265:
3115:
580:
24886:
21099:
16643:
12892:
11387:
10856:
9387:
9277:
9225:
6769:
5297:
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5000:
4934:
3853:
3781:
2361:
25765:
25718:
24955:
24925:
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23228:
22642:
22588:
21036:
14877:{\displaystyle {\begin{aligned}{\frac {dS}{dt}}&=\mu N-\mu S-\beta (t){\frac {I}{N}}S\\{\frac {dI}{dt}}&=\beta (t){\frac {I}{N}}S-(\gamma +\mu )I\end{aligned}}}
13585:
10912:
8978:
7514:
6515:
6405:
5415:
4839:
4810:
617:
22971:
22876:
22110:
12531:
12041:
9465:
8673:
7466:
6567:
5463:
3746:
804:{\displaystyle \left\{{\begin{aligned}&{\frac {dS}{dt}}=-\beta IS,\\&{\frac {dI}{dt}}=\beta IS-\gamma I,\\&{\frac {dR}{dt}}=\gamma I,\end{aligned}}\right.}
526:
488:
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14923:
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9413:
7486:
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6379:
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4967:
4754:
4627:
4594:
3604:
1987:
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22130:
21585:. Compartmental models have a disease-free equilibrium (DFE) meaning that it is possible to find an equilibrium while setting the number of infected people to zero,
20989:
20859:
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15900:
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12511:
7317:
7068:
7028:
7008:
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4203:
450:
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25019:
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24015:
23995:
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23851:
22035:
22003:
21976:
21644:
21484:
20626:
20599:
16422:
16348:
15522:
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15393:
15366:
12554:
10686:
gives the policy maker and general public a measure of the efficiency of social mitigation activities such as social distancing and face masking simply by dividing
10684:
10657:
10627:
10585:
10369:
9040:
7810:
7643:
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6263:
5231:
5117:
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269:
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involves determining two compartments, infected and non-infected, since they are the populations that spread the infection. So we only need to model the exposed,
20706:
Consider a sexually transmitted disease. In a naive population where almost everyone is susceptible, but the infection seed, if the expected number of gender 1 is
20257:
11637:
10425:
6756:
6725:
6694:
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time can be used as the initial condition to predict the future after it using this numerical model with assumption of time-evolved parameters such as population,
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3913:
1495:
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242:
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9004:
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The point EE is called the
Endemic Equilibrium (the disease is not totally eradicated and remains in the population). With heuristic arguments, one may show that
23422:
15536:) model is organised as follows. The susceptible individuals (S) can be split in three subgroups by the types of behavior: ignorant or unaware of the epidemic (S
4711:
25436:
23874:
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21009:
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20879:
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20657:
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16887:
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12912:
12574:
12481:
10823:
10803:
7377:
7357:
7337:
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6902:
6727:
denotes the individuals of the population who have been infected with the disease and are capable of spreading the disease to those in the susceptible category.
4687:
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3715:
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3624:
2388:
1126:
900:
880:
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546:
430:
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4813:
only works for a person with symptoms, then these prevention methods are not necessary, and self-isolation and/or medical attention is the best way to cut the
1808:
29730:
27966:
25024:
19444:
19293:
15816:
13771:{\displaystyle {\begin{aligned}{\frac {dE_{1}}{dt}}&=\beta (t)I_{1}-(\gamma +a)E_{1}\\{\frac {dI_{1}}{dt}}&=aE_{1}-(\gamma +\mu )I_{1}\end{aligned}}}
152:
This model is reasonably predictive for infectious diseases that are transmitted from human to human, and where recovery confers lasting resistance, such as
17770:{\displaystyle {\begin{aligned}{\frac {dS}{dt}}&=\mu N(1-P)-\mu S-\rho S-\beta {\frac {I}{N}}S\\{\frac {dV}{dt}}&=\mu NP+\rho S-\mu V\end{aligned}}}
5675:
3677:
These solutions may be easily understood by noting that all of the terms on the right-hand sides of the original differential equations are proportional to
28226:
Blower SM, McLean AR, Porco TC, Small PM, Hopewell PC, Sanchez MA, Moss AR (August 1995). "The intrinsic transmission dynamics of tuberculosis epidemics".
4756:
is usually more stable over time assuming when the infectious person shows symptoms, she/he will seek medical attention or be self-isolated. So if we find
26967:
24020:
22731:
8205:{\displaystyle {\begin{aligned}{\frac {dS}{dt}}&=-{\frac {\beta SI}{N}}+\gamma I\\{\frac {dI}{dt}}&={\frac {\beta SI}{N}}-\gamma I\end{aligned}}}
20921:
is entirely susceptible. Diagonal elements are zero because people of the same gender cannot transmit the disease to each other but, for example, each
20772:
17606:
In case there also are vaccinations of non newborns at a rate ρ the equation for the susceptible and vaccinated subject has to be modified as follows:
23066:
9747:
is an extended SIR model that accounts for vaccination of the susceptible population. This model uses the following system of differential equations:
4000:
22112:
where a communicable disease is spreading. As in the previous example, we can use the transition rates between the compartments per capita such that
24138:
17786:
15524:
fitted using the SIR and the SIRV model are both shown. Note that although the SIR model can model an individual wave, a more complex model like SIR
282:, the model is dynamic in that the numbers in each compartment may fluctuate over time. The importance of this dynamic aspect is most obvious in an
81:(which are deterministic), but can also be used with a stochastic (random) framework, which is more realistic but much more complicated to analyze.
25778:
15736:
15664:
6577:
In 1927, W. O. Kermack and A. G. McKendrick created a model in which they considered a fixed population with only three compartments: susceptible,
22048:
As described in the example above, so many epidemic processes can be described with a SIR model. However, for many important infections, such as
16221:
7953:
4845:
infectious period is in the order of one day from the symptoms showing up, making massive detection with typical frequency in a few days useless.
2366:
models the transition rate from the compartment of susceptible individuals to the compartment of infectious individuals, so that it is called the
1998:
1682:
20601:
is to average the expected number of new infections over all possible infected types. The next-generation method is a general method of deriving
8334:
23432:
18220:
8225:
582:. This is also equivalent to the assumption that the length of time spent by an individual in the infectious state is a random variable with an
30168:
23853:, assumptions are necessary about the time delay between infection and diagnosis and the time between infection and starting to be infectious.
9483:. The SIRD model has semi analytical solutions based on the four parts method. This model uses the following system of differential equations:
24930:
Latent infectious: an individual is infected, has no symptoms, but does infect others. The average duration of the latent infectious state is
13863:
In this model an infection does not leave any immunity thus individuals that have recovered return to being susceptible, moving back into the
12923:
5092:
is very useful to judge the control pressure, e.g., a large value meaning the disease will spread very fast and is very difficult to control.
16482:
2550:
23:
20381:
20081:
19280:{\displaystyle \partial _{t}i(t,a)+\partial _{a}i(t,a)=s(a,t)\int _{0}^{a_{M}}{k(a,a_{1};t)i(a_{1},t)da_{1}}-\mu (a)i(a,t)-\gamma (a)i(a,t)}
15093:{\displaystyle {\frac {1}{T}}\int _{0}^{T}{\frac {\beta (t)}{\mu +\gamma }}\,dt<1\Rightarrow \lim _{t\to +\infty }(S(t),I(t))=DFE=(N,0),}
8675:
and substituting this into the mean-field equations), such that the basic reproduction rate is greater than unity. The solution is given as
30603:
29722:
28839:
23698:. However, it is most frequently calculated using epidemiological models. During an epidemic, typically the number of diagnosed infections
21304:
18796:
is the maximum admissible age) and their dynamics is not described, as one might think, by "simple" partial differential equations, but by
14624:
3120:
934:
108:
is one of the simplest compartmental models, and many models are derivatives of this basic form. The model consists of three compartments:
30563:
27768:"On the definition and the computation of the basic reproduction ratio R0 in models for infectious diseases in heterogeneous populations"
14590:{\displaystyle {\color {blue}{{\mathcal {M}}\to {\mathcal {S}}\to {\mathcal {E}}\to {\mathcal {I}}\to {\mathcal {R}}\to {\mathcal {S}}}}}
6696:
is used to represent the individuals not yet infected with the disease at time t, or those susceptible to the disease of the population.
26462:
Yang W, Zhang D, Peng L, Zhuge C, Hong L (2020). "Rational evaluation of various epidemic models based on the COVID-19 data of China".
16159:
4003:
and
Schlickeiser, so that there is no need to perform a numerical integration to solve the SIR model (a simplified example practice on
2823:{\displaystyle t={\frac {N}{\beta }}\int _{u}^{1}{\frac {du^{*}}{u^{*}{\mathcal {I}}(u^{*})}},\quad \rho ={\frac {\gamma N}{\beta }},}
2435:
Capasso and, afterwards, other authors have proposed nonlinear forces of infection to model more realistically the contagion process.
24900:
Exposed: an individual is infected, but has no symptoms and does not yet infect others. The average duration of the exposed state is
20632:. (1990), can be used for models with underlying age structure or spatial structure, among other possibilities. In this picture, the
5984:{\displaystyle R_{0}\leq 1\Rightarrow \lim _{t\to \infty }(S(t),I(t),R(t))={\textrm {DFE}}=\left({\frac {\Lambda }{\mu }},0,0\right)}
586:. The "classical" SIR model may be modified by using more complex and realistic distributions for the I-R transition rate (e.g. the
22172:
be the rate at which a latent individual becomes infectious. Then, we can define the model dynamics using the following equations:
3303:
An equivalent so-called analytical solution (involving an integral that can only be calculated numerically) found by Miller yields
15560:(t). Symbolically, the social stress model can be presented by the "reaction scheme" (where I denotes the infected individuals):
4458:
represents the speed of reproduction rate at the beginning of the spreading when all populations are assumed susceptible, e.g. if
28832:
27322:"Personalized-dose Covid-19 vaccination in a wave of virus Variants of Concern: Trading individual efficacy for societal benefit"
23909:
21619:
known as an
Endemic Equilibrium (EE) where the disease is not totally eradicated and remains in the population. Mathematically,
19646:
Complexity is added by the initial conditions for newborns (i.e. for a=0), that are straightforward for infectious and removed:
15422:
are diffusion constants. Thereby, one obtains a reaction-diffusion equation. (Note that, for dimensional reasons, the parameter
8681:
30731:
30503:
30490:
29104:
28860:
25936:
23750:
21615:. This solution, also usually ensures that the disease-free equilibrium is also an equilibrium of the system. There is another
4366:
13219:{\displaystyle \left(S(0),E(0),I(0),R(0)\right)\in \left\{(S,E,I,R)\in ^{4}:S\geq 0,E\geq 0,I\geq 0,R\geq 0,S+E+I+R=N\right\}}
326:
For the full specification of the model, the arrows should be labeled with the transition rates between compartments. Between
29775:
28777:
28741:
28722:
28013:
27976:
27011:
26976:
26166:
22669:
4300:
4234:
4121:
are coupled through the above relations, Kermack and McKendrick proposed to study the more general semi-time case, for which
29117:
26358:"Analytical solution of the SIR-model for the temporal evolution of epidemics. Part A: Time-independent reproduction factor"
21295:
is a non-negative matrix so it has single, unique, positive, real eigenvalue which is strictly greater than all the others.
19021:{\displaystyle \partial _{t}s(t,a)+\partial _{a}s(t,a)=-\mu (a)s(a,t)-s(a,t)\int _{0}^{a_{M}}k(a,a_{1};t)i(a_{1},t)\,da_{1}}
17151:{\displaystyle R_{0}(1-P)\leq 1\Rightarrow \lim _{t\to +\infty }\left(S(t),I(t)\right)=DFE=\left(N\left(1-P\right),0\right)}
12996:,0,0,0) and an Endemic Equilibrium EE, and one can show that, independently from biologically meaningful initial conditions
6569:. If there is no medicine or vaccination available, it is only possible to reduce the infection rate (often referred to as "
30767:
30292:
28756:
9048:
5792:
26935:
Padua RN, Tulang AB (2 December 2010). "A Density–Dependent
Epidemiological Model for the Spread of Infectious Diseases".
19904:{\displaystyle s(t,0)=\int _{0}^{a_{M}}\left(\varphi _{s}(a)s(a,t)+\varphi _{i}(a)i(a,t)+\varphi _{r}(a)r(a,t)\right)\,da}
16578:
The SIR model can be modified to model vaccination. Typically these introduce an additional compartment to the SIR model,
12124:. This added detail can be shown by including an M class (for maternally derived immunity) at the beginning of the model.
4649:
is determined by the nature of the disease and also a function of the interactive frequency between the infectious person
29429:
18354:
1032:
129:
nfectious individuals. These are individuals who have been infected and are capable of infecting susceptible individuals.
28271:"Quantifying TB transmission: a systematic review of reproduction number and serial interval estimates for tuberculosis"
27473:
Hunziker P (2021-03-07). "Vaccination strategies for minimizing loss of life in Covid-19 in a Europe lacking vaccines".
21941:{\displaystyle R_{0}>1,I(0)>0\Rightarrow \lim _{t\to \infty }(C_{1}(t),C_{2}(t),\cdots ,C_{n}(t))={\textrm {EE}}.}
11947:
7151:
4205:. An analytic approximant and exact expressions for the final values are available for the semi-time SIR model as well.
2628:
30495:
28753:"Extracting transmission and recovery parameters for an adaptive global system dynamics model of the COVID-19 pandemic"
25931:
7818:
5843:
which has threshold properties. In fact, independently from biologically meaningful initial values, one can show that:
1331:
29499:
26200:"A box, a trough and marbles: How the Reed-Frost epidemic theory shaped epidemiological reasoning in the 20th century"
18681:
18599:
18517:
15659:(the autocatalytic form here means that the transition rate is proportional to the square of the infected fraction I);
3007:{\displaystyle ({\mathcal {S}}(1),{\mathcal {I}}(1),{\mathcal {R}}(1))=(S(0),N-R(0)-S(0),R(0)),\quad u_{T}<u<1,}
1137:
29925:
29920:
28703:
28361:
28332:
27644:
The COVID-19 Data
Repository. The Center for Systems Science and Engineering (CSSE) at Johns Hopkins University (JHU)
27061:"Improved susceptible–infectious–susceptible epidemic equations based on uncertainties and autocorrelation functions"
27043:
26687:
26647:
26622:
25130:
17405:
14176:{\displaystyle \color {blue}{{\mathcal {M}}\to {\mathcal {S}}\to {\mathcal {E}}\to {\mathcal {I}}\to {\mathcal {R}}}}
8758:
7870:
29530:
12100:
method to extract analytically all SIRVD model parameters from measured COVID-19 data of a completed pandemic wave.
11610:
the model had been solved approximately, and exactly for some special cases, irrespective of the functional form of
10730:
30823:
30464:
30004:
29411:
29027:
16895:
13587:
the condition for the global attractiveness of DFE is that the following linear system with periodic coefficients:
3918:
A highly accurate analytic approximant of the SIR model as well as exact analytic expressions for the final values
27406:"Effects of social distancing and isolation on epidemic spreading modeled via dynamical density functional theory"
25870:
Other occurrences which may need to be considered when modeling an epidemic include things such as the following:
24513:
16102:
15497:
An example of using the numerical SIR model to fit the COVID-19 data (from U.S. CDC) in the state of Ohio, U.S.A.
14618:
classes of diseases, one should consider a force of infection with periodically ('seasonal') varying contact rate
7359:. This is the transmission probability times the contact rate. Besides, an infected individual makes contact with
4217:
spreading data. Three reproduction numbers can be pulled out from the data analyzed with numerical approximation,
30818:
30695:
30556:
29598:
28691:
26962:
21111:
19980:
12894:
but this is only constant because of the simplifying assumption that birth and death rates are equal; in general
11313:
are the infection, vaccination, recovery, and fatality rates, respectively. For the semi-time initial conditions
4179:
are both arbitrary. This latter version, denoted as semi-time SIR model, makes predictions only for future times
1128:. Note that the above relationship implies that one need only study the equation for two of the three variables.
27116:
26107:
Proceedings of the Royal
Society of London. Series A, Containing Papers of a Mathematical and Physical Character
26059:
Proceedings of the Royal
Society of London. Series A, Containing Papers of a Mathematical and Physical Character
26018:
Proceedings of the Royal Society of London. Series A, Containing Papers of a Mathematical and Physical Character
25977:
Proceedings of the Royal Society of London. Series A, Containing Papers of a Mathematical and Physical Character
24990:
after diagnosis: measures are taken to prevent further infections, for example by isolating the infected person.
14108:
For the case of a disease, with the factors of passive immunity, and a latency period there is the MSEIR model.
11242:
7096:
30339:
29937:
29656:
29634:
29065:
25899:
One of the possible extensions of mean-field models considers the spreading of epidemics on a network based on
25775:
tuberculosis (TB). Blower and coauthors calculated from a simple model of TB the following reproduction number:
25646:
24598:
21779:{\displaystyle R_{0}\leq 1\Rightarrow \lim _{t\to \infty }(C_{1}(t),C_{2}(t),\cdots ,C_{n}(t))={\textrm {DFE}}}
21452:{\displaystyle {\dot {C_{i}}}={\operatorname {d} \!C_{i} \over \operatorname {d} \!t}=f(C_{1},C_{2},...,C_{n})}
21308:
12046:
7212:
2264:
2146:
337:
78:
27992:
van den Driessche, P.; Watmough, James (2008), Brauer, Fred; van den Driessche, Pauline; Wu, Jianhong (eds.),
26870:
Smith DK, Lauro K, Kelly D, Fish J, Lintelman E, McEwen D, Smith C, Stecz M, Ambagaspitiya TD, Chen J (2022).
25903:
concepts. Stochastic epidemic models have been studied on different networks and more recently applied to the
17484:
4213:
Numerical solutions to the SIR model can be found in the literature. An example is using the model to analyze
1600:
1550:
290:
in 1968. Such diseases tend to occur in cycles of outbreaks due to the variation in number of susceptibles (S(
30307:
29005:
25941:
19917:
18797:
16087:{\displaystyle {\frac {d^{2}I}{dt}}-\sigma _{o}^{2}I+{\frac {3}{2}}{\frac {\sigma _{o}^{2}}{I_{max}}}I^{2}=0}
15648:{\displaystyle {\color {blue}{{\mathcal {S_{ign}}}+2{\mathcal {I}}\to {\mathcal {S_{res}}}+2{\mathcal {I}}}}}
7442:
susceptible persons, and therefore, the whole number of susceptibles infected by infectives per unit time is
4513:
3047:
2498:
2396:
914:
89:
63:
27896:"Reproduction numbers and sub-threshold endemic equilibria for compartmental models of disease transmission"
25557:
22398:
20563:
A basic reproduction number can be calculated as the spectral radius of an appropriate functional operator.
20485:
16477:(for the number of infected persons). An analytical solution to the KdV-SIR equation is written as follows:
10689:
10202:
9127:
4596:, i.e. the number of infectious people doubled in one cycle of 5 days. The data simulated by the model with
4461:
2447:
313:
30664:
30618:
30613:
30580:
30334:
29487:
29250:
28965:
15548:) that do not react on the external stimuli (this is a sort of refractory period). In other words: S(t) = S
13392:{\displaystyle R_{0}\leq 1\Rightarrow \lim _{t\to +\infty }\left(S(t),E(t),I(t),R(t)\right)=DFE=(N,0,0,0),}
10430:
8846:
2207:
2089:
1956:
This shows that at the end of an epidemic that conforms to the simple assumptions of the SIR model, unless
275:= 0 whereas the latter describes the ratio between the frequency of contacts to the frequency of recovery.
29159:
26319:
25612:
24564:
18437:
10061:
are the rates of infection, recovery, and vaccination, respectively. For the semi-time initial conditions
8814:
7913:
30608:
30376:
30247:
30183:
30151:
30099:
29396:
29378:
25768:
23694:
The basic reproduction number can be estimated through examining detailed transmission chains or through
22501:
13548:{\displaystyle R_{0}>1,I(0)>0\Rightarrow \lim _{t\to +\infty }\left(S(t),E(t),I(t),R(t)\right)=EE.}
9706:
7779:{\displaystyle \operatorname {E} =\int _{0}^{\infty }e^{-(\mu +\delta )x}\,dx={\frac {1}{\mu +\delta }},}
28801:
25853:
considered within the model by including a fraction of the newborn members in the infected compartment.
25504:
18763:
17469:
may be as high as 18 one should vaccinate at least 94.4% of newborns in order to eradicate the disease.
10727:. Under massive vaccination, the goal of disease control is to reduce the effective reproduction number
9289:
8061:
7533:
6417:
6281:
1270:. From here it follows that, on average, the number of contacts by an infectious individual with others
1230:
30813:
30721:
30549:
29932:
29345:
29085:
16424:(R-naught) are the time-independent relative growth rate and basic reproduction number, respectively.
15462:
8423:
1187:
93:
27895:
26872:"Teaching Undergraduate Physical Chemistry Lab with Kinetic Analysis of COVID-19 in the United States"
26814:
Hart KD, Thompson C, Burger C, Hardwick D, Michaud AH, Bulushi A, Pridemore C, Ward C, Chen J (2021).
26518:"Effects of the infectious period distribution on predicted transitions in childhood disease dynamics"
26410:"Analytical solution of the SIR-model for the temporal evolution of epidemics. Part B: Semi-time case"
24470:
23373:
23342:
22450:
11392:
10254:
10032:
8639:
It is possible to find an analytical solution to this model (by making a transformation of variables:
6822:
74:
was also a significant and widely overlooked ancestor of modern epidemiological modelling approaches.
30593:
30436:
30426:
30121:
30057:
29780:
29745:
29548:
29525:
29311:
29124:
25921:
21616:
20662:
19652:
17552:
17466:
13849:{\displaystyle {\color {blue}{{\mathcal {S}}\to {\mathcal {E}}\to {\mathcal {I}}\to {\mathcal {S}}}}}
11561:
10630:
10306:
10064:
7090:. These variables determine the length of the epidemic and would have to be updated with each cycle.
5783:
5166:
4222:
1181:
505:, the transition rate is assumed to be proportional to the number of infectious individuals which is
85:
27189:
The first and second differential equations are transformed and brought to the same form as for the
23747:
is known. In the early stages of an epidemic, growth is exponential, with a logarithmic growth rate
22186:
11457:
5123:
3786:
3629:
30639:
30254:
30116:
29991:
29845:
28960:
28950:
27026:
Hethcote HW (1989). "Three Basic Epidemiological Models". In Levin SA, Hallam TG, Gross LJ (eds.).
26757:"Mathematical models of SIR disease spread with combined non-sexual and sexual transmission routes"
20628:
when more than one class of infectives is involved. This method, originally introduced by Diekmann
12463:
Assuming that the latency period is a random variable with exponential distribution with parameter
9230:
6809:{\displaystyle {\color {blue}{{\mathcal {S}}\rightarrow {\mathcal {I}}\rightarrow {\mathcal {R}}}}}
3270:
1650:
928:, however it is possible to derive its analytic solution in implicit form. Firstly note that from:
910:
583:
27210:"Analytical Modeling of the Temporal Evolution of Epidemics Outbreaks Accounting for Vaccinations"
24842:{\displaystyle \ln(n_{E}(t))=\ln(n_{E}(0))+{\frac {1}{\tau }}\int \limits _{0}^{t}\ln(R_{0}(t))dt}
21251:
19598:
11639:. This is achieved upon rewriting the above SIRVD model equations in equivalent, but reduced form
11316:
1500:
1277:
30441:
30359:
30225:
29755:
29553:
29260:
29198:
29032:
29000:
26485:"The SIR dynamic model of infectious disease transmission and its analogy with chemical kinetics"
25471:
24987:
23056:{\displaystyle V_{ij}={\partial \!\ V_{i}(\mathrm {x} ^{*}) \over \partial \!\ \mathrm {x} _{j}}}
22961:{\displaystyle F_{ij}={\partial \!\ F_{i}(\mathrm {x} ^{*}) \over \partial \!\ \mathrm {x} _{j}}}
21041:
20196:
16373:
15461:
infected neighbors in a given time step leads to results similar to giant component formation on
11509:
10510:
10374:
10152:
10114:
8900:
7645:
reflects the time in the susceptible state before becoming infected, which can be simplified to:
7410:
5306:
3975:
3948:
3921:
3232:
3093:
1791:
1322:
551:
286:
disease with a short infectious period, such as measles in the UK prior to the introduction of a
29112:
28000:, Lecture Notes in Mathematics, vol. 1945, Berlin, Heidelberg: Springer, pp. 159–178,
27661:
27647:
24852:
23680:{\displaystyle R_{0}=\rho (FV^{-1})={\frac {\kappa \beta S^{*}}{(\mu +\kappa )(\mu +\gamma )}}.}
21074:
16610:
12850:
11357:
10828:
9256:
9204:
5269:
5236:
4972:
4906:
3821:
3751:
2334:
30746:
30028:
29813:
29563:
29436:
29042:
28899:
28889:
25946:
25743:
25690:
24933:
24903:
24642:
23194:
22615:
22561:
21167:
of the expected number of each gender in the next-generation. Note that multiplication factors
21014:
20637:
13781:
is stable (i.e. it has its Floquet's eigenvalues inside the unit circle in the complex plane).
13561:
10873:
9366:
8957:
7789:
such that the number of susceptible persons is the number entering the susceptible compartment
7491:
5379:
4816:
4787:
3717:, and the time rescaled so that the differential operator on the left-hand side becomes simply
906:
648:
596:
283:
27949:
27479:
24017:(the serial interval) has passed, then the number of infectious individuals over time grows as
22095:
13789:
The SEIS model is like the SEIR model (above) except that no immunity is acquired at the end.
12516:
12017:
8642:
7445:
6494:
6384:
5448:
3720:
3606:
can be interpreted as the expected number of transmissions an individual has received by time
508:
455:
30808:
30772:
30716:
30349:
29981:
29850:
29358:
29265:
29184:
26055:"An application of the theory of probabilities to the study of a priori pathometry.—Part III"
23565:{\displaystyle V={\begin{pmatrix}\mu +\kappa &0\\-\kappa &\gamma +\mu \end{pmatrix}}}
22155:
22135:
22010:
of this operator to unity determines whether the generations of infected people grow or not.
21555:
21522:
21489:
20365:{\displaystyle 1=\int _{0}^{a_{M}}\varphi (a)\exp \left(-\int _{0}^{a}{\mu (q)dq}\right)\,da}
20225:
16427:
14890:
10589:
9444:
7471:
7073:
7033:
6546:
5465:, and where a communicable disease is spreading. The model with mass-action transmission is:
5346:
5041:
4939:
4739:
4599:
4566:
3580:
1959:
620:
29129:
26014:"An application of the theory of probabilities to the study of a priori pathometry.—Part II"
23311:
23281:
22115:
20964:
20834:
15921:
15885:
15425:
12486:
9418:
9392:
7302:
7053:
7013:
6978:
6943:
6908:
6520:
6358:
4717:
4632:
4182:
1131:
Secondly, we note that the dynamics of the infectious class depends on the following ratio:
435:
30726:
30572:
30431:
30324:
30270:
30198:
30188:
29880:
29735:
29608:
29215:
28824:
28633:
28578:
28509:
28490:
Pastor-Satorras R, Vespignani A (April 2001). "Epidemic spreading in scale-free networks".
28456:
28149:
28104:
27673:
27598:
27520:
27474:
27427:
27362:
27221:
27072:
26883:
26576:
26421:
26369:
26279:
26176:
26114:
26066:
26025:
25984:
25973:"An application of the theory of probabilities to the study of a priori pathometry.—Part I"
25441:
25163:
25136:
24997:
24960:
24678:
24000:
23973:
23882:
23829:
22013:
21981:
21954:
21622:
21462:
20604:
20577:
16400:
16326:
15500:
15398:
15371:
15344:
12536:
12420:
10662:
10635:
10605:
10563:
10347:
9013:
7792:
7621:
7594:
6570:
6241:
5209:
5095:
5068:
5014:
4878:
4850:
4759:
4434:
4031:
3858:
3020:
247:
71:
67:
26184:
23701:
22075:
11613:
10401:
6732:
6701:
6670:
6638:
6609:
6580:
5428:
4153:
4124:
4095:
4066:
4037:
3898:
1471:
1442:
218:
8:
30669:
30518:
30508:
30474:
30079:
29517:
29353:
29164:
25893:
25723:
23400:, times the average length of time an individual spends in a single visit to compartment
21588:
20991:
is a reproduction number, but one where who infects whom is accounted for. If generation
10917:
8983:
7382:
5163:. If social distancing and masks add another 50% cut in infection efficiency, we can set
4024:
3674:
Effectively the same result can be found in the original work by Kermack and McKendrick.
1946:{\displaystyle s_{\infty }=1-r_{\infty }=-R_{0}^{-1}\,W(-s_{0}R_{0}e^{-R_{0}(1-r_{0})}).}
636:
587:
301:
59:
28637:
28582:
28513:
28460:
28153:
27677:
27602:
27524:
27431:
27366:
27225:
27076:
26887:
26580:
26425:
26373:
26283:
26118:
26070:
26029:
25988:
23695:
23404:
12455:
12127:
10303:
the model had been solved approximately. The occurrence of a pandemic outburst requires
4969:, a steady state reached and no number of infectious people changes over time; and when
4693:
54:
The origin of such models is the early 20th century, with important works being that of
30762:
30659:
30649:
30242:
30237:
30146:
30126:
29760:
29603:
29568:
29422:
29388:
28938:
28783:
28752:
28669:
28656:
28621:
28602:
28568:
28541:
28499:
28429:
28421:
28295:
28270:
28251:
28170:
28137:
28113:
28069:
27931:
27868:
27835:
27813:
27743:
27716:
27697:
27621:
27588:
27576:
27554:
27541:
27510:
27498:
27450:
27417:
27405:
27386:
27249:
27167:
27134:
27093:
27060:
27002:
26917:
26904:
26871:
26840:
26816:"Remote Learning of COVID-19 Kinetic Analysis in a Physical Chemistry Laboratory Class"
26815:
26781:
26756:
26729:
26704:
26592:
26544:
26517:
26463:
26387:
26295:
26269:
26232:
26199:
25900:
25421:
23859:
23808:
23730:
23257:
23251:
23233:
22853:
22831:
22648:
22594:
22540:
22480:
21314:
21278:
21231:
21211:
21190:
21170:
20994:
20944:
20924:
20904:
20884:
20864:
20752:
20729:
20709:
20642:
19585:{\displaystyle F(a,t,i(\cdot ,\cdot ))=\int _{0}^{a_{M}}k(a,a_{1};t)i(a_{1},t)\,da_{1}}
19428:{\displaystyle \partial _{t}r(t,a)+\partial _{a}r(t,a)=-\mu (a)r(a,t)+\gamma (a)i(a,t)}
16978:
16958:
16872:
16581:
16460:
16353:
15872:{\displaystyle {\color {blue}{{\mathcal {S_{...}}}+{\mathcal {I}}\to {\mathcal {2I}}}}}
12897:
12559:
12466:
10808:
10788:
7362:
7342:
7322:
7282:
7262:
6887:
4672:
4652:
4012:
3878:
3700:
3680:
3609:
2373:
2367:
1795:
1111:
885:
865:
845:
825:
531:
491:
415:
29174:
28769:
28088:
27911:
5772:{\displaystyle \left(S(t),I(t),R(t)\right)=\left({\frac {\Lambda }{\mu }},0,0\right).}
30674:
30654:
30634:
30528:
30469:
30329:
30282:
30084:
29586:
29255:
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28884:
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28175:
28118:
28061:
28009:
27972:
27923:
27915:
27873:
27855:
27805:
27797:
27748:
27717:"Analysis of an SIR epidemic model with pulse vaccination and distributed time delay"
27701:
27689:
27626:
27558:
27546:
27455:
27378:
27253:
27172:
27154:
27098:
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26391:
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26219:
26162:
25926:
25904:
10588:
parameters. It uses recursive equations to calculate the next step by converting the
8417:
3818:. The differential equations are now all linear, and the third equation, of the form
1497:
are the initial numbers of, respectively, susceptible and removed subjects. Writing
28606:
28545:
28433:
28255:
28195:"Qualitative Analysis of Delayed SIR Epidemic Model with a Saturated Incidence Rate"
28073:
27935:
27817:
26596:
26299:
19595:
is the force of infection, which, of course, will depend, though the contact kernel
12992:
Similarly to the SIR model, also, in this case, we have a Disease-Free-Equilibrium (
10560:
The numerical solution of this model to calculate the real-time reproduction number
7530:
For example, one may postulate that the expected duration of susceptibility will be
1647:
for the proportion of susceptible and removed individuals respectively in the limit
30787:
30782:
30700:
30523:
30459:
30446:
30275:
30264:
30156:
30136:
29971:
29885:
29860:
29591:
29538:
29477:
29368:
29015:
28943:
28765:
28651:
28641:
28586:
28525:
28517:
28464:
28413:
28290:
28282:
28235:
28206:
28165:
28157:
28108:
28100:
28051:
28043:
28001:
27907:
27863:
27847:
27787:
27779:
27738:
27728:
27681:
27616:
27606:
27536:
27528:
27445:
27435:
27390:
27370:
27333:
27297:
27287:
27239:
27229:
27162:
27146:
27088:
27080:
27031:
26997:
26944:
26899:
26891:
26835:
26827:
26776:
26768:
26724:
26716:
26584:
26539:
26529:
26496:
26439:
26429:
26377:
26287:
26227:
26211:
26180:
26154:
26146:
26122:
26074:
26033:
25992:
22817:{\displaystyle V_{i}(\mathrm {x} )=V_{i}^{-}(\mathrm {x} )-V_{i}^{+}(\mathrm {x} )}
15468:
12121:
12014:
is a reduced, dimensionless time. The temporal dependence of the infected fraction
10598:
5059:
5007:
635:
A single realization of the SIR epidemic as produced with an implementation of the
593:
For the special case in which there is no removal from the infectious compartment (
167:
28136:
Lipsitch M, Cohen T, Cooper B, Robins JM, Ma S, James L, et al. (June 2003).
25133:. It follows from the differential equation for the number of exposed individuals
9479:(meaning specifically individuals having survived the disease and now immune) and
30690:
30598:
30391:
30386:
30230:
30178:
29986:
29963:
29808:
29785:
29169:
29134:
29010:
28955:
28349:
27499:"Spreading of infections on random graphs: A percolation-type model for COVID-19"
26172:
25951:
22007:
21105:
20633:
15479:
5058:. However, away from this reference point, errors will accumulate over time thus
4008:
317:
Flow diagram of states in an SIR epidemic model and transition rates between them
171:
Spatial SIR model simulation. Each cell can infect its eight immediate neighbors.
29139:
28521:
28005:
27532:
27276:"Mathematics of Epidemics: General solution of SIRVD, SIRV, SIRD and SIR Models"
27035:
26895:
26318:
Beckley R, Weatherspoon C, Alexander M, Chandler M, Johnson A, Bhatt GS (2013).
23181:{\displaystyle \mathrm {x} ^{*}=(S^{*},E^{*},I^{*},R^{*})=(\lambda /\mu ,0,0,0)}
4019:
which is part of all basic data visualization software such as Microsoft Excel,
639:
and the numerical solution of the ordinary differential equation system (dashed)
271:
are different quantities – the former describes the number of recovered at
30777:
30741:
30588:
30421:
30354:
30297:
30069:
29958:
29950:
29875:
29828:
29823:
29770:
29494:
29275:
29270:
29230:
29179:
29144:
28982:
28918:
28626:
Proceedings of the National Academy of Sciences of the United States of America
28590:
28468:
28447:
May RM, Lloyd AL (December 2001). "Infection dynamics on scale-free networks".
27611:
27440:
27302:
27244:
27150:
26992:
von Csefalvay, Chris (2023-01-01), von Csefalvay, Chris (ed.), "Host factors",
26444:
26434:
26409:
26382:
26357:
26215:
21164:
20746:, we can know how many would be infected in the next-generation. Such that the
15483:
28807:
28286:
27993:
27685:
26772:
26720:
26588:
26291:
26158:
17848:{\displaystyle P\geq 1-\left(1+{\frac {\rho }{\mu }}\right){\frac {1}{R_{0}}}}
30802:
30736:
30644:
30302:
30259:
30218:
30111:
30094:
30052:
29765:
29316:
29285:
28906:
27919:
27859:
27801:
27693:
27662:"A KdV–SIR Equation and Its Analytical Solutions for Solitary Epidemic Waves"
27643:
27158:
26831:
26223:
23877:
23308:
a matrix which represents the average duration of infectiousness. Therefore,
22043:
21307:, the dynamics of spreading is usually described through a set of non-linear
18511:(to limit ourselves to the susceptible-infectious-removed scheme) such that:
15792:{\displaystyle {\color {blue}{{\mathcal {S_{exh}}}\to {\mathcal {S_{ign}}}}}}
15720:{\displaystyle {\color {blue}{{\mathcal {S_{res}}}\to {\mathcal {S_{exh}}}}}}
15487:
12429:
5300:
29152:
28646:
28161:
26642:. Oxford Series in Ecology and Evolution. Oxford : Oxford University Press.
25842:
24358:{\displaystyle {\frac {dn_{E}(t)}{dt}}=n_{E}(t){\frac {\ln(R_{0})}{\tau }}.}
16314:{\displaystyle I_{max}={\frac {S_{o}}{2}}{\frac {(R_{o}-1)^{2}}{R_{o}^{2}}}}
8897:. As the system is assumed to be closed, the susceptible population is then
8013:{\displaystyle I={\frac {\mu N}{\mu +\lambda }}\lambda {\frac {1}{\mu +v}}.}
5420:
2073:{\displaystyle {\frac {dI}{dt}}=\left(R_{0}{\frac {S}{N}}-1\right)\gamma I,}
1780:{\displaystyle s_{\infty }=1-r_{\infty }=s_{0}e^{-R_{0}(r_{\infty }-r_{0})}}
30513:
30451:
30213:
30193:
30141:
30089:
30040:
29840:
29790:
29401:
28972:
28665:
28598:
28537:
28476:
28304:
28179:
28122:
27927:
27877:
27851:
27752:
27630:
27550:
27459:
27234:
27209:
27176:
27102:
26913:
26849:
26790:
26738:
26553:
26534:
26501:
26241:
26127:
26102:
26079:
26054:
26038:
26013:
25997:
25972:
21612:
12416:
8405:{\displaystyle {\frac {dI}{dt}}=(\beta -\gamma )I-{\frac {\beta }{N}}I^{2}}
4208:
28378:
28247:
28211:
28194:
28065:
27809:
27382:
27353:
Noble JV (August 1974). "Geographic and temporal development of plagues".
26948:
23491:{\displaystyle F={\begin{pmatrix}0&\beta S^{*}\\0&0\end{pmatrix}}}
22056:(for exposed). Here, the formation of the next-generation matrix from the
18338:{\displaystyle S^{*}(t)=1-{\frac {p}{1-(1-p)E^{-\mu T}}}E^{-\mu MOD(t,T)}}
13871:) compartment. The following differential equations describe this model:
8317:{\displaystyle {\frac {dS}{dt}}+{\frac {dI}{dt}}=0\Rightarrow S(t)+I(t)=N}
30406:
30208:
30131:
30106:
29855:
29835:
29740:
29700:
29624:
28995:
28990:
28911:
28894:
28812:
28573:
28504:
27733:
27292:
27275:
25916:
24460:{\displaystyle {\frac {d\ln(n_{E}(t))}{dt}}={\frac {\ln(R_{0})}{\tau }}.}
14614:
12425:
10593:
8051:
7299:
of people that an individual makes contact with per unit time. Then, let
4034:
considered the so-called all-time SIR model where the initial conditions
918:
287:
55:
28138:"Transmission dynamics and control of severe acute respiratory syndrome"
27338:
27084:
12982:{\displaystyle R_{0}={\frac {a}{\mu +a}}{\frac {\beta }{\mu +\gamma }}.}
9415:. The animation shows the effect of reducing the rate of infection from
9112:
In the long run, in the SI model, all individuals will become infected.
6517:. The animation shows the effect of reducing the rate of infection from
26:. The population is assigned to compartments with labels – for example,
30541:
30344:
30319:
30287:
30064:
30045:
30035:
30023:
29870:
29482:
29454:
29280:
29240:
28529:
28425:
28239:
28047:
27783:
26484:
25415:
25118:{\displaystyle R_{0}=1+K(\tau _{E}+\tau _{I})+K^{2}\tau _{E}\tau _{I}.}
18214:
one obtains that the dynamics of the susceptible subjects is given by:
16560:{\displaystyle I=I_{max}sech^{2}\left({\frac {\sigma _{o}}{2}}t\right)}
15493:
8954:
As a special case, one obtains the usual logistic function by assuming
2617:{\displaystyle {\mathcal {I}}(u)=N-{\mathcal {R}}(u)-{\mathcal {S}}(u)}
925:
26664:
24891:
21646:
is a threshold for stability of a disease-free equilibrium such that:
20469:{\displaystyle n^{*}(a)=C\exp \left(-\int _{0}^{a}\mu (q)\,dq\right),}
20183:{\displaystyle \partial _{t}n(t,a)+\partial _{a}n(t,a)=-\mu (a)n(a,t)}
5233:
will perfectly correlate with the waves of the spreading and whenever
882:
is the stock of removed population (either by death or recovery), and
22:
are a very general modelling technique. They are often applied to the
30416:
29895:
28928:
28923:
28856:
28056:
27792:
27767:
27374:
26468:
14696:{\displaystyle F=\beta (t){\frac {I}{N}},\quad \beta (t+T)=\beta (t)}
12135:
To indicate this mathematically, an additional compartment is added,
12117:
10021:
8055:
3222:{\displaystyle u_{T}=e^{-(R_{\infty }-R(0))/\rho }(=S_{\infty }/S(0)}
1016:{\displaystyle {\frac {dS}{dt}}+{\frac {dI}{dt}}+{\frac {dR}{dt}}=0,}
644:
28417:
27577:"Social stress drives the multi-wave dynamics of COVID-19 outbreaks"
27030:. Biomathematics. Vol. 18. Berlin: Springer. pp. 119–144.
26317:
22072:, compartments. Consider a population characterized by a death rate
12513:), and also assuming the presence of vital dynamics with birth rate
814:
30399:
30314:
29890:
29865:
29818:
29363:
28933:
28876:
28354:
Population Dynamics of Infectious Diseases: Theory and Applications
27593:
27574:
27515:
27422:
26615:
The mathematical theory of infectious diseases and its applications
25126:
24128:{\displaystyle n_{E}(t)=n_{E}(0)\,R_{0}^{t/\tau }=n_{E}(0)\,e^{Kt}}
23275:
22049:
20479:
automatically ensuring the existence of the disease-free solution:
16889:
is the class of vaccinated subjects. It is immediate to show that:
12113:
9735:
are the rates of infection, recovery, and mortality, respectively.
8042:
4842:
4214:
4004:
1790:(note that the infectious compartment empties in this limit). This
295:
27766:
Diekmann, O.; Heesterbeek, J. A. P.; Metz, J. A. J. (1990-06-01).
26274:
25887:
21298:
9282:
7407:
of them are susceptible. Thus, we have every infective can infect
5062:
is needed to find an optimal time step for more accurate results.
30203:
30074:
29327:
28817:
28559:
Newman ME (July 2002). "Spread of epidemic disease on networks".
26153:. Vol. 4. University of California Press. pp. 149–165.
24896:
In this model, an individual infection has the following stages:
20824:{\displaystyle G={\begin{pmatrix}0&f\\m&0\end{pmatrix}},}
16206:{\displaystyle R_{o}={\frac {\beta }{\gamma }}{\frac {S_{o}}{N}}}
12109:
6664:. The compartments used for this model consist of three classes:
6410:
631:
623:
solution, in which every individual eventually becomes infected.
161:
153:
27968:
Mathematical Tools for Understanding Infectious Disease Dynamics
27575:
Kastalskiy, IA; Pankratova, EV; Mirkes, EM; et al. (2021).
26640:
Infectious diseases in primates: behavior, ecology and evolution
21248:. The average per generation multiplication factor is therefore
21108:
of the next-generation matrix is the basic reproduction number,
619:), the SIR model reduces to a very simple SI model, which has a
30411:
29976:
29629:
29225:
23254:
which represents the infection rates near the equilibrium, and
19714:
but that are nonlocal for the density of susceptible newborns:
4020:
28404:
Bartlett MS (1957). "Measles periodicity and community size".
26147:"Deterministic and Stochastic Epidemics in Closed Populations"
24249:{\displaystyle \ln(n_{E}(t))=\ln(n_{E}(0))+\ln(R_{0})t/\tau .}
18428:
15861:
15836:
15833:
15779:
15776:
15756:
15753:
15707:
15704:
15684:
15681:
15622:
15619:
15586:
15583:
2438:
29640:
27965:
Diekmann, Odo; Heesterbeek, Hans; Britton, Tom (2012-11-18).
26567:
Hethcote H (2000). "The Mathematics of Infectious Diseases".
25831:{\displaystyle R_{0}=R_{0}^{\text{FAST}}+R_{0}^{\text{SLOW}}}
6274:
2492:, etc., it corresponds to the following time parametrization
1108:
expressing in mathematical terms the constancy of population
157:
28854:
528:. If an individual is infectious for an average time period
29093:
28750:
28269:
Ma Y, Horsburgh CR, White LF, Jenkins HE (September 2018).
26403:
26401:
22536:
be the rate of appearance of new infections in compartment
22381:
19977:
Moreover, defining now the density of the total population
10398:
of the susceptible compartment remains relatively close to
1547:
for the initial proportion of susceptible individuals, and
798:
28325:
Mathematical Models in Population Biology and Epidemiology
27964:
27403:
26813:
26637:
23970:
If an individual, after getting infected, infects exactly
22044:
The SEIR model with vital dynamics and constant population
15473:
model - combination of SIR with modelling of social stress
8744:{\displaystyle I(t)={\frac {I_{\infty }}{1+Ve^{-\chi t}}}}
1321:
By dividing the first differential equation by the third,
28734:
Mathematical Structures of Epidemic Systems. 2nd Printing
28489:
28135:
27991:
27893:
25843:
Other considerations within compartmental epidemic models
20861:
is the expected number of secondary infections of gender
10858:, the spreading decays and daily infected cases go down.
5421:
The SIR model with vital dynamics and constant population
4420:{\displaystyle R_{e}={\frac {\beta _{t}S}{\gamma _{t}N}}}
28622:"Evidence that coronavirus superspreading is fat-tailed"
28379:"COVID-19: Data-Driven Mean-Field-Type Game Perspective"
26398:
26103:"A Contribution to the Mathematical Theory of Epidemics"
22590:
is the rate of transfer of individuals into compartment
21611:. In other words, as a rule, there is an infection-free
10805:
is the number of susceptible population at the time and
4209:
Numerical solutions to the SIR model with approximations
626:
28268:
28033:
27765:
27058:
25767:
ago. A more correct treatment would require the use of
22721:{\displaystyle F_{i}(\mathrm {x} )-V_{i}(\mathrm {x} )}
22476:
denotes the number or proportion of individuals in the
16598:, for vaccinated individuals. Below are some examples.
15446:
12415:
Some people who have had an infectious disease such as
9120:
4344:{\displaystyle R_{t}={\frac {\beta _{t}}{\gamma _{t}}}}
4278:{\displaystyle R_{0}={\frac {\beta _{0}}{\gamma _{0}}}}
16:
Type of mathematical model used for infectious diseases
28225:
27889:
27887:
27404:
Te Vrugt M, Bickmann J, Wittkowski R (November 2020).
27059:
Nakamura, G.M.; Cardoso, G.C.; Martinez, A.S. (2020).
25366:
25257:
25214:
23516:
23447:
23191:
We now can form the next-generation matrix (operator)
20787:
12147:
This results in the following differential equations:
9447:
9421:
9395:
9369:
9292:
7918:
7881:
6549:
6523:
6497:
6420:
6387:
6361:
6284:
28322:
27894:
van den Driessche, P.; Watmough, James (2002-11-01).
26971:(Revised ed.). Oxford: Oxford University Press.
25781:
25746:
25726:
25693:
25649:
25615:
25560:
25507:
25474:
25444:
25424:
25193:
25166:
25139:
25027:
25000:
24963:
24936:
24906:
24888:
below 0, time-averaged, to avoid exponential growth.
24855:
24708:
24681:
24645:
24601:
24567:
24516:
24473:
24371:
24262:
24141:
24023:
24003:
23976:
23912:
23885:
23862:
23832:
23811:
23753:
23733:
23704:
23578:
23504:
23435:
23407:
23376:
23345:
23314:
23284:
23260:
23236:
23197:
23069:
22974:
22879:
22856:
22834:
22734:
22672:
22651:
22618:
22597:
22564:
22543:
22504:
22483:
22453:
22401:
22395:
Here we have 4 compartments and we can define vector
22180:
22158:
22138:
22118:
22098:
22078:
22016:
21984:
21957:
21793:
21655:
21625:
21591:
21558:
21525:
21492:
21465:
21337:
21317:
21281:
21254:
21234:
21214:
21193:
21173:
21114:
21077:
21044:
21017:
20997:
20967:
20947:
20927:
20907:
20887:
20867:
20837:
20775:
20755:
20732:
20712:
20665:
20645:
20607:
20580:
20488:
20384:
20260:
20228:
20199:
20084:
19983:
19920:
19723:
19655:
19601:
19447:
19296:
19037:
18809:
18766:
18684:
18602:
18520:
18440:
18357:
18223:
17873:
17789:
17615:
17555:
17487:
17408:
17167:
17004:
16981:
16961:
16898:
16875:
16654:
16613:
16584:
16485:
16463:
16430:
16403:
16376:
16356:
16329:
16224:
16162:
16105:
15971:
15924:
15888:
15819:
15739:
15667:
15569:
15503:
15428:
15401:
15374:
15347:
15122:
14934:
14893:
14718:
14627:
14613:
In addition, Some diseases are seasonal, such as the
14523:
14192:
14121:
13882:
13802:
13596:
13564:
13406:
13238:
13005:
12926:
12900:
12853:
12585:
12562:
12539:
12519:
12489:
12469:
12158:
12049:
12020:
11950:
11650:
11616:
11564:
11512:
11460:
11395:
11360:
11319:
11245:
10931:
10876:
10831:
10811:
10791:
10733:
10692:
10665:
10638:
10608:
10566:
10513:
10433:
10404:
10377:
10350:
10309:
10257:
10205:
10155:
10117:
10067:
10035:
9756:
9709:
9492:
9259:
9233:
9207:
9130:
9102:{\displaystyle {\frac {dI}{dt}}\propto I\cdot (N-I).}
9051:
9016:
8986:
8960:
8903:
8849:
8817:
8761:
8684:
8645:
8467:
8426:
8337:
8228:
8078:
7956:
7916:
7873:
7821:
7795:
7654:
7624:
7597:
7536:
7494:
7474:
7448:
7413:
7385:
7365:
7345:
7325:
7305:
7285:
7265:
7215:
7154:
7099:
7076:
7056:
7036:
7016:
6981:
6946:
6911:
6890:
6825:
6772:
6763:
The flow of this model may be considered as follows:
6735:
6704:
6673:
6641:
6612:
6583:
6573:") by appropriate measures such as social distancing.
6244:
5998:
5852:
5833:{\displaystyle R_{0}={\frac {\beta }{\mu +\gamma }},}
5795:
5678:
5474:
5451:
5431:
5382:
5349:
5309:
5272:
5239:
5212:
5169:
5126:
5098:
5071:
5044:
5017:
4975:
4942:
4909:
4881:
4853:
4819:
4790:
4762:
4742:
4720:
4696:
4675:
4655:
4635:
4602:
4569:
4516:
4464:
4437:
4369:
4303:
4237:
4185:
4156:
4127:
4098:
4069:
4040:
3978:
3951:
3924:
3901:
3881:
3861:
3824:
3789:
3754:
3723:
3703:
3683:
3632:
3612:
3583:
3312:
3273:
3235:
3123:
3096:
3050:
3023:
2842:
2706:
2631:
2553:
2501:
2450:
2399:
2376:
2337:
2267:
2210:
2149:
2092:
2001:
1962:
1811:
1685:
1653:
1603:
1553:
1503:
1474:
1445:
1334:
1280:
1233:
1190:
1140:
1114:
1035:
937:
888:
868:
848:
828:
660:
599:
554:
534:
511:
458:
438:
418:
340:
305:
Yellow=Susceptible, Maroon=Infectious, Teal=Recovered
250:
221:
28751:
Carlson CS, Rubin DM, Heikkilä V, Postema M (2021).
27834:
Heffernan, J.M; Smith, R.J; Wahl, L.M (2005-09-22).
26612:
26351:
26349:
26347:
26345:
26343:
26096:
26094:
26092:
26090:
21459:
which shows how the number of people in compartment
8980:. This can be also considered in the SIR model with
8032:
7070:
changes over the course of the epidemic and so does
5425:
Consider a population characterized by a death rate
28696:
Infectious diseases of humans: dynamics and control
28086:
27884:
26968:
Infectious Diseases of Humans: Dynamics and Control
26869:
24892:
Latent infectious period, isolation after diagnosis
22827:We can now make matrices of partial derivatives of
18418:{\displaystyle R_{0}\int _{0}^{T}S^{*}(t)\,dt<1}
14610:rate in a way to reduce the speed of the pandemic.
7488:(which represents the mean recovery/death rate, or
1098:{\displaystyle S(t)+I(t)+R(t)={\text{constant}}=N,}
28406:Journal of the Royal Statistical Society, Series A
28087:Wohl S, Schaffner SF, Sabeti PC (September 2016).
27833:
27714:
27273:
27207:
26705:"A note on the derivation of epidemic final sizes"
26662:
26461:
26407:
26355:
25830:
25759:
25732:
25712:
25679:
25635:
25601:
25542:
25493:
25457:
25430:
25406:
25179:
25152:
25117:
25013:
24976:
24949:
24919:
24880:
24841:
24694:
24664:
24631:
24587:
24550:
24502:
24459:
24357:
24248:
24127:
24009:
23989:
23955:
23898:
23868:
23845:
23817:
23797:
23739:
23719:
23679:
23564:
23490:
23416:
23391:
23360:
23330:
23300:
23266:
23242:
23222:
23180:
23055:
22960:
22862:
22840:
22816:
22720:
22657:
22644:is the rate of transfer of individuals out of the
22636:
22603:
22582:
22549:
22528:
22489:
22468:
22439:
22387:
22164:
22144:
22124:
22104:
22084:
22029:
21997:
21970:
21940:
21778:
21638:
21603:
21577:
21544:
21511:
21478:
21451:
21323:
21287:
21267:
21240:
21220:
21199:
21179:
21155:
21093:
21063:
21030:
21003:
20983:
20953:
20933:
20913:
20893:
20873:
20853:
20823:
20761:
20738:
20718:
20696:
20651:
20620:
20593:
20552:
20468:
20364:
20243:
20214:
20182:
20067:
19966:
19903:
19703:
19635:
19584:
19427:
19279:
19020:
18788:
18749:
18667:
18585:
18503:
18417:
18337:
18196:
17847:
17769:
17586:
17546:In such a case the eradication condition becomes:
17535:
17453:
17388:
17150:
16987:
16967:
16955:thus we shall deal with the long term behavior of
16944:
16881:
16858:
16637:
16590:
16559:
16469:
16449:
16416:
16389:
16362:
16350:indicates the initial value of the state variable
16342:
16313:
16205:
16146:
16086:
15930:
15894:
15871:
15791:
15719:
15647:
15516:
15434:
15414:
15387:
15360:
15330:
15092:
14917:
14876:
14695:
14589:
14492:
14175:
14090:
13848:
13770:
13579:
13547:
13391:
13218:
12981:
12917:For this model, the basic reproduction number is:
12906:
12886:
12836:
12568:
12548:
12525:
12505:
12475:
12397:
12091:
12035:
12002:{\displaystyle \tau (t)=\int _{0}^{t}a(\xi )d\xi }
12001:
11926:
11631:
11602:
11550:
11498:
11446:
11381:
11346:
11305:
11228:
10906:
10868:susceptible-infected-recovered-vaccinated-deceased
10850:
10817:
10797:
10777:
10719:
10678:
10651:
10621:
10579:
10549:
10499:
10419:
10390:
10363:
10336:
10295:
10243:
10191:
10141:
10103:
10053:
10010:
9727:
9692:
9459:
9433:
9407:
9381:
9355:
9271:
9245:
9219:
9193:
9101:
9034:
8998:
8972:
8939:
8889:
8835:
8803:
8743:
8667:
8628:
8450:
8404:
8316:
8204:
8012:
7939:
7902:
7856:
7804:
7778:
7637:
7610:
7583:
7508:
7480:
7460:
7434:
7399:
7371:
7351:
7331:
7311:
7291:
7271:
7247:
7199:{\displaystyle {\frac {dI}{dt}}=\beta SI-\gamma I}
7198:
7137:
7082:
7062:
7042:
7022:
7002:
6967:
6932:
6896:
6876:
6808:
6750:
6719:
6688:
6656:
6627:
6598:
6561:
6535:
6509:
6483:
6399:
6373:
6347:
6257:
6227:
5983:
5832:
5771:
5658:
5457:
5437:
5409:
5368:
5335:
5291:
5258:
5225:
5198:
5155:
5111:
5084:
5050:
5030:
4994:
4961:
4928:
4894:
4866:
4833:
4804:
4775:
4748:
4726:
4705:
4681:
4661:
4641:
4621:
4588:
4554:
4502:
4450:
4419:
4343:
4277:
4197:
4171:
4142:
4113:
4084:
4055:
3991:
3964:
3937:
3907:
3887:
3867:
3847:
3810:
3775:
3740:
3709:
3689:
3663:
3618:
3598:
3566:
3292:
3259:
3221:
3109:
3082:
3036:
3006:
2822:
2687:{\displaystyle {\mathcal {R}}(u)=R(0)-\rho \ln(u)}
2686:
2616:
2538:
2484:
2424:
2382:
2355:
2308:
2247:
2190:
2129:
2072:
1981:
1945:
1779:
1668:
1639:
1589:
1539:
1489:
1460:
1428:
1311:
1262:
1219:
1169:
1120:
1097:
1015:
894:
874:
854:
834:
803:
611:
574:
540:
520:
482:
444:
424:
404:
263:
236:
26340:
26100:
26087:
23034:
22997:
22939:
22902:
21382:
21366:
20881:caused by a single infected individual of gender
17598:resurgence of infection due to coverage decline.
10344:and there is a critical reduced vaccination rate
9745:Susceptible-Infectious-Recovered-Vaccinated model
7857:{\displaystyle S={\frac {\mu N}{\mu +\lambda }}.}
5669:for which the disease-free equilibrium (DFE) is:
4936:, we will see an exponential-like outbreak; when
1429:{\displaystyle S(t)=S(0)e^{-R_{0}(R(t)-R(0))/N},}
30800:
27994:"Further Notes on the Basic Reproduction Number"
26320:"Modeling epidemics with differential equations"
25160:and the number of latent infectious individuals
24256:The underlying matching differential equation is
23338:gives the rate at which infected individuals in
21835:
21676:
21486:changes over time. For example, in a SIR model,
20726:and the expected number of infected gender 2 is
18750:{\displaystyle R(t)=\int _{0}^{a_{M}}r(t,a)\,da}
18668:{\displaystyle I(t)=\int _{0}^{a_{M}}i(t,a)\,da}
18586:{\displaystyle S(t)=\int _{0}^{a_{M}}s(t,a)\,da}
17780:leading to the following eradication condition:
17225:
17040:
16900:
15006:
13448:
13259:
9286:Animation of the SIRD model with initial values
8557:
8493:
7664:
7546:
6040:
5873:
4357:and the real-time effective reproduction number:
1170:{\displaystyle R_{0}={\frac {\beta }{\gamma }},}
28715:An Introduction to Infectious Disease Modelling
28347:For more information on this type of model see
28262:
28199:International Journal of Differential Equations
26865:
26863:
26861:
26859:
26151:Contributions to Biology and Problems of Health
25888:Deterministic versus stochastic epidemic models
21299:Next-generation matrix for compartmental models
17454:{\displaystyle P<P^{*}=1-{\frac {1}{R_{0}}}}
15731:due to fatigue from anti-epidemic restrictions;
14887:(the dynamics of recovered easily follows from
10921:This file provides a cartoon of the SIRVD model
9473:Susceptible-Infectious-Recovered-Deceased model
9006:, i.e. no removal will take place. That is the
8804:{\displaystyle I_{\infty }=(1-\gamma /\beta )N}
7903:{\displaystyle \lambda ={\tfrac {\beta I}{N}},}
7379:persons per unit time whereas only a fraction,
6884:in the three functions resolves that the value
6414:Animation of the SIR model with initial values
5002:, the disease decays and fades away over time.
3697:. The equations may thus be divided through by
27836:"Perspectives on the basic reproductive ratio"
27666:International Journal of Bifurcation and Chaos
26809:
26807:
26805:
26803:
17601:
17472:
10778:{\displaystyle R_{e}={\frac {R_{t}S}{N}}<1}
10507:can be mapped to the solved special case with
9124:Diagram of the SIRD model with initial values
8416:i.e. the dynamics of infectious is ruled by a
7618:reflects the time alive (life expectancy) and
6266:remain permanently endemic in the population.
905:This model was for the first time proposed by
643:The dynamics of an epidemic, for example, the
30557:
29206:
28840:
28712:
27496:
26991:
26608:
26606:
25418:of the matrix is the logarithmic growth rate
17858:
16945:{\displaystyle \lim _{t\to +\infty }V(t)=NP,}
16457:presents the maximum of the state variables
13558:In case of periodically varying contact rate
8050:Some infections, for example, those from the
8023:
6278:Diagram of the SIR model with initial values
917:, and followed work McKendrick had done with
24:mathematical modelling of infectious diseases
27019:
26994:Computational Modeling of Infectious Disease
26856:
26560:
26259:
25880:Distributions that are spatially non-uniform
24551:{\displaystyle K={\frac {\ln R_{0}}{\tau }}}
23427:Finally, for this SEIR process we can have:
21305:mathematical modelling of infectious disease
16147:{\displaystyle \sigma _{o}=\gamma (R_{o}-1)}
15963:The KdV-SIR equation is written as follows:
28802:SIR model: Online experiments with JSXGraph
28690:
28619:
28403:
28219:
28193:Rihan, Fathalla A.; Anwar, M. Naim (2012).
27570:
27568:
26961:
26934:
26800:
26515:
26509:
26457:
26455:
26204:History and Philosophy of the Life Sciences
25125:This estimation method has been applied to
21156:{\displaystyle R_{0}=\rho (G)={\sqrt {mf}}}
20068:{\displaystyle n(t,a)=s(t,a)+i(t,a)+r(t,a)}
18429:The influence of age: age-structured models
16570:which represents a solitary wave solution.
15490:complement the classical epidemics models.
15107:
2439:Exact analytical solutions to the SIR model
2328:Note that in the above model the function:
30564:
30550:
28847:
28833:
28192:
27721:Journal of Biomedicine & Biotechnology
27715:Gao S, Teng Z, Nieto JJ, Torres A (2007).
27659:
26937:Liceo Journal of Higher Education Research
26680:Mathematical Structure of Epidemic Systems
26603:
26566:
26327:Tennessee State University Internal Report
26052:
26011:
23997:new individuals only after exactly a time
23956:{\displaystyle K={\frac {\ln(2)}{T_{d}}}.}
11306:{\displaystyle a(t),v(t),\mu (t),\psi (t)}
10427:. Arbitrary initial conditions satisfying
7138:{\displaystyle {\frac {dS}{dt}}=-\beta SI}
28655:
28645:
28572:
28503:
28294:
28210:
28169:
28112:
28055:
27867:
27791:
27742:
27732:
27620:
27610:
27592:
27540:
27514:
27478:
27449:
27439:
27421:
27337:
27301:
27291:
27243:
27233:
27166:
27092:
27001:
26903:
26839:
26780:
26728:
26543:
26533:
26500:
26467:
26443:
26433:
26381:
26313:
26311:
26309:
26273:
26231:
26197:
26140:
26138:
26126:
26078:
26037:
25996:
25680:{\displaystyle K=0.183~\mathrm {d} ^{-1}}
24849:showing that it may be important to keep
24632:{\displaystyle K=0.183~\mathrm {d} ^{-1}}
24111:
24065:
23798:{\displaystyle K:={\frac {d\ln(N)}{dt}}.}
20901:, assuming that the population of gender
20569:
20451:
20355:
19894:
19568:
19004:
18740:
18658:
18576:
18402:
14989:
14604:
12432:. The carrier compartment is labelled C.
12419:never completely recover and continue to
12092:{\displaystyle j(\tau )=S(\tau )I(\tau )}
10629:is pulled out, one can compare it to the
9010:. The differential equation system using
7745:
7520:
7248:{\displaystyle {\frac {dR}{dt}}=\gamma I}
3546:
2323:
2309:{\displaystyle {\frac {dI}{dt}}(0)<0,}
2191:{\displaystyle {\frac {dI}{dt}}(0)>0,}
1865:
405:{\displaystyle d(S/N)/dt=-\beta SI/N^{2}}
30571:
28446:
28348:
28027:
27660:Paxson, Wei; Shen, Bo-Wen (2022-10-01).
27565:
27472:
27319:
27269:
27267:
27265:
27263:
27132:
27025:
26631:
26452:
25847:
20961:, on average. Meaning that each element
17536:{\displaystyle P=P(I),\quad P'(I)>0.}
16573:
15492:
15455:
10916:
10020:
9281:
9119:
8041:
6409:
6273:
5065:Among these three reproduction numbers,
1640:{\displaystyle r_{\infty }=R(\infty )/N}
1590:{\displaystyle s_{\infty }=S(\infty )/N}
1227:, and the typical time until removal is
842:is the stock of susceptible population,
813:
630:
312:
300:
166:
96:may affect the outcome of the epidemic.
29921:Ear-Nose-Throat/Upper respiratory tract
29094:Access to water, sanitation and hygiene
28731:
28376:
27397:
27203:
27201:
27199:
27139:Clinical Epidemiology and Global Health
26677:
26671:
26522:Journal of the Royal Society, Interface
26255:
26253:
26251:
26144:
19967:{\displaystyle \varphi _{j}(a),j=s,i,r}
18348:and that the eradication condition is:
16601:
15957:
4555:{\displaystyle \gamma _{0}=0.2day^{-1}}
3083:{\displaystyle {\mathcal {I}}(u_{T})=0}
2539:{\displaystyle {\mathcal {S}}(u)=S(0)u}
2425:{\displaystyle F=\beta {\frac {I}{N}}.}
334:, the transition rate is assumed to be
278:As implied by the variable function of
30801:
30732:Construction and management simulation
30504:Infectious disease (medical specialty)
30396:Antimicrobial resistance surveillance
28558:
28105:10.1146/annurev-virology-110615-035747
27840:Journal of the Royal Society Interface
26754:
26702:
26306:
26135:
25937:Mathematical modelling in epidemiology
25856:
25602:{\displaystyle R_{0}=\exp(K\tau _{E})}
22728:gives the rate of change of such that
22440:{\displaystyle \mathrm {x} =(S,E,I,R)}
20553:{\displaystyle DFS(a)=(n^{*}(a),0,0).}
19643:on the interactions between the ages.
15882:has different reaction rate constants
10720:{\displaystyle {\frac {R_{t}}{R_{0}}}}
10244:{\displaystyle k=\gamma (t)/\beta (t)}
9194:{\displaystyle S(0)=997,I(0)=3,R(0)=0}
8811:is the endemic infectious population,
7812:times the duration of susceptibility:
5266:, the spreading accelerates, and when
4503:{\displaystyle \beta _{0}=0.4day^{-1}}
2485:{\displaystyle {\mathcal {S}}(u)=S(t)}
913:as a special case of what we now call
30545:
28828:
28356:. London-New York: Chapman and Hall.
28318:
28316:
28314:
28089:"Genomic Analysis of Viral Outbreaks"
27829:
27827:
27497:Croccolo F, Roman HE (October 2020).
27492:
27490:
27352:
27346:
27315:
27313:
27260:
26638:Sonia Altizer; Nunn, Charles (2006).
26482:
25609:). For example, with the same values
25021:may be written in the following form
24984:other individuals during this period.
23689:
22666:-th compartment, then the difference
20659:gives the basic reproduction number,
10500:{\displaystyle S(0)+I(0)+R(0)+V(0)=N}
8890:{\displaystyle V=I_{\infty }/I_{0}-1}
7910:times the duration of infectiousness
3090:. By the transcendental equation for
2248:{\displaystyle R_{0}\cdot S(0)<N,}
2130:{\displaystyle R_{0}\cdot S(0)>N,}
627:The SIR model without birth and death
92:. Such models can show how different
30768:List of computer simulation software
29751:Compartmental models in epidemiology
28620:Wong F, Collins JJ (November 2020).
28323:Brauer F, Castillo-Chávez C (2001).
27196:
26248:
25970:
25636:{\displaystyle \tau =5~\mathrm {d} }
24588:{\displaystyle \tau =5~\mathrm {d} }
18504:{\displaystyle s(t,a),i(t,a),r(t,a)}
15801:slow relaxation to the initial state
15447:Interacting Subpopulation SEIR Model
12483:(i.e. the average latency period is
8836:{\displaystyle \chi =\beta -\gamma }
8219:the total population it holds that:
7940:{\displaystyle {\tfrac {1}{\mu +v}}}
3915:above) are simply linearly related.
3626:. The two solutions are related by
1274:the infectious has been removed is:
28717:. Oxford: Oxford University Press.
28713:Vynnycky E, White RG, eds. (2010).
28698:. Oxford: Oxford University Press.
26996:, Academic Press, pp. 93–119,
26262:Applied Mathematics and Computation
23278:for linear transition terms making
22529:{\displaystyle F_{i}(\mathrm {x} )}
22057:
20375:and the demographic equilibrium is
19974:are the fertilities of the adults.
15532:The simplest SIR-social stress (SIR
14505:
10371:beyond which the steady-state size
9728:{\displaystyle \beta ,\gamma ,\mu }
9356:{\textstyle S(0)=997,I(0)=3,R(0)=0}
8046:Yellow=Susceptible, Maroon=Infected
6484:{\textstyle S(0)=997,I(0)=3,R(0)=0}
6348:{\textstyle S(0)=997,I(0)=3,R(0)=0}
321:
77:The models are most often run with
13:
28684:
28311:
27985:
27942:
27824:
27646:; the preprocessed data are here:
27487:
27310:
27003:10.1016/b978-0-32-395389-4.00012-8
26101:Kermack WO, McKendrick AG (1927).
25932:List of COVID-19 simulation models
25664:
25629:
25543:{\displaystyle R_{0}=1+K\tau _{E}}
24616:
24581:
23379:
23348:
23072:
23040:
23031:
23016:
22994:
22945:
22936:
22921:
22899:
22807:
22778:
22749:
22711:
22687:
22519:
22456:
22403:
21845:
21686:
21379:
21363:
20117:
20086:
19329:
19298:
19070:
19039:
18842:
18811:
18789:{\displaystyle a_{M}\leq +\infty }
18783:
18207:It is easy to see that by setting
17238:
17053:
16913:
15954:model to publicly available data
15858:
15848:
15830:
15826:
15821:
15773:
15769:
15750:
15746:
15741:
15701:
15697:
15678:
15674:
15669:
15637:
15616:
15612:
15601:
15580:
15576:
15571:
15528:would better model multiple waves.
15300:
15274:
15223:
15197:
15155:
15129:
15019:
14579:
14569:
14559:
14549:
14539:
14529:
14525:
14224:
14166:
14156:
14146:
14136:
14126:
14122:
14103:
13914:
13838:
13828:
13818:
13808:
13804:
13461:
13272:
12520:
12454:
12190:
12126:
10861:
10383:
8861:
8767:
8707:
8570:
8506:
8427:
8060:
7712:
7655:
7584:{\displaystyle \operatorname {E} }
7537:
6798:
6788:
6778:
6774:
6269:
6050:
5956:
5883:
5741:
5506:
5452:
4291:the real-time reproduction number:
3984:
3957:
3930:
3279:
3197:
3153:
3102:
3053:
2886:
2867:
2848:
2768:
2634:
2600:
2581:
2556:
2504:
2453:
1836:
1817:
1754:
1710:
1691:
1660:
1623:
1609:
1573:
1559:
1263:{\displaystyle T_{r}=\gamma ^{-1}}
14:
30835:
28795:
28770:10.1109/AFRICON51333.2021.9570946
27274:Schlickeiser R, Kröger M (2024).
27208:Schlickeiser R, Kröger M (2021).
26617:(2nd ed.). London: Griffin.
26408:Schlickeiser R, Kröger M (2021).
26356:Kröger M, Schlickeiser R (2020).
25883:Diseases caused by macroparasites
25551:
23188:is the disease-free equilibrium.
14706:with period T equal to one year.
13784:
12576:is constant), we have the model:
12442:
12103:
9738:
9115:
8451:{\displaystyle \forall I(0)>0}
8033:Variations on the basic SIR model
4841:values. The typical onset of the
1220:{\displaystyle T_{c}=\beta ^{-1}}
30500:Economics of Infectious Diseases
26709:Bulletin of Mathematical Biology
26516:Krylova O, Earn DJ (July 2013).
25720:, rather than the true value of
24503:{\displaystyle R_{0}=e^{K\tau }}
23392:{\displaystyle \mathrm {x} _{i}}
23361:{\displaystyle \mathrm {x} _{j}}
22469:{\displaystyle \mathrm {x} _{i}}
12435:
12410:
11447:{\displaystyle R(0)=V(0)=D(0)=0}
10296:{\displaystyle b=v(t)/\beta (t)}
10054:{\displaystyle \beta ,\gamma ,v}
8037:
6877:{\displaystyle N=S(t)+I(t)+R(t)}
99:
30696:Integrated assessment modelling
28613:
28552:
28483:
28440:
28397:
28370:
28341:
28186:
28129:
28080:
28036:Journal of Mathematical Biology
27958:
27772:Journal of Mathematical Biology
27759:
27708:
27653:
27637:
27466:
27183:
27126:
27109:
27052:
26985:
26955:
26928:
26748:
26696:
26656:
26476:
26198:Engelmann, Lukas (2021-08-30).
26012:Ross R, Hudson H (3 May 1917).
23965:
21309:ordinary differential equations
20697:{\displaystyle R_{0}=\rho (G).}
19704:{\displaystyle i(t,0)=r(t,0)=0}
18081:
17942:
17587:{\displaystyle P(0)\geq P^{*},}
17509:
17202:
15803:(end of the refractory period).
14659:
12108:For many infections, including
12043:and the rate of new infections
11603:{\displaystyle q=\psi (t)/a(t)}
10337:{\displaystyle k+b<1-2\eta }
10104:{\displaystyle S(0)=(1-\eta )N}
5199:{\displaystyle R_{t}=0.25R_{0}}
2978:
2795:
1794:has a solution in terms of the
79:ordinary differential equations
30509:Infectious disease informatics
30340:Transmission-based precautions
27971:. Princeton University Press.
26191:
26046:
26005:
25964:
25596:
25580:
25550:, which is different from the
25076:
25050:
24875:
24862:
24830:
24827:
24821:
24808:
24771:
24768:
24762:
24749:
24737:
24734:
24728:
24715:
24445:
24432:
24406:
24403:
24397:
24384:
24343:
24330:
24318:
24312:
24285:
24279:
24229:
24216:
24204:
24201:
24195:
24182:
24170:
24167:
24161:
24148:
24108:
24102:
24062:
24056:
24040:
24034:
23934:
23928:
23778:
23772:
23714:
23708:
23668:
23656:
23653:
23641:
23614:
23595:
23175:
23143:
23137:
23085:
23026:
23011:
22931:
22916:
22811:
22803:
22782:
22774:
22753:
22745:
22715:
22707:
22691:
22683:
22523:
22515:
22434:
22410:
22329:
22317:
22277:
22265:
21922:
21919:
21913:
21891:
21885:
21869:
21863:
21850:
21842:
21831:
21822:
21816:
21763:
21760:
21754:
21732:
21726:
21710:
21704:
21691:
21683:
21672:
21446:
21395:
21137:
21131:
20688:
20682:
20544:
20529:
20523:
20510:
20504:
20498:
20448:
20442:
20401:
20395:
20340:
20334:
20298:
20292:
20238:
20232:
20209:
20203:
20177:
20165:
20159:
20153:
20141:
20129:
20110:
20098:
20062:
20050:
20041:
20029:
20020:
20008:
19999:
19987:
19937:
19931:
19886:
19874:
19868:
19862:
19846:
19834:
19828:
19822:
19806:
19794:
19788:
19782:
19739:
19727:
19692:
19680:
19671:
19659:
19630:
19605:
19565:
19546:
19540:
19515:
19484:
19481:
19469:
19451:
19422:
19410:
19404:
19398:
19389:
19377:
19371:
19365:
19353:
19341:
19322:
19310:
19274:
19262:
19256:
19250:
19241:
19229:
19223:
19217:
19194:
19175:
19169:
19144:
19115:
19103:
19094:
19082:
19063:
19051:
19001:
18982:
18976:
18951:
18923:
18911:
18902:
18890:
18884:
18878:
18866:
18854:
18835:
18823:
18798:integro-differential equations
18737:
18725:
18694:
18688:
18655:
18643:
18612:
18606:
18573:
18561:
18530:
18524:
18498:
18486:
18477:
18465:
18456:
18444:
18399:
18393:
18330:
18318:
18276:
18264:
18240:
18234:
18154:
18138:
18126:
18110:
18101:
18085:
18002:
17986:
17980:
17968:
17962:
17946:
17665:
17653:
17565:
17559:
17524:
17518:
17503:
17497:
17364:
17352:
17325:
17313:
17272:
17266:
17257:
17251:
17232:
17221:
17212:
17206:
17190:
17178:
17087:
17081:
17072:
17066:
17047:
17036:
17027:
17015:
16927:
16921:
16907:
16797:
16785:
16704:
16692:
16632:
16620:
16284:
16264:
16141:
16122:
15853:
15763:
15691:
15606:
15084:
15072:
15054:
15051:
15045:
15036:
15030:
15024:
15013:
15002:
14972:
14966:
14864:
14852:
14833:
14827:
14777:
14771:
14690:
14684:
14675:
14663:
14643:
14637:
14574:
14564:
14554:
14544:
14534:
14434:
14422:
14376:
14364:
14161:
14151:
14141:
14131:
14078:
14066:
14020:
14008:
13833:
13823:
13813:
13751:
13739:
13672:
13660:
13644:
13638:
13574:
13568:
13525:
13519:
13510:
13504:
13495:
13489:
13480:
13474:
13455:
13444:
13435:
13429:
13383:
13359:
13336:
13330:
13321:
13315:
13306:
13300:
13291:
13285:
13266:
13255:
13124:
13111:
13105:
13081:
13065:
13059:
13050:
13044:
13035:
13029:
13020:
13014:
12775:
12763:
12717:
12705:
12428:, who infected 22 people with
12086:
12080:
12074:
12068:
12059:
12053:
12030:
12024:
11990:
11984:
11960:
11954:
11914:
11908:
11868:
11862:
11822:
11816:
11776:
11773:
11767:
11758:
11752:
11746:
11700:
11694:
11626:
11620:
11597:
11591:
11580:
11574:
11545:
11539:
11528:
11522:
11499:{\displaystyle k=\mu (t)/a(t)}
11493:
11487:
11476:
11470:
11435:
11429:
11420:
11414:
11405:
11399:
11370:
11364:
11329:
11323:
11300:
11294:
11285:
11279:
11270:
11264:
11255:
11249:
11216:
11210:
11170:
11164:
11124:
11118:
11078:
11072:
11060:
11054:
11039:
11033:
10993:
10987:
10972:
10966:
10825:is the total population. When
10538:
10532:
10523:
10517:
10488:
10482:
10473:
10467:
10458:
10452:
10443:
10437:
10414:
10408:
10290:
10284:
10273:
10267:
10238:
10232:
10221:
10215:
10180:
10174:
10165:
10159:
10127:
10121:
10095:
10083:
10077:
10071:
9995:
9989:
9949:
9943:
9903:
9897:
9876:
9870:
9827:
9821:
9800:
9794:
9344:
9338:
9323:
9317:
9302:
9296:
9182:
9176:
9161:
9155:
9140:
9134:
9093:
9081:
8934:
8928:
8913:
8907:
8795:
8775:
8694:
8688:
8584:
8578:
8564:
8553:
8520:
8514:
8500:
8489:
8439:
8433:
8373:
8361:
8305:
8299:
8290:
8284:
8278:
7737:
7725:
7696:
7693:
7667:
7661:
7578:
7575:
7549:
7543:
6997:
6985:
6962:
6950:
6927:
6915:
6871:
6865:
6856:
6850:
6841:
6835:
6793:
6783:
6745:
6739:
6714:
6708:
6683:
6677:
6651:
6645:
6622:
6616:
6593:
6587:
6472:
6466:
6451:
6445:
6430:
6424:
6336:
6330:
6315:
6309:
6294:
6288:
6100:
6097:
6091:
6082:
6076:
6067:
6061:
6055:
6047:
6036:
6027:
6021:
5933:
5930:
5924:
5915:
5909:
5900:
5894:
5888:
5880:
5869:
5782:In this case, we can derive a
5723:
5717:
5708:
5702:
5693:
5687:
5156:{\displaystyle R_{t}=0.5R_{0}}
4903:disease spreading. Thus, when
4166:
4160:
4137:
4131:
4108:
4102:
4079:
4073:
4050:
4044:
3811:{\displaystyle \tau =\int Idt}
3664:{\displaystyle e^{-\xi (t)}=u}
3650:
3644:
3593:
3587:
3543:
3530:
3492:
3486:
3476:
3470:
3458:
3452:
3439:
3433:
3423:
3417:
3408:
3402:
3383:
3377:
3365:
3359:
3345:
3339:
3326:
3320:
3254:
3245:
3239:
3216:
3210:
3186:
3173:
3170:
3164:
3145:
3071:
3058:
2972:
2969:
2963:
2954:
2948:
2939:
2933:
2918:
2912:
2906:
2900:
2897:
2891:
2878:
2872:
2859:
2853:
2843:
2786:
2773:
2681:
2675:
2660:
2654:
2645:
2639:
2611:
2605:
2592:
2586:
2567:
2561:
2530:
2524:
2515:
2509:
2479:
2473:
2464:
2458:
2294:
2288:
2233:
2227:
2176:
2170:
2115:
2109:
1937:
1932:
1913:
1869:
1772:
1746:
1657:
1626:
1620:
1576:
1570:
1526:
1520:
1484:
1478:
1455:
1449:
1410:
1407:
1401:
1392:
1386:
1380:
1359:
1353:
1344:
1338:
1075:
1069:
1060:
1054:
1045:
1039:
358:
344:
231:
225:
1:
29926:Chest/Lower respiratory tract
29701:Ocular (Eye) mucosal membrane
29062:Behavioral/lifestyle factors
28816:. March 27, 2020 – via
27955:. Stanford University (2007).
27912:10.1016/S0025-5564(02)00108-6
26876:Journal of Chemical Education
26613:Bailey, Norman T. J. (1975).
25957:
25942:Modifiable areal unit problem
9246:{\displaystyle \gamma =0.035}
3293:{\displaystyle I_{\infty }=0}
1669:{\displaystyle t\to \infty ,}
90:effective reproduction number
30665:Hydrological transport model
30619:Protein structure prediction
30614:Modelling biological systems
29488:Aerosol-generating procedure
29266:Silent/Subclinical infection
28966:Multidrug-resistant bacteria
27503:Chaos, Solitons and Fractals
27028:Applied Mathematical Ecology
26761:Infectious Disease Modelling
26703:Miller JC (September 2012).
25769:delay differential equations
21268:{\displaystyle {\sqrt {mf}}}
20941:can transmit the disease to
19636:{\displaystyle k(a,a_{1};t)}
11347:{\displaystyle S(0)=1-\eta }
10025:A cartoon for the SIRV model
4669:with the susceptible people
1540:{\displaystyle s_{0}=S(0)/N}
1312:{\displaystyle T_{r}/T_{c}.}
7:
30609:Metabolic network modelling
30152:Vaccine-preventable disease
30100:Monoclonal antibody therapy
28522:10.1103/PhysRevLett.86.3200
28006:10.1007/978-3-540-78911-6_6
27533:10.1016/j.chaos.2020.110077
27480:10.1101/2021.01.29.21250747
27036:10.1007/978-3-642-61317-3_5
26965:, Anderson B (1992-09-24).
26896:10.1021/acs.jchemed.2c00416
26755:Miller JC (February 2017).
26665:"Mathematica, Version 12.1"
25910:
25494:{\displaystyle \tau _{I}=0}
21064:{\displaystyle \phi _{a+1}}
20215:{\displaystyle \varphi (.)}
17602:Vaccination of non-newborns
17473:Vaccination and information
16995:, for which it holds that:
16390:{\displaystyle \sigma _{o}}
11551:{\displaystyle b=v(t)/a(t)}
10550:{\displaystyle R(0)=V(0)=0}
10391:{\displaystyle S_{\infty }}
10192:{\displaystyle R(0)=V(0)=0}
10142:{\displaystyle I(0)=\eta N}
9201:and the rates of infection
8940:{\displaystyle S(t)=N-I(t)}
7435:{\displaystyle abS=\beta S}
5336:{\displaystyle R_{t}=R_{0}}
4007:numerical simulation using
3992:{\displaystyle R_{\infty }}
3965:{\displaystyle I_{\infty }}
3938:{\displaystyle S_{\infty }}
3260:{\displaystyle S(0)\neq 0)}
3110:{\displaystyle R_{\infty }}
902:is the sum of these three.
575:{\displaystyle \gamma =1/D}
94:public health interventions
10:
30840:
30722:Business process modelling
30293:Respiratory source control
28591:10.1103/PhysRevE.66.016128
28469:10.1103/PhysRevE.64.066112
28275:Epidemiology and Infection
27612:10.1038/s41598-021-01317-z
27441:10.1038/s41467-020-19024-0
27151:10.1016/j.cegh.2020.08.005
27065:Royal Society Open Science
26216:10.1007/s40656-021-00445-z
25971:Ross R (1 February 1916).
25438:, which can be solved for
24881:{\displaystyle \ln(R_{0})}
23369:produce new infections in
22152:be the recovery rate, and
21331:coupled equations of form
21311:(ODE). So there is always
21094:{\displaystyle G\phi _{a}}
17859:Pulse vaccination strategy
16638:{\displaystyle P\in (0,1)}
15540:), rationally resistant (S
15482:should be considered. The
12887:{\displaystyle S+E+I+R=N,}
12556:(so that the total number
11382:{\displaystyle I(0)=\eta }
10851:{\displaystyle R_{e}<1}
10659:. Before the vaccination,
9382:{\textstyle \gamma =0.035}
9272:{\displaystyle \mu =0.005}
9220:{\displaystyle \beta =0.4}
8024:Other compartmental models
6819:Using a fixed population,
6355:, and rates for infection
5292:{\displaystyle R_{e}<1}
5259:{\displaystyle R_{e}>1}
4995:{\displaystyle R_{e}<1}
4929:{\displaystyle R_{e}>1}
3848:{\displaystyle dR/d\tau =}
3776:{\displaystyle d\tau =Idt}
2356:{\displaystyle F=\beta I,}
862:is the stock of infected,
30755:
30709:
30683:
30627:
30594:Chemical process modeling
30579:
30483:
30437:Global Health Initiatives
30427:Evolutionary epidemiology
30375:
30167:
30122:Post-exposure prophylaxis
30058:Antimicrobial stewardship
30016:
30003:
29908:
29799:
29781:Multiplicity of infection
29746:Basic reproduction number
29721:
29693:
29679:
29665:
29649:
29617:
29579:
29522:Percutaneous inoculation
29508:
29470:
29463:
29445:
29377:
29344:
29337:
29301:
29294:
29197:
29084:
29006:Host–pathogen interaction
28981:
28875:
28868:
28287:10.1017/S0950268818001760
28093:Annual Review of Virology
27998:Mathematical Epidemiology
27686:10.1142/S0218127422501991
27320:Hunziker P (2021-07-24).
27133:Al-Raeei, Marwan (2021).
26773:10.1016/j.idm.2016.12.003
26721:10.1007/s11538-012-9749-6
26589:10.1137/s0036144500371907
26292:10.1016/j.amc.2014.03.030
26159:10.1525/9780520350717-011
26053:Ross R, Hudson H (1917).
25922:Basic reproduction number
25865:
25760:{\displaystyle \tau _{E}}
25713:{\displaystyle R_{0}=1.9}
24994:This is a SEIR model and
24957:. The individual infects
24950:{\displaystyle \tau _{I}}
24920:{\displaystyle \tau _{E}}
24665:{\displaystyle R_{0}=2.5}
23223:{\displaystyle G=FV^{-1}}
22637:{\displaystyle V_{i}^{-}}
22583:{\displaystyle V_{i}^{+}}
21038:then the next generation
21031:{\displaystyle \phi _{a}}
17467:basic reproduction number
13580:{\displaystyle \beta (t)}
12116:and additionally through
10907:{\displaystyle S,I,R,V,D}
10631:basic reproduction number
8973:{\displaystyle \gamma =0}
7509:{\displaystyle 1/\gamma }
7319:be the multiplication of
6510:{\textstyle \gamma =0.04}
6400:{\textstyle \gamma =0.04}
5784:basic reproduction number
5410:{\displaystyle S=N/R_{0}}
4834:{\displaystyle 1/\gamma }
4805:{\displaystyle 1/\gamma }
4223:basic reproduction number
1182:basic reproduction number
915:Kermack–McKendrick theory
612:{\displaystyle \gamma =0}
432:is the total population,
86:basic reproduction number
30640:Chemical transport model
30604:Infectious disease model
30255:Protective sequestration
30117:Pre-exposure prophylaxis
29408:Generational difference
28961:Horizontal gene transfer
28951:Antimicrobial resistance
28808:"Simulating an epidemic"
28736:. Heidelberg: Springer.
27900:Mathematical Biosciences
26832:10.1021/acsomega.1c04842
26489:PeerJ Physical Chemistry
26435:10.1088/1751-8121/abed66
26383:10.1088/1751-8121/abc65d
25501:, this model results in
23805:For exponential growth,
22105:{\displaystyle \lambda }
15108:SIR model with diffusion
14709:Thus, our model becomes
12526:{\displaystyle \Lambda }
12459:SEIR compartmental model
12131:MSIR compartmental model
12036:{\displaystyle I(\tau )}
9460:{\textstyle \beta =0.12}
9363:, and rates of recovery
8668:{\displaystyle I=y^{-1}}
8215:Note that denoting with
7461:{\displaystyle \beta SI}
6562:{\textstyle \beta =0.12}
5458:{\displaystyle \Lambda }
3741:{\displaystyle d/d\tau }
2833:with initial conditions
1323:separating the variables
911:Anderson Gray McKendrick
584:exponential distribution
521:{\displaystyle \gamma I}
483:{\displaystyle SI/N^{2}}
294:)) over time. During an
30824:Mathematics in medicine
30442:Microbial phylogenetics
30360:Wastewater surveillance
29881:Geographic distribution
29756:Critical community size
29554:Surgical site infection
29402:Iatrogenic/Medical care
29321:Microbial translocation
29317:Endogenous reactivation
29312:Normal flora overgrowth
29261:Opportunistic infection
29033:Opportunistic infection
28647:10.1073/pnas.2018490117
28492:Physical Review Letters
28162:10.1126/science.1086616
27672:(13): 2250199–2250780.
26663:Wolfram Research, Inc.
23856:In exponential growth,
22612:by all other means and
22165:{\displaystyle \kappa }
22145:{\displaystyle \gamma }
22132:be the infection rate,
21578:{\displaystyle C_{3}=R}
21545:{\displaystyle C_{2}=I}
21512:{\displaystyle C_{1}=S}
20244:{\displaystyle \mu (a)}
16450:{\displaystyle I_{max}}
14918:{\displaystyle R=N-S-I}
9475:differentiates between
9434:{\textstyle \beta =0.5}
9408:{\textstyle \mu =0.005}
8065:SIS compartmental model
7481:{\displaystyle \gamma }
7083:{\displaystyle \gamma }
7043:{\displaystyle \gamma }
6536:{\textstyle \beta =0.5}
6491:, and rate of recovery
6374:{\textstyle \beta =0.4}
5369:{\displaystyle R_{E}=1}
5051:{\displaystyle \gamma }
4962:{\displaystyle R_{e}=1}
4749:{\displaystyle \gamma }
4622:{\displaystyle R_{0}=2}
4589:{\displaystyle R_{0}=2}
3599:{\displaystyle \xi (t)}
3117:above, it follows that
1982:{\displaystyle s_{0}=0}
1792:transcendental equation
1325:and integrating we get
30819:Differential equations
30514:Microbial bioterrorism
30137:efficacy/effectiveness
29545:Surgical intervention
29437:Breakthrough infection
29059:Genetic predisposition
29043:Susceptible individual
28890:Germ theory of disease
28694:, Anderson RM (1991).
27852:10.1098/rsif.2005.0042
27326:Precision Nanomedicine
27235:10.3390/physics3020028
27117:"(p. 19) The SI Model"
26535:10.1098/rsif.2013.0098
26502:10.7717/peerj-pchem.14
26128:10.1098/rspa.1927.0118
26080:10.1098/rspa.1917.0015
26039:10.1098/rspa.1917.0014
25998:10.1098/rspa.1916.0007
25947:Next-generation matrix
25874:Non-homogeneous mixing
25832:
25761:
25734:
25714:
25681:
25637:
25603:
25544:
25495:
25459:
25432:
25408:
25181:
25154:
25119:
25015:
24978:
24951:
24921:
24882:
24843:
24801:
24696:
24666:
24633:
24589:
24552:
24504:
24461:
24359:
24250:
24129:
24011:
23991:
23957:
23900:
23870:
23847:
23819:
23799:
23741:
23721:
23681:
23566:
23492:
23418:
23393:
23362:
23332:
23331:{\displaystyle G_{ij}}
23302:
23301:{\displaystyle V^{-1}}
23268:
23244:
23224:
23182:
23057:
22962:
22864:
22842:
22818:
22722:
22659:
22638:
22605:
22584:
22551:
22530:
22491:
22470:
22441:
22389:
22166:
22146:
22126:
22125:{\displaystyle \beta }
22106:
22086:
22031:
21999:
21972:
21942:
21780:
21640:
21605:
21579:
21546:
21513:
21480:
21453:
21325:
21289:
21269:
21242:
21222:
21201:
21181:
21157:
21095:
21065:
21032:
21005:
20985:
20984:{\displaystyle g_{ij}}
20955:
20935:
20915:
20895:
20875:
20855:
20854:{\displaystyle g_{ij}}
20825:
20763:
20748:next-generation matrix
20740:
20720:
20698:
20653:
20638:next-generation matrix
20622:
20595:
20570:Next-generation method
20554:
20470:
20366:
20245:
20216:
20184:
20069:
19968:
19905:
19705:
19637:
19586:
19429:
19281:
19022:
18790:
18751:
18669:
18587:
18505:
18419:
18339:
18198:
17849:
17771:
17588:
17537:
17455:
17390:
17152:
16989:
16969:
16946:
16883:
16860:
16639:
16592:
16561:
16471:
16451:
16418:
16391:
16364:
16344:
16315:
16207:
16148:
16088:
15932:
15931:{\displaystyle \beta }
15896:
15895:{\displaystyle \beta }
15873:
15793:
15721:
15649:
15529:
15518:
15436:
15435:{\displaystyle \beta }
15416:
15389:
15362:
15332:
15094:
14919:
14878:
14697:
14605:Variable contact rates
14591:
14494:
14177:
14092:
13850:
13772:
13581:
13549:
13393:
13220:
12983:
12908:
12888:
12838:
12570:
12550:
12527:
12507:
12506:{\displaystyle a^{-1}}
12477:
12460:
12399:
12132:
12093:
12037:
12003:
11928:
11633:
11604:
11552:
11500:
11448:
11383:
11348:
11307:
11230:
10922:
10908:
10852:
10819:
10799:
10779:
10721:
10680:
10653:
10623:
10581:
10551:
10501:
10421:
10392:
10365:
10338:
10297:
10245:
10193:
10143:
10105:
10055:
10026:
10012:
9729:
9694:
9468:
9461:
9435:
9409:
9383:
9357:
9279:
9273:
9247:
9221:
9195:
9103:
9036:
9000:
8974:
8941:
8891:
8837:
8805:
8745:
8669:
8630:
8452:
8406:
8318:
8206:
8066:
8047:
8014:
7941:
7904:
7858:
7806:
7780:
7639:
7612:
7585:
7521:Steady-state solutions
7510:
7482:
7462:
7436:
7401:
7373:
7353:
7333:
7313:
7312:{\displaystyle \beta }
7293:
7279:and an equal fraction
7273:
7249:
7200:
7139:
7084:
7064:
7063:{\displaystyle \beta }
7044:
7024:
7023:{\displaystyle \beta }
7004:
7003:{\displaystyle R(t=0)}
6969:
6968:{\displaystyle I(t=0)}
6934:
6933:{\displaystyle S(t=0)}
6898:
6878:
6810:
6752:
6721:
6690:
6658:
6629:
6600:
6574:
6563:
6537:
6511:
6485:
6407:
6401:
6375:
6349:
6259:
6229:
5985:
5834:
5773:
5660:
5459:
5439:
5411:
5370:
5337:
5293:
5260:
5227:
5200:
5157:
5113:
5086:
5052:
5032:
4996:
4963:
4930:
4896:
4868:
4835:
4806:
4777:
4750:
4728:
4727:{\displaystyle \beta }
4707:
4683:
4663:
4643:
4642:{\displaystyle \beta }
4623:
4590:
4556:
4504:
4452:
4421:
4345:
4279:
4199:
4198:{\displaystyle t>0}
4173:
4144:
4115:
4086:
4057:
3993:
3966:
3939:
3909:
3889:
3869:
3849:
3812:
3777:
3742:
3711:
3691:
3665:
3620:
3600:
3568:
3294:
3261:
3223:
3111:
3084:
3038:
3008:
2824:
2688:
2618:
2540:
2486:
2426:
2384:
2357:
2324:The force of infection
2310:
2249:
2192:
2131:
2074:
1983:
1947:
1781:
1670:
1641:
1591:
1541:
1491:
1462:
1430:
1313:
1264:
1221:
1171:
1122:
1099:
1017:
907:William Ogilvy Kermack
896:
876:
856:
836:
819:
805:
649:differential equations
640:
613:
576:
542:
522:
484:
446:
445:{\displaystyle \beta }
426:
406:
318:
306:
265:
238:
172:
64:Kermack and McKendrick
30773:Mathematical modeling
30717:Biopsychosocial model
30350:Universal precautions
29308:Endogenous overgrowth
29160:Poultry and livestock
27648:World in Data project
27410:Nature Communications
26949:10.7828/ljher.v6i2.62
26667:. Champaign IL, 2020.
25862:direct transmission.
25848:Vertical transmission
25833:
25762:
25735:
25715:
25682:
25638:
25604:
25545:
25496:
25460:
25458:{\displaystyle R_{0}}
25433:
25409:
25182:
25180:{\displaystyle n_{I}}
25155:
25153:{\displaystyle n_{E}}
25120:
25016:
25014:{\displaystyle R_{0}}
24979:
24977:{\displaystyle R_{0}}
24952:
24922:
24883:
24844:
24787:
24697:
24695:{\displaystyle R_{0}}
24667:
24634:
24590:
24553:
24505:
24462:
24360:
24251:
24130:
24012:
24010:{\displaystyle \tau }
23992:
23990:{\displaystyle R_{0}}
23958:
23901:
23899:{\displaystyle T_{d}}
23871:
23848:
23846:{\displaystyle R_{0}}
23820:
23800:
23742:
23722:
23682:
23567:
23493:
23419:
23394:
23363:
23333:
23303:
23269:
23245:
23225:
23183:
23058:
22963:
22865:
22843:
22819:
22723:
22660:
22639:
22606:
22585:
22552:
22531:
22498:-th compartment. Let
22492:
22471:
22442:
22390:
22167:
22147:
22127:
22107:
22087:
22032:
22030:{\displaystyle R_{0}}
22000:
21998:{\displaystyle R_{0}}
21973:
21971:{\displaystyle R_{0}}
21943:
21781:
21641:
21639:{\displaystyle R_{0}}
21606:
21580:
21547:
21514:
21481:
21479:{\displaystyle C_{i}}
21454:
21326:
21290:
21270:
21243:
21223:
21202:
21182:
21158:
21096:
21066:
21033:
21006:
20986:
20956:
20936:
20916:
20896:
20876:
20856:
20826:
20764:
20741:
20721:
20699:
20654:
20623:
20621:{\displaystyle R_{0}}
20596:
20594:{\displaystyle R_{0}}
20574:One way to calculate
20555:
20471:
20367:
20246:
20217:
20185:
20070:
19969:
19906:
19706:
19638:
19587:
19430:
19282:
19023:
18791:
18752:
18670:
18588:
18506:
18420:
18340:
18199:
17850:
17772:
17589:
17538:
17456:
17391:
17153:
16990:
16970:
16947:
16884:
16861:
16640:
16593:
16574:Modelling vaccination
16562:
16472:
16452:
16419:
16417:{\displaystyle R_{o}}
16392:
16365:
16345:
16343:{\displaystyle S_{o}}
16316:
16208:
16149:
16089:
15933:
15897:
15874:
15809:SIR epidemic reaction
15794:
15722:
15657:mobilization reaction
15650:
15519:
15517:{\displaystyle R_{t}}
15496:
15456:SIR Model on Networks
15437:
15417:
15415:{\displaystyle D_{R}}
15390:
15388:{\displaystyle D_{I}}
15363:
15361:{\displaystyle D_{S}}
15333:
15095:
14920:
14879:
14698:
14592:
14495:
14178:
14093:
13851:
13773:
13582:
13550:
13394:
13221:
12984:
12909:
12889:
12839:
12571:
12551:
12549:{\displaystyle N\mu }
12528:
12508:
12478:
12458:
12400:
12130:
12094:
12038:
12004:
11929:
11634:
11605:
11553:
11501:
11449:
11384:
11349:
11308:
11231:
10920:
10909:
10853:
10820:
10800:
10780:
10722:
10681:
10679:{\displaystyle R_{t}}
10654:
10652:{\displaystyle R_{0}}
10624:
10622:{\displaystyle R_{t}}
10590:numerical integration
10582:
10580:{\displaystyle R_{t}}
10552:
10502:
10422:
10393:
10366:
10364:{\displaystyle b_{c}}
10339:
10298:
10246:
10194:
10144:
10106:
10056:
10024:
10013:
9730:
9695:
9462:
9436:
9410:
9384:
9358:
9285:
9274:
9248:
9222:
9196:
9123:
9104:
9037:
9035:{\displaystyle S=N-I}
9001:
8975:
8942:
8892:
8838:
8806:
8746:
8670:
8631:
8453:
8407:
8319:
8207:
8064:
8045:
8015:
7942:
7905:
7859:
7807:
7805:{\displaystyle \mu N}
7781:
7640:
7638:{\displaystyle T_{S}}
7613:
7611:{\displaystyle T_{L}}
7586:
7511:
7483:
7463:
7437:
7402:
7374:
7354:
7334:
7314:
7294:
7274:
7250:
7201:
7140:
7085:
7065:
7045:
7025:
7005:
6970:
6935:
6899:
6879:
6811:
6753:
6722:
6691:
6659:
6630:
6601:
6564:
6538:
6512:
6486:
6413:
6402:
6376:
6350:
6277:
6260:
6258:{\displaystyle R_{0}}
6230:
5986:
5835:
5774:
5661:
5460:
5440:
5412:
5371:
5338:
5294:
5261:
5228:
5226:{\displaystyle R_{e}}
5201:
5158:
5114:
5112:{\displaystyle R_{t}}
5087:
5085:{\displaystyle R_{0}}
5053:
5033:
5031:{\displaystyle R_{t}}
4997:
4964:
4931:
4897:
4895:{\displaystyle R_{e}}
4869:
4867:{\displaystyle R_{t}}
4836:
4807:
4778:
4776:{\displaystyle R_{t}}
4751:
4729:
4708:
4684:
4664:
4644:
4624:
4591:
4557:
4505:
4453:
4451:{\displaystyle R_{0}}
4422:
4346:
4280:
4200:
4174:
4145:
4116:
4087:
4058:
3994:
3967:
3940:
3910:
3890:
3870:
3868:{\displaystyle \tau }
3850:
3813:
3778:
3743:
3712:
3692:
3666:
3621:
3601:
3569:
3295:
3262:
3224:
3112:
3085:
3039:
3037:{\displaystyle u_{T}}
3009:
2825:
2689:
2619:
2541:
2487:
2427:
2385:
2358:
2311:
2250:
2193:
2132:
2075:
1984:
1948:
1782:
1671:
1642:
1592:
1542:
1492:
1463:
1431:
1314:
1265:
1222:
1172:
1123:
1100:
1018:
897:
877:
857:
837:
817:
806:
634:
614:
577:
543:
523:
485:
447:
427:
407:
316:
304:
266:
264:{\displaystyle R_{0}}
239:
170:
30727:Catastrophe modeling
30573:Scientific modelling
30452:Genomic reassortment
30432:Genetic epidemiology
30271:Health communication
30199:Flattening the curve
30189:Disease surveillance
29972:Systemic/Generalized
29736:Animal disease model
29216:Asymptomatic carrier
28764:. pp. 456–459.
27293:10.3390/math12070941
26682:. Berlin: Springer.
26483:Simon, Cory (2020).
26414:Journal of Physics A
26362:Journal of Physics A
25877:Variable infectivity
25779:
25744:
25724:
25691:
25647:
25613:
25558:
25505:
25472:
25468:In the special case
25442:
25422:
25191:
25164:
25137:
25025:
24998:
24961:
24934:
24904:
24853:
24706:
24679:
24643:
24599:
24565:
24514:
24471:
24369:
24260:
24139:
24021:
24001:
23974:
23910:
23883:
23860:
23830:
23809:
23751:
23731:
23720:{\displaystyle N(t)}
23702:
23576:
23502:
23433:
23405:
23374:
23343:
23312:
23282:
23258:
23234:
23195:
23067:
22972:
22877:
22854:
22832:
22732:
22670:
22649:
22616:
22595:
22562:
22541:
22502:
22481:
22451:
22399:
22178:
22156:
22136:
22116:
22096:
22085:{\displaystyle \mu }
22076:
22014:
21982:
21955:
21791:
21653:
21623:
21589:
21556:
21523:
21490:
21463:
21335:
21315:
21279:
21252:
21232:
21212:
21191:
21171:
21163:, that is here, the
21112:
21075:
21042:
21015:
21011:is represented with
20995:
20965:
20945:
20925:
20905:
20885:
20865:
20835:
20773:
20753:
20730:
20710:
20663:
20643:
20605:
20578:
20486:
20382:
20258:
20226:
20197:
20082:
19981:
19918:
19721:
19653:
19599:
19445:
19294:
19035:
18807:
18764:
18682:
18600:
18518:
18438:
18355:
18221:
17871:
17787:
17613:
17553:
17485:
17406:
17165:
17002:
16979:
16959:
16896:
16873:
16652:
16611:
16602:Vaccinating newborns
16582:
16483:
16461:
16428:
16401:
16374:
16354:
16327:
16222:
16160:
16103:
15969:
15958:The KdV-SIR equation
15922:
15886:
15817:
15737:
15665:
15567:
15501:
15426:
15399:
15372:
15345:
15120:
14932:
14891:
14716:
14625:
14521:
14190:
14119:
13880:
13800:
13594:
13562:
13404:
13236:
13003:
12924:
12898:
12851:
12583:
12560:
12537:
12533:equal to death rate
12517:
12487:
12467:
12156:
12047:
12018:
11948:
11648:
11632:{\displaystyle a(t)}
11614:
11562:
11510:
11458:
11454:and constant ratios
11393:
11358:
11317:
11243:
10929:
10874:
10829:
10809:
10789:
10731:
10690:
10663:
10636:
10606:
10564:
10511:
10431:
10420:{\displaystyle S(0)}
10402:
10375:
10348:
10307:
10255:
10203:
10199:and constant ratios
10153:
10115:
10065:
10033:
9754:
9707:
9490:
9445:
9419:
9393:
9367:
9290:
9257:
9231:
9205:
9128:
9049:
9014:
8984:
8958:
8901:
8847:
8815:
8759:
8682:
8643:
8465:
8424:
8335:
8226:
8076:
7954:
7914:
7871:
7819:
7793:
7652:
7622:
7595:
7534:
7492:
7472:
7446:
7411:
7383:
7363:
7343:
7323:
7303:
7283:
7263:
7213:
7152:
7097:
7074:
7054:
7034:
7014:
6979:
6944:
6909:
6888:
6823:
6770:
6751:{\displaystyle R(t)}
6733:
6720:{\displaystyle I(t)}
6702:
6689:{\displaystyle S(t)}
6671:
6657:{\displaystyle R(t)}
6639:
6628:{\displaystyle I(t)}
6610:
6599:{\displaystyle S(t)}
6581:
6571:flattening the curve
6547:
6521:
6495:
6418:
6385:
6359:
6282:
6242:
5996:
5850:
5793:
5676:
5472:
5449:
5438:{\displaystyle \mu }
5429:
5380:
5347:
5307:
5270:
5237:
5210:
5167:
5124:
5096:
5069:
5042:
5015:
4973:
4940:
4907:
4879:
4851:
4817:
4788:
4760:
4740:
4718:
4694:
4673:
4653:
4633:
4600:
4567:
4514:
4462:
4435:
4367:
4301:
4235:
4183:
4172:{\displaystyle I(0)}
4154:
4143:{\displaystyle S(0)}
4125:
4114:{\displaystyle R(0)}
4096:
4085:{\displaystyle I(0)}
4067:
4056:{\displaystyle S(0)}
4038:
3976:
3949:
3922:
3908:{\displaystyle \xi }
3899:
3879:
3859:
3822:
3787:
3752:
3721:
3701:
3681:
3630:
3610:
3581:
3310:
3271:
3233:
3121:
3094:
3048:
3021:
2840:
2704:
2629:
2551:
2499:
2448:
2397:
2374:
2335:
2265:
2208:
2147:
2090:
1999:
1960:
1809:
1683:
1651:
1601:
1551:
1501:
1490:{\displaystyle R(0)}
1472:
1461:{\displaystyle S(0)}
1443:
1332:
1278:
1231:
1188:
1138:
1112:
1033:
935:
886:
866:
846:
826:
658:
597:
552:
532:
509:
456:
436:
416:
338:
248:
237:{\displaystyle R(0)}
219:
20:Compartmental models
30670:Modular Ocean Model
30519:Pandemic prevention
30475:Viral phylodynamics
30456:Re-emerging disease
30345:Travel restrictions
29549:Postoperative wound
29518:Blood-borne disease
29500:Respiratory droplet
29412:Vertical/Congenital
29397:Nosocomial/Hospital
29354:Spillover infection
28638:2020PNAS..11729416W
28632:(47): 29416–29418.
28583:2002PhRvE..66a6128N
28514:2001PhRvL..86.3200P
28461:2001PhRvE..64f6112M
28385:. 11, 51 (4): 1–111
28377:Tembine, H (2020).
28212:10.1155/2012/408637
28154:2003Sci...300.1966L
27678:2022IJBC...3250199P
27603:2021NatSR..1122497K
27525:2020CSF...13910077C
27432:2020NatCo..11.5576T
27367:1974Natur.250..726N
27339:10.33218/001c.26101
27303:20.500.11850/665745
27245:20.500.11850/487253
27226:2021Physi...3..386S
27085:10.1098/rsos.191504
27077:2020RSOS....791504N
26888:2022JChEd..99.3471S
26826:(43): 29223–29232.
26581:2000SIAMR..42..599H
26445:20.500.11850/479548
26426:2021JPhA...54q5601S
26374:2020JPhA...53X5601K
26284:2014arXiv1403.2160H
26145:Kendall DG (1956).
26119:1927RSPSA.115..700K
26071:1917RSPSA..93..225R
26030:1917RSPSA..93..212R
25989:1916RSPSA..92..204R
25894:thermodynamic limit
25857:Vector transmission
25827:
25809:
25733:{\displaystyle 2.5}
24088:
23252:non-negative matrix
22802:
22773:
22633:
22579:
21604:{\displaystyle I=0}
20831:where each element
20438:
20329:
20288:
20222:with the mortality
19766:
19511:
19139:
18947:
18721:
18639:
18557:
18382:
17399:In other words, if
16308:
16049:
16016:
15938:is lower than for S
15914:. Presumably, for S
15544:), and exhausted (S
14959:
11980:
8999:{\displaystyle R=0}
8069:We have the model:
7716:
7400:{\displaystyle S/N}
3855:const., shows that
3526:
2737:
2083:it yields that if:
1864:
637:Gillespie algorithm
588:Erlang distribution
30763:Data visualization
30747:Input–output model
30660:Hydrological model
30650:Geologic modelling
30465:Selection pressure
29761:Force of infection
29389:Contagious disease
29324:Endogenous seeding
29221:Chain of infection
29145:Injection drug use
29056:Vaccination status
28939:Case fatality rate
28857:infectious disease
28732:Capasso V (2008).
28567:(1 Pt 2): 016128.
28455:(6 Pt 2): 066112.
28240:10.1038/nm0895-815
28048:10.1007/BF00178324
27784:10.1007/BF00178324
27734:10.1155/2007/64870
27581:Scientific Reports
26678:Capasso V (1993).
25901:percolation theory
25828:
25813:
25795:
25757:
25730:
25710:
25677:
25633:
25599:
25540:
25491:
25455:
25428:
25404:
25395:
25355:
25243:
25177:
25150:
25115:
25011:
24974:
24947:
24917:
24878:
24839:
24702:is time dependent
24692:
24662:
24629:
24585:
24561:For example, with
24548:
24500:
24457:
24355:
24246:
24125:
24066:
24007:
23987:
23953:
23896:
23876:is related to the
23866:
23843:
23815:
23795:
23737:
23717:
23696:genomic sequencing
23690:Estimation methods
23677:
23562:
23556:
23488:
23482:
23417:{\displaystyle j.}
23414:
23389:
23358:
23328:
23298:
23264:
23240:
23220:
23178:
23053:
22958:
22860:
22838:
22814:
22788:
22759:
22718:
22655:
22634:
22619:
22601:
22580:
22565:
22547:
22526:
22487:
22466:
22437:
22385:
22380:
22162:
22142:
22122:
22102:
22082:
22027:
21995:
21968:
21938:
21849:
21776:
21690:
21636:
21601:
21575:
21542:
21509:
21476:
21449:
21321:
21285:
21265:
21238:
21218:
21197:
21177:
21153:
21091:
21061:
21028:
21001:
20981:
20951:
20931:
20911:
20891:
20871:
20851:
20821:
20812:
20769:can be written as:
20759:
20736:
20716:
20694:
20649:
20618:
20591:
20550:
20466:
20424:
20362:
20315:
20267:
20241:
20212:
20180:
20065:
19964:
19901:
19745:
19701:
19633:
19582:
19490:
19425:
19277:
19118:
19018:
18926:
18786:
18747:
18700:
18665:
18618:
18583:
18536:
18501:
18415:
18368:
18335:
18194:
18192:
17845:
17767:
17765:
17584:
17533:
17451:
17386:
17242:
17148:
17057:
16985:
16965:
16942:
16917:
16879:
16856:
16854:
16635:
16588:
16557:
16467:
16447:
16414:
16387:
16360:
16340:
16311:
16294:
16203:
16144:
16084:
16035:
16002:
15928:
15892:
15869:
15867:
15789:
15787:
15729:exhaustion process
15717:
15715:
15645:
15643:
15530:
15514:
15432:
15412:
15385:
15358:
15328:
15326:
15090:
15023:
14945:
14915:
14874:
14872:
14693:
14587:
14585:
14490:
14488:
14173:
14172:
14088:
14086:
13846:
13844:
13768:
13766:
13577:
13545:
13465:
13389:
13276:
13216:
12979:
12904:
12884:
12834:
12832:
12566:
12546:
12523:
12503:
12473:
12461:
12395:
12393:
12133:
12120:). This is called
12089:
12033:
11999:
11966:
11924:
11922:
11629:
11600:
11548:
11496:
11444:
11379:
11344:
11303:
11226:
11224:
10923:
10904:
10848:
10815:
10795:
10775:
10717:
10676:
10649:
10619:
10577:
10547:
10497:
10417:
10388:
10361:
10334:
10293:
10241:
10189:
10139:
10101:
10051:
10027:
10008:
10006:
9725:
9690:
9688:
9469:
9457:
9431:
9405:
9379:
9353:
9280:
9269:
9243:
9217:
9191:
9099:
9032:
8996:
8970:
8937:
8887:
8833:
8801:
8741:
8665:
8626:
8624:
8574:
8510:
8448:
8402:
8314:
8202:
8200:
8067:
8048:
8010:
7937:
7935:
7900:
7895:
7854:
7802:
7776:
7702:
7635:
7608:
7581:
7506:
7478:
7458:
7432:
7397:
7369:
7349:
7329:
7309:
7289:
7269:
7245:
7196:
7135:
7080:
7060:
7040:
7020:
7000:
6965:
6930:
6894:
6874:
6806:
6804:
6748:
6717:
6686:
6654:
6625:
6596:
6575:
6559:
6533:
6507:
6481:
6408:
6397:
6371:
6345:
6255:
6225:
6054:
5981:
5887:
5830:
5769:
5656:
5654:
5455:
5435:
5407:
5366:
5333:
5289:
5256:
5223:
5196:
5153:
5109:
5082:
5048:
5028:
4992:
4959:
4926:
4892:
4864:
4831:
4802:
4773:
4746:
4724:
4706:{\displaystyle SI}
4703:
4679:
4659:
4639:
4619:
4586:
4552:
4500:
4448:
4417:
4341:
4275:
4195:
4169:
4140:
4111:
4082:
4053:
3989:
3962:
3935:
3905:
3885:
3865:
3845:
3808:
3773:
3738:
3707:
3687:
3661:
3616:
3596:
3564:
3562:
3512:
3290:
3257:
3219:
3107:
3080:
3034:
3004:
2820:
2723:
2684:
2614:
2536:
2482:
2422:
2380:
2368:force of infection
2353:
2306:
2245:
2188:
2127:
2070:
1979:
1943:
1847:
1777:
1666:
1637:
1587:
1537:
1487:
1458:
1426:
1309:
1260:
1217:
1167:
1118:
1095:
1013:
892:
872:
852:
832:
820:
801:
796:
641:
609:
572:
538:
518:
492:law of mass action
480:
442:
422:
402:
319:
307:
261:
234:
173:
135:for the number of
58:in 1916, Ross and
30814:Scientific models
30796:
30795:
30675:Wildfire modeling
30655:Groundwater model
30635:Atmospheric model
30539:
30538:
30529:Tropical medicine
30470:Synthetic biology
30371:
30370:
30330:Social distancing
30283:Outbreak response
29904:
29903:
29731:Agent-based model
29717:
29716:
29713:
29712:
29709:
29708:
29256:Natural reservoir
29246:Infectious period
29236:Incubation period
29193:
29192:
29149:Natural disaster
29118:Tropical diseases
29101:Biodiversity loss
29038:Risk of infection
29028:Microbiome health
29021:Immunosuppression
28779:978-1-6654-1984-0
28758:2021 IEEE Africon
28743:978-3-540-56526-0
28724:978-0-19-856576-5
28561:Physical Review E
28498:(14): 3200–3203.
28449:Physical Review E
28281:(12): 1478–1494.
28148:(5627): 1966–70.
28015:978-3-540-78911-6
27978:978-0-691-15539-5
27361:(5469): 726–729.
27013:978-0-323-95389-4
26978:978-0-19-854040-3
26882:(10): 3471–3477.
26168:978-0-520-35071-7
25927:Flatten the curve
25905:COVID-19 pandemic
25825:
25807:
25661:
25627:
25431:{\displaystyle K}
25207:
24785:
24613:
24579:
24546:
24452:
24418:
24350:
24297:
23948:
23869:{\displaystyle K}
23818:{\displaystyle N}
23790:
23740:{\displaystyle t}
23672:
23267:{\displaystyle V}
23243:{\displaystyle F}
23051:
23037:
23000:
22956:
22942:
22905:
22863:{\displaystyle V}
22841:{\displaystyle F}
22658:{\displaystyle i}
22604:{\displaystyle i}
22550:{\displaystyle i}
22490:{\displaystyle i}
22354:
22302:
22247:
22198:
21932:
21834:
21773:
21675:
21387:
21354:
21324:{\displaystyle n}
21288:{\displaystyle G}
21263:
21241:{\displaystyle f}
21221:{\displaystyle m}
21200:{\displaystyle m}
21180:{\displaystyle f}
21151:
21004:{\displaystyle a}
20954:{\displaystyle m}
20934:{\displaystyle f}
20914:{\displaystyle i}
20894:{\displaystyle j}
20874:{\displaystyle i}
20762:{\displaystyle G}
20739:{\displaystyle m}
20719:{\displaystyle f}
20652:{\displaystyle G}
18296:
18060:
17934:
17896:
17843:
17821:
17727:
17700:
17638:
17449:
17329:
17224:
17039:
16988:{\displaystyle I}
16968:{\displaystyle S}
16899:
16882:{\displaystyle V}
16825:
16777:
16757:
16730:
16677:
16591:{\displaystyle V}
16547:
16470:{\displaystyle I}
16363:{\displaystyle S}
16309:
16259:
16201:
16184:
16066:
16031:
15997:
15254:
15186:
15005:
14987:
14943:
14844:
14815:
14788:
14741:
14654:
14462:
14404:
14359:
14334:
14301:
14267:
14215:
14048:
14003:
13978:
13936:
13905:
13714:
13626:
13447:
13258:
12974:
12956:
12907:{\displaystyle N}
12803:
12745:
12700:
12675:
12651:
12608:
12569:{\displaystyle N}
12476:{\displaystyle a}
12367:
12325:
12300:
12267:
12233:
12181:
11900:
11854:
11808:
11732:
11674:
11202:
11156:
11110:
11025:
10955:
10818:{\displaystyle N}
10798:{\displaystyle S}
10767:
10715:
9981:
9935:
9889:
9859:
9813:
9780:
9672:
9635:
9589:
9568:
9540:
9516:
9070:
9042:thus reduces to:
8739:
8609:
8556:
8545:
8492:
8481:
8418:logistic function
8390:
8356:
8328:It follows that:
8270:
8247:
8187:
8162:
8129:
8101:
8005:
7984:
7934:
7894:
7849:
7771:
7372:{\displaystyle b}
7352:{\displaystyle b}
7332:{\displaystyle a}
7292:{\displaystyle b}
7272:{\displaystyle a}
7234:
7173:
7118:
6897:{\displaystyle N}
6635:; and recovered,
6381:and for recovery
6189:
6150:
6137:
6110:
6039:
5962:
5943:
5872:
5825:
5747:
5628:
5586:
5561:
5537:
5497:
5303:stage by setting
4682:{\displaystyle S}
4662:{\displaystyle I}
4415:
4339:
4273:
3999:were provided by
3888:{\displaystyle R}
3710:{\displaystyle I}
3690:{\displaystyle I}
3619:{\displaystyle t}
3510:
2815:
2790:
2721:
2417:
2383:{\displaystyle N}
2286:
2168:
2048:
2020:
1162:
1121:{\displaystyle N}
1084:
1026:it follows that:
1002:
979:
956:
895:{\displaystyle N}
875:{\displaystyle R}
855:{\displaystyle I}
835:{\displaystyle S}
780:
731:
688:
541:{\displaystyle D}
425:{\displaystyle N}
175:These variables (
30831:
30788:Visual analytics
30783:Systems thinking
30701:Population model
30566:
30559:
30552:
30543:
30542:
30524:Tropical disease
30460:Reverse zoonosis
30447:One Health Model
30276:Health education
30265:Community health
30184:Cordon sanitaire
30157:Ring vaccination
30127:Repurposed drugs
30014:
30013:
29933:Gastrointestinal
29776:Machine learning
29580:Gastrointestinal
29531:Intravenous line
29468:
29467:
29382:/Cross-infection
29369:Reverse zoonosis
29342:
29341:
29299:
29298:
29204:
29203:
29185:War and conflict
29053:Nutrition status
29016:Immunodeficiency
28873:
28872:
28849:
28842:
28835:
28826:
28825:
28821:
28791:
28763:
28747:
28728:
28709:
28678:
28677:
28659:
28649:
28617:
28611:
28610:
28576:
28574:cond-mat/0205009
28556:
28550:
28549:
28507:
28505:cond-mat/0010317
28487:
28481:
28480:
28444:
28438:
28437:
28401:
28395:
28394:
28392:
28390:
28374:
28368:
28367:
28345:
28339:
28338:
28327:. NY: Springer.
28320:
28309:
28308:
28298:
28266:
28260:
28259:
28223:
28217:
28216:
28214:
28190:
28184:
28183:
28173:
28133:
28127:
28126:
28116:
28084:
28078:
28077:
28059:
28031:
28025:
28024:
28023:
28022:
27989:
27983:
27982:
27962:
27956:
27946:
27940:
27939:
27891:
27882:
27881:
27871:
27831:
27822:
27821:
27795:
27763:
27757:
27756:
27746:
27736:
27712:
27706:
27705:
27657:
27651:
27641:
27635:
27634:
27624:
27614:
27596:
27572:
27563:
27562:
27544:
27518:
27494:
27485:
27484:
27482:
27470:
27464:
27463:
27453:
27443:
27425:
27401:
27395:
27394:
27375:10.1038/250726a0
27350:
27344:
27343:
27341:
27317:
27308:
27307:
27305:
27295:
27271:
27258:
27257:
27247:
27237:
27205:
27194:
27187:
27181:
27180:
27170:
27130:
27124:
27123:
27121:
27113:
27107:
27106:
27096:
27056:
27050:
27049:
27023:
27017:
27016:
27005:
26989:
26983:
26982:
26959:
26953:
26952:
26932:
26926:
26925:
26907:
26867:
26854:
26853:
26843:
26811:
26798:
26797:
26784:
26752:
26746:
26745:
26732:
26715:(9): 2125–2141.
26700:
26694:
26693:
26675:
26669:
26668:
26660:
26654:
26653:
26635:
26629:
26628:
26610:
26601:
26600:
26564:
26558:
26557:
26547:
26537:
26528:(84): 20130098.
26513:
26507:
26506:
26504:
26480:
26474:
26473:
26471:
26459:
26450:
26449:
26447:
26437:
26405:
26396:
26395:
26385:
26353:
26338:
26337:
26335:
26333:
26324:
26315:
26304:
26303:
26277:
26257:
26246:
26245:
26235:
26195:
26189:
26188:
26142:
26133:
26132:
26130:
26113:(772): 700–721.
26098:
26085:
26084:
26082:
26065:(621): 225–240.
26050:
26044:
26043:
26041:
26024:(650): 212–225.
26009:
26003:
26002:
26000:
25983:(638): 204–230.
25968:
25837:
25835:
25834:
25829:
25826:
25823:
25821:
25808:
25805:
25803:
25791:
25790:
25766:
25764:
25763:
25758:
25756:
25755:
25739:
25737:
25736:
25731:
25719:
25717:
25716:
25711:
25703:
25702:
25687:, we would find
25686:
25684:
25683:
25678:
25676:
25675:
25667:
25659:
25642:
25640:
25639:
25634:
25632:
25625:
25608:
25606:
25605:
25600:
25595:
25594:
25570:
25569:
25549:
25547:
25546:
25541:
25539:
25538:
25517:
25516:
25500:
25498:
25497:
25492:
25484:
25483:
25464:
25462:
25461:
25456:
25454:
25453:
25437:
25435:
25434:
25429:
25413:
25411:
25410:
25405:
25400:
25399:
25392:
25391:
25378:
25377:
25360:
25359:
25352:
25351:
25342:
25329:
25328:
25319:
25307:
25306:
25297:
25292:
25291:
25280:
25279:
25270:
25248:
25247:
25240:
25239:
25226:
25225:
25208:
25206:
25195:
25186:
25184:
25183:
25178:
25176:
25175:
25159:
25157:
25156:
25151:
25149:
25148:
25124:
25122:
25121:
25116:
25111:
25110:
25101:
25100:
25091:
25090:
25075:
25074:
25062:
25061:
25037:
25036:
25020:
25018:
25017:
25012:
25010:
25009:
24983:
24981:
24980:
24975:
24973:
24972:
24956:
24954:
24953:
24948:
24946:
24945:
24926:
24924:
24923:
24918:
24916:
24915:
24887:
24885:
24884:
24879:
24874:
24873:
24848:
24846:
24845:
24840:
24820:
24819:
24800:
24795:
24786:
24778:
24761:
24760:
24727:
24726:
24701:
24699:
24698:
24693:
24691:
24690:
24671:
24669:
24668:
24663:
24655:
24654:
24639:, we would find
24638:
24636:
24635:
24630:
24628:
24627:
24619:
24611:
24594:
24592:
24591:
24586:
24584:
24577:
24557:
24555:
24554:
24549:
24547:
24542:
24541:
24540:
24524:
24509:
24507:
24506:
24501:
24499:
24498:
24483:
24482:
24466:
24464:
24463:
24458:
24453:
24448:
24444:
24443:
24424:
24419:
24417:
24409:
24396:
24395:
24373:
24364:
24362:
24361:
24356:
24351:
24346:
24342:
24341:
24322:
24311:
24310:
24298:
24296:
24288:
24278:
24277:
24264:
24255:
24253:
24252:
24247:
24239:
24228:
24227:
24194:
24193:
24160:
24159:
24134:
24132:
24131:
24126:
24124:
24123:
24101:
24100:
24087:
24083:
24074:
24055:
24054:
24033:
24032:
24016:
24014:
24013:
24008:
23996:
23994:
23993:
23988:
23986:
23985:
23962:
23960:
23959:
23954:
23949:
23947:
23946:
23937:
23920:
23905:
23903:
23902:
23897:
23895:
23894:
23875:
23873:
23872:
23867:
23852:
23850:
23849:
23844:
23842:
23841:
23824:
23822:
23821:
23816:
23804:
23802:
23801:
23796:
23791:
23789:
23781:
23761:
23746:
23744:
23743:
23738:
23726:
23724:
23723:
23718:
23686:
23684:
23683:
23678:
23673:
23671:
23639:
23638:
23637:
23621:
23613:
23612:
23588:
23587:
23571:
23569:
23568:
23563:
23561:
23560:
23497:
23495:
23494:
23489:
23487:
23486:
23467:
23466:
23423:
23421:
23420:
23415:
23398:
23396:
23395:
23390:
23388:
23387:
23382:
23367:
23365:
23364:
23359:
23357:
23356:
23351:
23337:
23335:
23334:
23329:
23327:
23326:
23307:
23305:
23304:
23299:
23297:
23296:
23273:
23271:
23270:
23265:
23249:
23247:
23246:
23241:
23229:
23227:
23226:
23221:
23219:
23218:
23187:
23185:
23184:
23179:
23153:
23136:
23135:
23123:
23122:
23110:
23109:
23097:
23096:
23081:
23080:
23075:
23062:
23060:
23059:
23054:
23052:
23050:
23049:
23048:
23043:
23035:
23029:
23025:
23024:
23019:
23010:
23009:
22998:
22992:
22987:
22986:
22967:
22965:
22964:
22959:
22957:
22955:
22954:
22953:
22948:
22940:
22934:
22930:
22929:
22924:
22915:
22914:
22903:
22897:
22892:
22891:
22869:
22867:
22866:
22861:
22847:
22845:
22844:
22839:
22823:
22821:
22820:
22815:
22810:
22801:
22796:
22781:
22772:
22767:
22752:
22744:
22743:
22727:
22725:
22724:
22719:
22714:
22706:
22705:
22690:
22682:
22681:
22664:
22662:
22661:
22656:
22643:
22641:
22640:
22635:
22632:
22627:
22610:
22608:
22607:
22602:
22589:
22587:
22586:
22581:
22578:
22573:
22556:
22554:
22553:
22548:
22535:
22533:
22532:
22527:
22522:
22514:
22513:
22496:
22494:
22493:
22488:
22475:
22473:
22472:
22467:
22465:
22464:
22459:
22446:
22444:
22443:
22438:
22406:
22394:
22392:
22391:
22386:
22384:
22383:
22356:
22355:
22347:
22341:
22304:
22303:
22295:
22289:
22249:
22248:
22240:
22234:
22200:
22199:
22191:
22171:
22169:
22168:
22163:
22151:
22149:
22148:
22143:
22131:
22129:
22128:
22123:
22111:
22109:
22108:
22103:
22091:
22089:
22088:
22083:
22066:, and infected,
22036:
22034:
22033:
22028:
22026:
22025:
22004:
22002:
22001:
21996:
21994:
21993:
21977:
21975:
21974:
21969:
21967:
21966:
21947:
21945:
21944:
21939:
21934:
21933:
21930:
21912:
21911:
21884:
21883:
21862:
21861:
21848:
21803:
21802:
21785:
21783:
21782:
21777:
21775:
21774:
21771:
21753:
21752:
21725:
21724:
21703:
21702:
21689:
21665:
21664:
21645:
21643:
21642:
21637:
21635:
21634:
21610:
21608:
21607:
21602:
21584:
21582:
21581:
21576:
21568:
21567:
21551:
21549:
21548:
21543:
21535:
21534:
21518:
21516:
21515:
21510:
21502:
21501:
21485:
21483:
21482:
21477:
21475:
21474:
21458:
21456:
21455:
21450:
21445:
21444:
21420:
21419:
21407:
21406:
21388:
21386:
21377:
21376:
21375:
21361:
21356:
21355:
21350:
21349:
21340:
21330:
21328:
21327:
21322:
21294:
21292:
21291:
21286:
21274:
21272:
21271:
21266:
21264:
21256:
21247:
21245:
21244:
21239:
21227:
21225:
21224:
21219:
21206:
21204:
21203:
21198:
21186:
21184:
21183:
21178:
21162:
21160:
21159:
21154:
21152:
21144:
21124:
21123:
21100:
21098:
21097:
21092:
21090:
21089:
21070:
21068:
21067:
21062:
21060:
21059:
21037:
21035:
21034:
21029:
21027:
21026:
21010:
21008:
21007:
21002:
20990:
20988:
20987:
20982:
20980:
20979:
20960:
20958:
20957:
20952:
20940:
20938:
20937:
20932:
20920:
20918:
20917:
20912:
20900:
20898:
20897:
20892:
20880:
20878:
20877:
20872:
20860:
20858:
20857:
20852:
20850:
20849:
20830:
20828:
20827:
20822:
20817:
20816:
20768:
20766:
20765:
20760:
20745:
20743:
20742:
20737:
20725:
20723:
20722:
20717:
20703:
20701:
20700:
20695:
20675:
20674:
20658:
20656:
20655:
20650:
20627:
20625:
20624:
20619:
20617:
20616:
20600:
20598:
20597:
20592:
20590:
20589:
20559:
20557:
20556:
20551:
20522:
20521:
20475:
20473:
20472:
20467:
20462:
20458:
20437:
20432:
20394:
20393:
20371:
20369:
20368:
20363:
20354:
20350:
20349:
20328:
20323:
20287:
20286:
20285:
20275:
20250:
20248:
20247:
20242:
20221:
20219:
20218:
20213:
20189:
20187:
20186:
20181:
20125:
20124:
20094:
20093:
20074:
20072:
20071:
20066:
19973:
19971:
19970:
19965:
19930:
19929:
19910:
19908:
19907:
19902:
19893:
19889:
19861:
19860:
19821:
19820:
19781:
19780:
19765:
19764:
19763:
19753:
19710:
19708:
19707:
19702:
19642:
19640:
19639:
19634:
19623:
19622:
19591:
19589:
19588:
19583:
19581:
19580:
19558:
19557:
19533:
19532:
19510:
19509:
19508:
19498:
19434:
19432:
19431:
19426:
19337:
19336:
19306:
19305:
19286:
19284:
19283:
19278:
19210:
19209:
19208:
19187:
19186:
19162:
19161:
19138:
19137:
19136:
19126:
19078:
19077:
19047:
19046:
19027:
19025:
19024:
19019:
19017:
19016:
18994:
18993:
18969:
18968:
18946:
18945:
18944:
18934:
18850:
18849:
18819:
18818:
18795:
18793:
18792:
18787:
18776:
18775:
18756:
18754:
18753:
18748:
18720:
18719:
18718:
18708:
18674:
18672:
18671:
18666:
18638:
18637:
18636:
18626:
18592:
18590:
18589:
18584:
18556:
18555:
18554:
18544:
18510:
18508:
18507:
18502:
18424:
18422:
18421:
18416:
18392:
18391:
18381:
18376:
18367:
18366:
18344:
18342:
18341:
18336:
18334:
18333:
18297:
18295:
18294:
18293:
18253:
18233:
18232:
18213:
18203:
18201:
18200:
18195:
18193:
18161:
18153:
18152:
18125:
18124:
18100:
18099:
18061:
18059:
18051:
18043:
18009:
18001:
18000:
17961:
17960:
17935:
17927:
17897:
17895:
17887:
17879:
17854:
17852:
17851:
17846:
17844:
17842:
17841:
17829:
17827:
17823:
17822:
17814:
17776:
17774:
17773:
17768:
17766:
17728:
17726:
17718:
17710:
17701:
17693:
17639:
17637:
17629:
17621:
17593:
17591:
17590:
17585:
17580:
17579:
17542:
17540:
17539:
17534:
17517:
17460:
17458:
17457:
17452:
17450:
17448:
17447:
17435:
17424:
17423:
17395:
17393:
17392:
17387:
17382:
17378:
17377:
17373:
17351:
17350:
17330:
17328:
17312:
17311:
17298:
17279:
17275:
17241:
17177:
17176:
17157:
17155:
17154:
17149:
17147:
17143:
17136:
17132:
17094:
17090:
17056:
17014:
17013:
16994:
16992:
16991:
16986:
16974:
16972:
16971:
16966:
16951:
16949:
16948:
16943:
16916:
16888:
16886:
16885:
16880:
16865:
16863:
16862:
16857:
16855:
16826:
16824:
16816:
16808:
16778:
16770:
16758:
16756:
16748:
16740:
16731:
16723:
16678:
16676:
16668:
16660:
16644:
16642:
16641:
16636:
16597:
16595:
16594:
16589:
16566:
16564:
16563:
16558:
16556:
16552:
16548:
16543:
16542:
16533:
16526:
16525:
16507:
16506:
16476:
16474:
16473:
16468:
16456:
16454:
16453:
16448:
16446:
16445:
16423:
16421:
16420:
16415:
16413:
16412:
16396:
16394:
16393:
16388:
16386:
16385:
16369:
16367:
16366:
16361:
16349:
16347:
16346:
16341:
16339:
16338:
16320:
16318:
16317:
16312:
16310:
16307:
16302:
16293:
16292:
16291:
16276:
16275:
16262:
16260:
16255:
16254:
16245:
16240:
16239:
16212:
16210:
16209:
16204:
16202:
16197:
16196:
16187:
16185:
16177:
16172:
16171:
16153:
16151:
16150:
16145:
16134:
16133:
16115:
16114:
16093:
16091:
16090:
16085:
16077:
16076:
16067:
16065:
16064:
16048:
16043:
16034:
16032:
16024:
16015:
16010:
15998:
15996:
15988:
15984:
15983:
15973:
15937:
15935:
15934:
15929:
15901:
15899:
15898:
15893:
15878:
15876:
15875:
15870:
15868:
15866:
15865:
15864:
15852:
15851:
15842:
15841:
15840:
15839:
15798:
15796:
15795:
15790:
15788:
15786:
15785:
15784:
15783:
15782:
15762:
15761:
15760:
15759:
15726:
15724:
15723:
15718:
15716:
15714:
15713:
15712:
15711:
15710:
15690:
15689:
15688:
15687:
15654:
15652:
15651:
15646:
15644:
15642:
15641:
15640:
15628:
15627:
15626:
15625:
15605:
15604:
15592:
15591:
15590:
15589:
15523:
15521:
15520:
15515:
15513:
15512:
15441:
15439:
15438:
15433:
15421:
15419:
15418:
15413:
15411:
15410:
15394:
15392:
15391:
15386:
15384:
15383:
15367:
15365:
15364:
15359:
15357:
15356:
15337:
15335:
15334:
15329:
15327:
15308:
15307:
15298:
15297:
15282:
15281:
15271:
15255:
15250:
15239:
15231:
15230:
15221:
15220:
15205:
15204:
15194:
15187:
15182:
15171:
15163:
15162:
15153:
15152:
15137:
15136:
15126:
15099:
15097:
15096:
15091:
15022:
14988:
14986:
14975:
14961:
14958:
14953:
14944:
14936:
14924:
14922:
14921:
14916:
14883:
14881:
14880:
14875:
14873:
14845:
14837:
14816:
14814:
14806:
14798:
14789:
14781:
14742:
14740:
14732:
14724:
14702:
14700:
14699:
14694:
14655:
14647:
14596:
14594:
14593:
14588:
14586:
14584:
14583:
14582:
14573:
14572:
14563:
14562:
14553:
14552:
14543:
14542:
14533:
14532:
14506:The MSEIRS model
14499:
14497:
14496:
14491:
14489:
14463:
14461:
14453:
14445:
14405:
14403:
14395:
14387:
14360:
14355:
14344:
14335:
14333:
14325:
14317:
14302:
14297:
14286:
14268:
14266:
14258:
14250:
14216:
14214:
14206:
14198:
14182:
14180:
14179:
14174:
14171:
14170:
14169:
14160:
14159:
14150:
14149:
14140:
14139:
14130:
14129:
14097:
14095:
14094:
14089:
14087:
14049:
14047:
14039:
14031:
14004:
13999:
13988:
13979:
13977:
13969:
13961:
13937:
13932:
13921:
13906:
13904:
13896:
13888:
13855:
13853:
13852:
13847:
13845:
13843:
13842:
13841:
13832:
13831:
13822:
13821:
13812:
13811:
13777:
13775:
13774:
13769:
13767:
13763:
13762:
13735:
13734:
13715:
13713:
13705:
13704:
13703:
13690:
13684:
13683:
13656:
13655:
13627:
13625:
13617:
13616:
13615:
13602:
13586:
13584:
13583:
13578:
13554:
13552:
13551:
13546:
13532:
13528:
13464:
13416:
13415:
13398:
13396:
13395:
13390:
13343:
13339:
13275:
13248:
13247:
13225:
13223:
13222:
13217:
13215:
13211:
13132:
13131:
13072:
13068:
12988:
12986:
12985:
12980:
12975:
12973:
12959:
12957:
12955:
12941:
12936:
12935:
12913:
12911:
12910:
12905:
12893:
12891:
12890:
12885:
12843:
12841:
12840:
12835:
12833:
12804:
12802:
12794:
12786:
12746:
12744:
12736:
12728:
12701:
12696:
12685:
12676:
12674:
12666:
12658:
12652:
12647:
12636:
12609:
12607:
12599:
12591:
12575:
12573:
12572:
12567:
12555:
12553:
12552:
12547:
12532:
12530:
12529:
12524:
12512:
12510:
12509:
12504:
12502:
12501:
12482:
12480:
12479:
12474:
12439:
12404:
12402:
12401:
12396:
12394:
12368:
12366:
12358:
12350:
12326:
12321:
12310:
12301:
12299:
12291:
12283:
12268:
12263:
12252:
12234:
12232:
12224:
12216:
12182:
12180:
12172:
12164:
12122:passive immunity
12098:
12096:
12095:
12090:
12042:
12040:
12039:
12034:
12008:
12006:
12005:
12000:
11979:
11974:
11933:
11931:
11930:
11925:
11923:
11901:
11899:
11891:
11883:
11880:
11855:
11853:
11845:
11837:
11834:
11809:
11807:
11799:
11791:
11788:
11733:
11731:
11723:
11715:
11712:
11675:
11673:
11665:
11657:
11654:
11638:
11636:
11635:
11630:
11609:
11607:
11606:
11601:
11587:
11557:
11555:
11554:
11549:
11535:
11505:
11503:
11502:
11497:
11483:
11453:
11451:
11450:
11445:
11388:
11386:
11385:
11380:
11353:
11351:
11350:
11345:
11312:
11310:
11309:
11304:
11235:
11233:
11232:
11227:
11225:
11203:
11201:
11193:
11185:
11182:
11157:
11155:
11147:
11139:
11136:
11111:
11109:
11101:
11093:
11090:
11026:
11024:
11016:
11008:
11005:
10956:
10954:
10946:
10938:
10935:
10913:
10911:
10910:
10905:
10857:
10855:
10854:
10849:
10841:
10840:
10824:
10822:
10821:
10816:
10804:
10802:
10801:
10796:
10784:
10782:
10781:
10776:
10768:
10763:
10759:
10758:
10748:
10743:
10742:
10726:
10724:
10723:
10718:
10716:
10714:
10713:
10704:
10703:
10694:
10685:
10683:
10682:
10677:
10675:
10674:
10658:
10656:
10655:
10650:
10648:
10647:
10628:
10626:
10625:
10620:
10618:
10617:
10599:convergence test
10586:
10584:
10583:
10578:
10576:
10575:
10556:
10554:
10553:
10548:
10506:
10504:
10503:
10498:
10426:
10424:
10423:
10418:
10397:
10395:
10394:
10389:
10387:
10386:
10370:
10368:
10367:
10362:
10360:
10359:
10343:
10341:
10340:
10335:
10302:
10300:
10299:
10294:
10280:
10250:
10248:
10247:
10242:
10228:
10198:
10196:
10195:
10190:
10148:
10146:
10145:
10140:
10110:
10108:
10107:
10102:
10060:
10058:
10057:
10052:
10017:
10015:
10014:
10009:
10007:
9982:
9980:
9972:
9964:
9961:
9936:
9934:
9926:
9918:
9915:
9890:
9885:
9865:
9860:
9858:
9850:
9842:
9839:
9814:
9809:
9789:
9781:
9779:
9771:
9763:
9760:
9734:
9732:
9731:
9726:
9699:
9697:
9696:
9691:
9689:
9673:
9671:
9663:
9655:
9652:
9636:
9634:
9626:
9618:
9615:
9590:
9585:
9574:
9569:
9567:
9559:
9551:
9548:
9541:
9536:
9525:
9517:
9515:
9507:
9499:
9496:
9466:
9464:
9463:
9458:
9440:
9438:
9437:
9432:
9414:
9412:
9411:
9406:
9388:
9386:
9385:
9380:
9362:
9360:
9359:
9354:
9278:
9276:
9275:
9270:
9252:
9250:
9249:
9244:
9226:
9224:
9223:
9218:
9200:
9198:
9197:
9192:
9108:
9106:
9105:
9100:
9071:
9069:
9061:
9053:
9041:
9039:
9038:
9033:
9005:
9003:
9002:
8997:
8979:
8977:
8976:
8971:
8946:
8944:
8943:
8938:
8896:
8894:
8893:
8888:
8880:
8879:
8870:
8865:
8864:
8842:
8840:
8839:
8834:
8810:
8808:
8807:
8802:
8791:
8771:
8770:
8750:
8748:
8747:
8742:
8740:
8738:
8737:
8736:
8711:
8710:
8701:
8674:
8672:
8671:
8666:
8664:
8663:
8635:
8633:
8632:
8627:
8625:
8615:
8611:
8610:
8602:
8573:
8546:
8538:
8535:
8509:
8482:
8474:
8471:
8457:
8455:
8454:
8449:
8411:
8409:
8408:
8403:
8401:
8400:
8391:
8383:
8357:
8355:
8347:
8339:
8323:
8321:
8320:
8315:
8271:
8269:
8261:
8253:
8248:
8246:
8238:
8230:
8211:
8209:
8208:
8203:
8201:
8188:
8183:
8172:
8163:
8161:
8153:
8145:
8130:
8125:
8114:
8102:
8100:
8092:
8084:
8019:
8017:
8016:
8011:
8006:
8004:
7990:
7985:
7983:
7972:
7964:
7946:
7944:
7943:
7938:
7936:
7933:
7919:
7909:
7907:
7906:
7901:
7896:
7890:
7882:
7863:
7861:
7860:
7855:
7850:
7848:
7837:
7829:
7811:
7809:
7808:
7803:
7785:
7783:
7782:
7777:
7772:
7770:
7756:
7744:
7743:
7715:
7710:
7692:
7691:
7679:
7678:
7644:
7642:
7641:
7636:
7634:
7633:
7617:
7615:
7614:
7609:
7607:
7606:
7590:
7588:
7587:
7582:
7574:
7573:
7561:
7560:
7515:
7513:
7512:
7507:
7502:
7487:
7485:
7484:
7479:
7467:
7465:
7464:
7459:
7441:
7439:
7438:
7433:
7406:
7404:
7403:
7398:
7393:
7378:
7376:
7375:
7370:
7358:
7356:
7355:
7350:
7338:
7336:
7335:
7330:
7318:
7316:
7315:
7310:
7298:
7296:
7295:
7290:
7278:
7276:
7275:
7270:
7254:
7252:
7251:
7246:
7235:
7233:
7225:
7217:
7205:
7203:
7202:
7197:
7174:
7172:
7164:
7156:
7144:
7142:
7141:
7136:
7119:
7117:
7109:
7101:
7089:
7087:
7086:
7081:
7069:
7067:
7066:
7061:
7049:
7047:
7046:
7041:
7029:
7027:
7026:
7021:
7009:
7007:
7006:
7001:
6974:
6972:
6971:
6966:
6939:
6937:
6936:
6931:
6903:
6901:
6900:
6895:
6883:
6881:
6880:
6875:
6815:
6813:
6812:
6807:
6805:
6803:
6802:
6801:
6792:
6791:
6782:
6781:
6757:
6755:
6754:
6749:
6726:
6724:
6723:
6718:
6695:
6693:
6692:
6687:
6663:
6661:
6660:
6655:
6634:
6632:
6631:
6626:
6605:
6603:
6602:
6597:
6568:
6566:
6565:
6560:
6542:
6540:
6539:
6534:
6516:
6514:
6513:
6508:
6490:
6488:
6487:
6482:
6406:
6404:
6403:
6398:
6380:
6378:
6377:
6372:
6354:
6352:
6351:
6346:
6264:
6262:
6261:
6256:
6254:
6253:
6234:
6232:
6231:
6226:
6221:
6217:
6216:
6212:
6205:
6204:
6190:
6182:
6177:
6173:
6166:
6165:
6151:
6143:
6138:
6133:
6122:
6112:
6111:
6108:
6053:
6008:
6007:
5990:
5988:
5987:
5982:
5980:
5976:
5963:
5955:
5945:
5944:
5941:
5886:
5862:
5861:
5839:
5837:
5836:
5831:
5826:
5824:
5810:
5805:
5804:
5778:
5776:
5775:
5770:
5765:
5761:
5748:
5740:
5730:
5726:
5665:
5663:
5662:
5657:
5655:
5629:
5627:
5619:
5611:
5587:
5582:
5571:
5562:
5560:
5552:
5544:
5538:
5533:
5522:
5498:
5496:
5488:
5480:
5464:
5462:
5461:
5456:
5444:
5442:
5441:
5436:
5416:
5414:
5413:
5408:
5406:
5405:
5396:
5375:
5373:
5372:
5367:
5359:
5358:
5342:
5340:
5339:
5334:
5332:
5331:
5319:
5318:
5298:
5296:
5295:
5290:
5282:
5281:
5265:
5263:
5262:
5257:
5249:
5248:
5232:
5230:
5229:
5224:
5222:
5221:
5205:
5203:
5202:
5197:
5195:
5194:
5179:
5178:
5162:
5160:
5159:
5154:
5152:
5151:
5136:
5135:
5118:
5116:
5115:
5110:
5108:
5107:
5091:
5089:
5088:
5083:
5081:
5080:
5060:convergence test
5057:
5055:
5054:
5049:
5037:
5035:
5034:
5029:
5027:
5026:
5008:convergence test
5001:
4999:
4998:
4993:
4985:
4984:
4968:
4966:
4965:
4960:
4952:
4951:
4935:
4933:
4932:
4927:
4919:
4918:
4901:
4899:
4898:
4893:
4891:
4890:
4873:
4871:
4870:
4865:
4863:
4862:
4840:
4838:
4837:
4832:
4827:
4811:
4809:
4808:
4803:
4798:
4782:
4780:
4779:
4774:
4772:
4771:
4755:
4753:
4752:
4747:
4733:
4731:
4730:
4725:
4712:
4710:
4709:
4704:
4688:
4686:
4685:
4680:
4668:
4666:
4665:
4660:
4648:
4646:
4645:
4640:
4628:
4626:
4625:
4620:
4612:
4611:
4595:
4593:
4592:
4587:
4579:
4578:
4561:
4559:
4558:
4553:
4551:
4550:
4526:
4525:
4509:
4507:
4506:
4501:
4499:
4498:
4474:
4473:
4457:
4455:
4454:
4449:
4447:
4446:
4426:
4424:
4423:
4418:
4416:
4414:
4410:
4409:
4399:
4395:
4394:
4384:
4379:
4378:
4350:
4348:
4347:
4342:
4340:
4338:
4337:
4328:
4327:
4318:
4313:
4312:
4284:
4282:
4281:
4276:
4274:
4272:
4271:
4262:
4261:
4252:
4247:
4246:
4204:
4202:
4201:
4196:
4178:
4176:
4175:
4170:
4149:
4147:
4146:
4141:
4120:
4118:
4117:
4112:
4091:
4089:
4088:
4083:
4062:
4060:
4059:
4054:
4016:
3998:
3996:
3995:
3990:
3988:
3987:
3971:
3969:
3968:
3963:
3961:
3960:
3944:
3942:
3941:
3936:
3934:
3933:
3914:
3912:
3911:
3906:
3894:
3892:
3891:
3886:
3874:
3872:
3871:
3866:
3854:
3852:
3851:
3846:
3835:
3817:
3815:
3814:
3809:
3782:
3780:
3779:
3774:
3747:
3745:
3744:
3739:
3731:
3716:
3714:
3713:
3708:
3696:
3694:
3693:
3688:
3670:
3668:
3667:
3662:
3654:
3653:
3625:
3623:
3622:
3617:
3605:
3603:
3602:
3597:
3573:
3571:
3570:
3565:
3563:
3559:
3558:
3542:
3541:
3525:
3520:
3511:
3503:
3369:
3368:
3299:
3297:
3296:
3291:
3283:
3282:
3266:
3264:
3263:
3258:
3228:
3226:
3225:
3220:
3206:
3201:
3200:
3185:
3184:
3180:
3157:
3156:
3133:
3132:
3116:
3114:
3113:
3108:
3106:
3105:
3089:
3087:
3086:
3081:
3070:
3069:
3057:
3056:
3043:
3041:
3040:
3035:
3033:
3032:
3013:
3011:
3010:
3005:
2988:
2987:
2890:
2889:
2871:
2870:
2852:
2851:
2829:
2827:
2826:
2821:
2816:
2811:
2803:
2791:
2789:
2785:
2784:
2772:
2771:
2765:
2764:
2754:
2753:
2752:
2739:
2736:
2731:
2722:
2714:
2693:
2691:
2690:
2685:
2638:
2637:
2623:
2621:
2620:
2615:
2604:
2603:
2585:
2584:
2560:
2559:
2545:
2543:
2542:
2537:
2508:
2507:
2491:
2489:
2488:
2483:
2457:
2456:
2431:
2429:
2428:
2423:
2418:
2410:
2389:
2387:
2386:
2381:
2362:
2360:
2359:
2354:
2315:
2313:
2312:
2307:
2287:
2285:
2277:
2269:
2254:
2252:
2251:
2246:
2220:
2219:
2197:
2195:
2194:
2189:
2169:
2167:
2159:
2151:
2136:
2134:
2133:
2128:
2102:
2101:
2079:
2077:
2076:
2071:
2060:
2056:
2049:
2041:
2039:
2038:
2021:
2019:
2011:
2003:
1988:
1986:
1985:
1980:
1972:
1971:
1952:
1950:
1949:
1944:
1936:
1935:
1931:
1930:
1912:
1911:
1894:
1893:
1884:
1883:
1863:
1855:
1840:
1839:
1821:
1820:
1799:
1786:
1784:
1783:
1778:
1776:
1775:
1771:
1770:
1758:
1757:
1745:
1744:
1727:
1726:
1714:
1713:
1695:
1694:
1675:
1673:
1672:
1667:
1646:
1644:
1643:
1638:
1633:
1613:
1612:
1596:
1594:
1593:
1588:
1583:
1563:
1562:
1546:
1544:
1543:
1538:
1533:
1513:
1512:
1496:
1494:
1493:
1488:
1467:
1465:
1464:
1459:
1435:
1433:
1432:
1427:
1422:
1421:
1417:
1379:
1378:
1318:
1316:
1315:
1310:
1305:
1304:
1295:
1290:
1289:
1269:
1267:
1266:
1261:
1259:
1258:
1243:
1242:
1226:
1224:
1223:
1218:
1216:
1215:
1200:
1199:
1176:
1174:
1173:
1168:
1163:
1155:
1150:
1149:
1127:
1125:
1124:
1119:
1104:
1102:
1101:
1096:
1085:
1082:
1022:
1020:
1019:
1014:
1003:
1001:
993:
985:
980:
978:
970:
962:
957:
955:
947:
939:
901:
899:
898:
893:
881:
879:
878:
873:
861:
859:
858:
853:
841:
839:
838:
833:
810:
808:
807:
802:
800:
797:
781:
779:
771:
763:
760:
732:
730:
722:
714:
711:
689:
687:
679:
671:
668:
618:
616:
615:
610:
581:
579:
578:
573:
568:
547:
545:
544:
539:
527:
525:
524:
519:
489:
487:
486:
481:
479:
478:
469:
451:
449:
448:
443:
431:
429:
428:
423:
411:
409:
408:
403:
401:
400:
391:
365:
354:
322:Transition rates
270:
268:
267:
262:
260:
259:
243:
241:
240:
235:
125:: The number of
115:: The number of
72:Reed–Frost model
30839:
30838:
30834:
30833:
30832:
30830:
30829:
30828:
30799:
30798:
30797:
30792:
30751:
30705:
30691:Energy modeling
30679:
30623:
30599:Ecosystem model
30575:
30570:
30540:
30535:
30479:
30392:Antigenic shift
30387:Antigenic drift
30378:
30367:
30231:Barrier nursing
30179:Contact tracing
30170:
30163:
30008:
30006:
29999:
29910:
29900:
29801:
29795:
29786:Serial interval
29705:
29689:
29680:Cervico-vaginal
29675:
29666:Trans-placental
29661:
29645:
29613:
29575:
29511:Vascular system
29510:
29504:
29459:
29447:
29441:
29381:
29373:
29333:
29290:
29208:
29189:
29080:
29011:Immune response
28977:
28956:Drug resistance
28900:Infectious dose
28864:
28853:
28806:
28798:
28780:
28761:
28744:
28725:
28706:
28687:
28685:Further reading
28682:
28681:
28618:
28614:
28557:
28553:
28488:
28484:
28445:
28441:
28418:10.2307/2342553
28402:
28398:
28388:
28386:
28375:
28371:
28364:
28346:
28342:
28335:
28321:
28312:
28267:
28263:
28228:Nature Medicine
28224:
28220:
28191:
28187:
28134:
28130:
28085:
28081:
28032:
28028:
28020:
28018:
28016:
27990:
27986:
27979:
27963:
27959:
27953:
27947:
27943:
27892:
27885:
27832:
27825:
27764:
27760:
27713:
27709:
27658:
27654:
27642:
27638:
27573:
27566:
27495:
27488:
27471:
27467:
27402:
27398:
27351:
27347:
27318:
27311:
27272:
27261:
27206:
27197:
27188:
27184:
27131:
27127:
27119:
27115:
27114:
27110:
27057:
27053:
27046:
27024:
27020:
27014:
26990:
26986:
26979:
26960:
26956:
26933:
26929:
26868:
26857:
26812:
26801:
26753:
26749:
26701:
26697:
26690:
26676:
26672:
26661:
26657:
26650:
26636:
26632:
26625:
26611:
26604:
26565:
26561:
26514:
26510:
26481:
26477:
26460:
26453:
26406:
26399:
26354:
26341:
26331:
26329:
26322:
26316:
26307:
26258:
26249:
26196:
26192:
26169:
26143:
26136:
26099:
26088:
26051:
26047:
26010:
26006:
25969:
25965:
25960:
25952:Risk assessment
25913:
25890:
25868:
25859:
25850:
25845:
25822:
25817:
25804:
25799:
25786:
25782:
25780:
25777:
25776:
25751:
25747:
25745:
25742:
25741:
25725:
25722:
25721:
25698:
25694:
25692:
25689:
25688:
25668:
25663:
25662:
25648:
25645:
25644:
25628:
25614:
25611:
25610:
25590:
25586:
25565:
25561:
25559:
25556:
25555:
25534:
25530:
25512:
25508:
25506:
25503:
25502:
25479:
25475:
25473:
25470:
25469:
25449:
25445:
25443:
25440:
25439:
25423:
25420:
25419:
25394:
25393:
25387:
25383:
25380:
25379:
25373:
25369:
25362:
25361:
25354:
25353:
25347:
25343:
25338:
25330:
25324:
25320:
25315:
25309:
25308:
25302:
25298:
25293:
25287:
25283:
25281:
25275:
25271:
25266:
25253:
25252:
25242:
25241:
25235:
25231:
25228:
25227:
25221:
25217:
25210:
25209:
25199:
25194:
25192:
25189:
25188:
25171:
25167:
25165:
25162:
25161:
25144:
25140:
25138:
25135:
25134:
25106:
25102:
25096:
25092:
25086:
25082:
25070:
25066:
25057:
25053:
25032:
25028:
25026:
25023:
25022:
25005:
25001:
24999:
24996:
24995:
24968:
24964:
24962:
24959:
24958:
24941:
24937:
24935:
24932:
24931:
24911:
24907:
24905:
24902:
24901:
24894:
24869:
24865:
24854:
24851:
24850:
24815:
24811:
24796:
24791:
24777:
24756:
24752:
24722:
24718:
24707:
24704:
24703:
24686:
24682:
24680:
24677:
24676:
24650:
24646:
24644:
24641:
24640:
24620:
24615:
24614:
24600:
24597:
24596:
24580:
24566:
24563:
24562:
24536:
24532:
24525:
24523:
24515:
24512:
24511:
24491:
24487:
24478:
24474:
24472:
24469:
24468:
24439:
24435:
24425:
24423:
24410:
24391:
24387:
24374:
24372:
24370:
24367:
24366:
24337:
24333:
24323:
24321:
24306:
24302:
24289:
24273:
24269:
24265:
24263:
24261:
24258:
24257:
24235:
24223:
24219:
24189:
24185:
24155:
24151:
24140:
24137:
24136:
24116:
24112:
24096:
24092:
24079:
24075:
24070:
24050:
24046:
24028:
24024:
24022:
24019:
24018:
24002:
23999:
23998:
23981:
23977:
23975:
23972:
23971:
23968:
23942:
23938:
23921:
23919:
23911:
23908:
23907:
23890:
23886:
23884:
23881:
23880:
23861:
23858:
23857:
23837:
23833:
23831:
23828:
23827:
23810:
23807:
23806:
23782:
23762:
23760:
23752:
23749:
23748:
23732:
23729:
23728:
23703:
23700:
23699:
23692:
23640:
23633:
23629:
23622:
23620:
23605:
23601:
23583:
23579:
23577:
23574:
23573:
23555:
23554:
23543:
23534:
23533:
23528:
23512:
23511:
23503:
23500:
23499:
23481:
23480:
23475:
23469:
23468:
23462:
23458:
23453:
23443:
23442:
23434:
23431:
23430:
23406:
23403:
23402:
23383:
23378:
23377:
23375:
23372:
23371:
23352:
23347:
23346:
23344:
23341:
23340:
23319:
23315:
23313:
23310:
23309:
23289:
23285:
23283:
23280:
23279:
23259:
23256:
23255:
23235:
23232:
23231:
23211:
23207:
23196:
23193:
23192:
23149:
23131:
23127:
23118:
23114:
23105:
23101:
23092:
23088:
23076:
23071:
23070:
23068:
23065:
23064:
23044:
23039:
23038:
23030:
23020:
23015:
23014:
23005:
23001:
22993:
22991:
22979:
22975:
22973:
22970:
22969:
22949:
22944:
22943:
22935:
22925:
22920:
22919:
22910:
22906:
22898:
22896:
22884:
22880:
22878:
22875:
22874:
22855:
22852:
22851:
22833:
22830:
22829:
22806:
22797:
22792:
22777:
22768:
22763:
22748:
22739:
22735:
22733:
22730:
22729:
22710:
22701:
22697:
22686:
22677:
22673:
22671:
22668:
22667:
22650:
22647:
22646:
22628:
22623:
22617:
22614:
22613:
22596:
22593:
22592:
22574:
22569:
22563:
22560:
22559:
22542:
22539:
22538:
22518:
22509:
22505:
22503:
22500:
22499:
22482:
22479:
22478:
22460:
22455:
22454:
22452:
22449:
22448:
22402:
22400:
22397:
22396:
22379:
22378:
22346:
22345:
22342:
22339:
22338:
22294:
22293:
22290:
22287:
22286:
22239:
22238:
22235:
22232:
22231:
22190:
22189:
22182:
22181:
22179:
22176:
22175:
22157:
22154:
22153:
22137:
22134:
22133:
22117:
22114:
22113:
22097:
22094:
22093:
22092:and birth rate
22077:
22074:
22073:
22046:
22040:
22021:
22017:
22015:
22012:
22011:
22008:spectral radius
21989:
21985:
21983:
21980:
21979:
21962:
21958:
21956:
21953:
21952:
21929:
21928:
21907:
21903:
21879:
21875:
21857:
21853:
21838:
21798:
21794:
21792:
21789:
21788:
21770:
21769:
21748:
21744:
21720:
21716:
21698:
21694:
21679:
21660:
21656:
21654:
21651:
21650:
21630:
21626:
21624:
21621:
21620:
21590:
21587:
21586:
21563:
21559:
21557:
21554:
21553:
21530:
21526:
21524:
21521:
21520:
21497:
21493:
21491:
21488:
21487:
21470:
21466:
21464:
21461:
21460:
21440:
21436:
21415:
21411:
21402:
21398:
21378:
21371:
21367:
21362:
21360:
21345:
21341:
21339:
21338:
21336:
21333:
21332:
21316:
21313:
21312:
21301:
21280:
21277:
21276:
21255:
21253:
21250:
21249:
21233:
21230:
21229:
21213:
21210:
21209:
21192:
21189:
21188:
21172:
21169:
21168:
21143:
21119:
21115:
21113:
21110:
21109:
21106:spectral radius
21085:
21081:
21076:
21073:
21072:
21049:
21045:
21043:
21040:
21039:
21022:
21018:
21016:
21013:
21012:
20996:
20993:
20992:
20972:
20968:
20966:
20963:
20962:
20946:
20943:
20942:
20926:
20923:
20922:
20906:
20903:
20902:
20886:
20883:
20882:
20866:
20863:
20862:
20842:
20838:
20836:
20833:
20832:
20811:
20810:
20805:
20799:
20798:
20793:
20783:
20782:
20774:
20771:
20770:
20754:
20751:
20750:
20731:
20728:
20727:
20711:
20708:
20707:
20670:
20666:
20664:
20661:
20660:
20644:
20641:
20640:
20634:spectral radius
20612:
20608:
20606:
20603:
20602:
20585:
20581:
20579:
20576:
20575:
20572:
20566:
20517:
20513:
20487:
20484:
20483:
20433:
20428:
20420:
20416:
20389:
20385:
20383:
20380:
20379:
20330:
20324:
20319:
20311:
20307:
20281:
20277:
20276:
20271:
20259:
20256:
20255:
20227:
20224:
20223:
20198:
20195:
20194:
20120:
20116:
20089:
20085:
20083:
20080:
20079:
19982:
19979:
19978:
19925:
19921:
19919:
19916:
19915:
19856:
19852:
19816:
19812:
19776:
19772:
19771:
19767:
19759:
19755:
19754:
19749:
19722:
19719:
19718:
19654:
19651:
19650:
19618:
19614:
19600:
19597:
19596:
19576:
19572:
19553:
19549:
19528:
19524:
19504:
19500:
19499:
19494:
19446:
19443:
19442:
19332:
19328:
19301:
19297:
19295:
19292:
19291:
19204:
19200:
19182:
19178:
19157:
19153:
19140:
19132:
19128:
19127:
19122:
19073:
19069:
19042:
19038:
19036:
19033:
19032:
19012:
19008:
18989:
18985:
18964:
18960:
18940:
18936:
18935:
18930:
18845:
18841:
18814:
18810:
18808:
18805:
18804:
18771:
18767:
18765:
18762:
18761:
18714:
18710:
18709:
18704:
18683:
18680:
18679:
18632:
18628:
18627:
18622:
18601:
18598:
18597:
18550:
18546:
18545:
18540:
18519:
18516:
18515:
18439:
18436:
18435:
18431:
18387:
18383:
18377:
18372:
18362:
18358:
18356:
18353:
18352:
18302:
18298:
18283:
18279:
18257:
18252:
18228:
18224:
18222:
18219:
18218:
18208:
18191:
18190:
18160:
18148:
18144:
18120:
18116:
18095:
18091:
18062:
18052:
18044:
18042:
18039:
18038:
18008:
17996:
17992:
17956:
17952:
17926:
17898:
17888:
17880:
17878:
17874:
17872:
17869:
17868:
17861:
17837:
17833:
17828:
17813:
17806:
17802:
17788:
17785:
17784:
17764:
17763:
17729:
17719:
17711:
17709:
17706:
17705:
17692:
17640:
17630:
17622:
17620:
17616:
17614:
17611:
17610:
17604:
17575:
17571:
17554:
17551:
17550:
17510:
17486:
17483:
17482:
17475:
17443:
17439:
17434:
17419:
17415:
17407:
17404:
17403:
17346:
17342:
17341:
17337:
17307:
17303:
17302:
17297:
17296:
17292:
17247:
17243:
17228:
17172:
17168:
17166:
17163:
17162:
17122:
17118:
17114:
17110:
17062:
17058:
17043:
17009:
17005:
17003:
17000:
16999:
16980:
16977:
16976:
16960:
16957:
16956:
16903:
16897:
16894:
16893:
16874:
16871:
16870:
16853:
16852:
16827:
16817:
16809:
16807:
16804:
16803:
16769:
16759:
16749:
16741:
16739:
16736:
16735:
16722:
16679:
16669:
16661:
16659:
16655:
16653:
16650:
16649:
16612:
16609:
16608:
16604:
16583:
16580:
16579:
16576:
16538:
16534:
16532:
16531:
16527:
16521:
16517:
16496:
16492:
16484:
16481:
16480:
16462:
16459:
16458:
16435:
16431:
16429:
16426:
16425:
16408:
16404:
16402:
16399:
16398:
16397:(σ-naught) and
16381:
16377:
16375:
16372:
16371:
16355:
16352:
16351:
16334:
16330:
16328:
16325:
16324:
16303:
16298:
16287:
16283:
16271:
16267:
16263:
16261:
16250:
16246:
16244:
16229:
16225:
16223:
16220:
16219:
16192:
16188:
16186:
16176:
16167:
16163:
16161:
16158:
16157:
16129:
16125:
16110:
16106:
16104:
16101:
16100:
16072:
16068:
16054:
16050:
16044:
16039:
16033:
16023:
16011:
16006:
15989:
15979:
15975:
15974:
15972:
15970:
15967:
15966:
15960:
15953:
15945:
15941:
15923:
15920:
15919:
15917:
15913:
15909:
15905:
15887:
15884:
15883:
15857:
15856:
15847:
15846:
15829:
15825:
15824:
15823:
15822:
15820:
15818:
15815:
15814:
15772:
15768:
15767:
15766:
15749:
15745:
15744:
15743:
15742:
15740:
15738:
15735:
15734:
15700:
15696:
15695:
15694:
15677:
15673:
15672:
15671:
15670:
15668:
15666:
15663:
15662:
15636:
15635:
15615:
15611:
15610:
15609:
15600:
15599:
15579:
15575:
15574:
15573:
15572:
15570:
15568:
15565:
15564:
15559:
15555:
15551:
15547:
15543:
15539:
15535:
15527:
15508:
15504:
15502:
15499:
15498:
15480:Social dynamics
15475:
15472:
15465:random graphs.
15458:
15449:
15427:
15424:
15423:
15406:
15402:
15400:
15397:
15396:
15379:
15375:
15373:
15370:
15369:
15352:
15348:
15346:
15343:
15342:
15325:
15324:
15303:
15299:
15293:
15289:
15277:
15273:
15269:
15268:
15240:
15238:
15226:
15222:
15216:
15212:
15200:
15196:
15192:
15191:
15172:
15170:
15158:
15154:
15148:
15144:
15132:
15128:
15123:
15121:
15118:
15117:
15110:
15009:
14976:
14962:
14960:
14954:
14949:
14935:
14933:
14930:
14929:
14892:
14889:
14888:
14871:
14870:
14836:
14817:
14807:
14799:
14797:
14794:
14793:
14780:
14743:
14733:
14725:
14723:
14719:
14717:
14714:
14713:
14646:
14626:
14623:
14622:
14607:
14578:
14577:
14568:
14567:
14558:
14557:
14548:
14547:
14538:
14537:
14528:
14527:
14526:
14524:
14522:
14519:
14518:
14508:
14487:
14486:
14464:
14454:
14446:
14444:
14441:
14440:
14406:
14396:
14388:
14386:
14383:
14382:
14345:
14343:
14336:
14326:
14318:
14316:
14313:
14312:
14287:
14285:
14269:
14259:
14251:
14249:
14246:
14245:
14217:
14207:
14199:
14197:
14193:
14191:
14188:
14187:
14165:
14164:
14155:
14154:
14145:
14144:
14135:
14134:
14125:
14124:
14123:
14120:
14117:
14116:
14106:
14104:The MSEIR model
14085:
14084:
14050:
14040:
14032:
14030:
14027:
14026:
13989:
13987:
13980:
13970:
13962:
13960:
13957:
13956:
13922:
13920:
13907:
13897:
13889:
13887:
13883:
13881:
13878:
13877:
13837:
13836:
13827:
13826:
13817:
13816:
13807:
13806:
13805:
13803:
13801:
13798:
13797:
13787:
13765:
13764:
13758:
13754:
13730:
13726:
13716:
13706:
13699:
13695:
13691:
13689:
13686:
13685:
13679:
13675:
13651:
13647:
13628:
13618:
13611:
13607:
13603:
13601:
13597:
13595:
13592:
13591:
13563:
13560:
13559:
13470:
13466:
13451:
13411:
13407:
13405:
13402:
13401:
13281:
13277:
13262:
13243:
13239:
13237:
13234:
13233:
13229:it holds that:
13127:
13123:
13080:
13076:
13010:
13006:
13004:
13001:
13000:
12963:
12958:
12945:
12940:
12931:
12927:
12925:
12922:
12921:
12914:is a variable.
12899:
12896:
12895:
12852:
12849:
12848:
12831:
12830:
12805:
12795:
12787:
12785:
12782:
12781:
12747:
12737:
12729:
12727:
12724:
12723:
12686:
12684:
12677:
12667:
12659:
12657:
12654:
12653:
12637:
12635:
12610:
12600:
12592:
12590:
12586:
12584:
12581:
12580:
12561:
12558:
12557:
12538:
12535:
12534:
12518:
12515:
12514:
12494:
12490:
12488:
12485:
12484:
12468:
12465:
12464:
12452:(for exposed).
12445:
12413:
12392:
12391:
12369:
12359:
12351:
12349:
12346:
12345:
12311:
12309:
12302:
12292:
12284:
12282:
12279:
12278:
12253:
12251:
12235:
12225:
12217:
12215:
12212:
12211:
12183:
12173:
12165:
12163:
12159:
12157:
12154:
12153:
12106:
12048:
12045:
12044:
12019:
12016:
12015:
11975:
11970:
11949:
11946:
11945:
11921:
11920:
11892:
11884:
11882:
11878:
11877:
11846:
11838:
11836:
11832:
11831:
11800:
11792:
11790:
11786:
11785:
11724:
11716:
11714:
11710:
11709:
11666:
11658:
11656:
11651:
11649:
11646:
11645:
11615:
11612:
11611:
11583:
11563:
11560:
11559:
11531:
11511:
11508:
11507:
11479:
11459:
11456:
11455:
11394:
11391:
11390:
11359:
11356:
11355:
11318:
11315:
11314:
11244:
11241:
11240:
11223:
11222:
11194:
11186:
11184:
11180:
11179:
11148:
11140:
11138:
11134:
11133:
11102:
11094:
11092:
11088:
11087:
11017:
11009:
11007:
11003:
11002:
10947:
10939:
10937:
10932:
10930:
10927:
10926:
10875:
10872:
10871:
10864:
10862:The SIRVD model
10836:
10832:
10830:
10827:
10826:
10810:
10807:
10806:
10790:
10787:
10786:
10754:
10750:
10749:
10747:
10738:
10734:
10732:
10729:
10728:
10709:
10705:
10699:
10695:
10693:
10691:
10688:
10687:
10670:
10666:
10664:
10661:
10660:
10643:
10639:
10637:
10634:
10633:
10613:
10609:
10607:
10604:
10603:
10571:
10567:
10565:
10562:
10561:
10512:
10509:
10508:
10432:
10429:
10428:
10403:
10400:
10399:
10382:
10378:
10376:
10373:
10372:
10355:
10351:
10349:
10346:
10345:
10308:
10305:
10304:
10276:
10256:
10253:
10252:
10224:
10204:
10201:
10200:
10154:
10151:
10150:
10116:
10113:
10112:
10066:
10063:
10062:
10034:
10031:
10030:
10005:
10004:
9973:
9965:
9963:
9959:
9958:
9927:
9919:
9917:
9913:
9912:
9866:
9864:
9851:
9843:
9841:
9837:
9836:
9790:
9788:
9772:
9764:
9762:
9757:
9755:
9752:
9751:
9741:
9708:
9705:
9704:
9687:
9686:
9664:
9656:
9654:
9650:
9649:
9627:
9619:
9617:
9613:
9612:
9575:
9573:
9560:
9552:
9550:
9546:
9545:
9526:
9524:
9508:
9500:
9498:
9493:
9491:
9488:
9487:
9446:
9443:
9442:
9420:
9417:
9416:
9394:
9391:
9390:
9368:
9365:
9364:
9291:
9288:
9287:
9258:
9255:
9254:
9232:
9229:
9228:
9206:
9203:
9202:
9129:
9126:
9125:
9118:
9062:
9054:
9052:
9050:
9047:
9046:
9015:
9012:
9011:
8985:
8982:
8981:
8959:
8956:
8955:
8902:
8899:
8898:
8875:
8871:
8866:
8860:
8856:
8848:
8845:
8844:
8816:
8813:
8812:
8787:
8766:
8762:
8760:
8757:
8756:
8726:
8722:
8712:
8706:
8702:
8700:
8683:
8680:
8679:
8656:
8652:
8644:
8641:
8640:
8623:
8622:
8601:
8594:
8590:
8560:
8537:
8533:
8532:
8496:
8473:
8468:
8466:
8463:
8462:
8425:
8422:
8421:
8396:
8392:
8382:
8348:
8340:
8338:
8336:
8333:
8332:
8262:
8254:
8252:
8239:
8231:
8229:
8227:
8224:
8223:
8199:
8198:
8173:
8171:
8164:
8154:
8146:
8144:
8141:
8140:
8115:
8113:
8103:
8093:
8085:
8083:
8079:
8077:
8074:
8073:
8040:
8035:
8026:
7994:
7989:
7973:
7965:
7963:
7955:
7952:
7951:
7923:
7917:
7915:
7912:
7911:
7883:
7880:
7872:
7869:
7868:
7838:
7830:
7828:
7820:
7817:
7816:
7794:
7791:
7790:
7760:
7755:
7721:
7717:
7711:
7706:
7687:
7683:
7674:
7670:
7653:
7650:
7649:
7629:
7625:
7623:
7620:
7619:
7602:
7598:
7596:
7593:
7592:
7569:
7565:
7556:
7552:
7535:
7532:
7531:
7529:
7523:
7498:
7493:
7490:
7489:
7473:
7470:
7469:
7447:
7444:
7443:
7412:
7409:
7408:
7389:
7384:
7381:
7380:
7364:
7361:
7360:
7344:
7341:
7340:
7324:
7321:
7320:
7304:
7301:
7300:
7284:
7281:
7280:
7264:
7261:
7260:
7226:
7218:
7216:
7214:
7211:
7210:
7165:
7157:
7155:
7153:
7150:
7149:
7110:
7102:
7100:
7098:
7095:
7094:
7075:
7072:
7071:
7055:
7052:
7051:
7035:
7032:
7031:
7015:
7012:
7011:
6980:
6977:
6976:
6945:
6942:
6941:
6910:
6907:
6906:
6889:
6886:
6885:
6824:
6821:
6820:
6797:
6796:
6787:
6786:
6777:
6776:
6775:
6773:
6771:
6768:
6767:
6734:
6731:
6730:
6703:
6700:
6699:
6672:
6669:
6668:
6640:
6637:
6636:
6611:
6608:
6607:
6582:
6579:
6578:
6548:
6545:
6544:
6522:
6519:
6518:
6496:
6493:
6492:
6419:
6416:
6415:
6386:
6383:
6382:
6360:
6357:
6356:
6283:
6280:
6279:
6272:
6249:
6245:
6243:
6240:
6239:
6200:
6196:
6195:
6191:
6181:
6161:
6157:
6156:
6152:
6142:
6123:
6121:
6120:
6116:
6107:
6106:
6043:
6003:
5999:
5997:
5994:
5993:
5954:
5953:
5949:
5940:
5939:
5876:
5857:
5853:
5851:
5848:
5847:
5814:
5809:
5800:
5796:
5794:
5791:
5790:
5739:
5738:
5734:
5683:
5679:
5677:
5674:
5673:
5653:
5652:
5630:
5620:
5612:
5610:
5607:
5606:
5572:
5570:
5563:
5553:
5545:
5543:
5540:
5539:
5523:
5521:
5499:
5489:
5481:
5479:
5475:
5473:
5470:
5469:
5450:
5447:
5446:
5445:and birth rate
5430:
5427:
5426:
5423:
5401:
5397:
5392:
5381:
5378:
5377:
5354:
5350:
5348:
5345:
5344:
5327:
5323:
5314:
5310:
5308:
5305:
5304:
5277:
5273:
5271:
5268:
5267:
5244:
5240:
5238:
5235:
5234:
5217:
5213:
5211:
5208:
5207:
5190:
5186:
5174:
5170:
5168:
5165:
5164:
5147:
5143:
5131:
5127:
5125:
5122:
5121:
5103:
5099:
5097:
5094:
5093:
5076:
5072:
5070:
5067:
5066:
5043:
5040:
5039:
5022:
5018:
5016:
5013:
5012:
4980:
4976:
4974:
4971:
4970:
4947:
4943:
4941:
4938:
4937:
4914:
4910:
4908:
4905:
4904:
4886:
4882:
4880:
4877:
4876:
4858:
4854:
4852:
4849:
4848:
4823:
4818:
4815:
4814:
4794:
4789:
4786:
4785:
4767:
4763:
4761:
4758:
4757:
4741:
4738:
4737:
4719:
4716:
4715:
4695:
4692:
4691:
4674:
4671:
4670:
4654:
4651:
4650:
4634:
4631:
4630:
4607:
4603:
4601:
4598:
4597:
4574:
4570:
4568:
4565:
4564:
4543:
4539:
4521:
4517:
4515:
4512:
4511:
4491:
4487:
4469:
4465:
4463:
4460:
4459:
4442:
4438:
4436:
4433:
4432:
4405:
4401:
4400:
4390:
4386:
4385:
4383:
4374:
4370:
4368:
4365:
4364:
4333:
4329:
4323:
4319:
4317:
4308:
4304:
4302:
4299:
4298:
4267:
4263:
4257:
4253:
4251:
4242:
4238:
4236:
4233:
4232:
4211:
4184:
4181:
4180:
4155:
4152:
4151:
4126:
4123:
4122:
4097:
4094:
4093:
4068:
4065:
4064:
4039:
4036:
4035:
4014:
4009:Microsoft Excel
3983:
3979:
3977:
3974:
3973:
3956:
3952:
3950:
3947:
3946:
3929:
3925:
3923:
3920:
3919:
3900:
3897:
3896:
3880:
3877:
3876:
3860:
3857:
3856:
3831:
3823:
3820:
3819:
3788:
3785:
3784:
3753:
3750:
3749:
3727:
3722:
3719:
3718:
3702:
3699:
3698:
3682:
3679:
3678:
3637:
3633:
3631:
3628:
3627:
3611:
3608:
3607:
3582:
3579:
3578:
3561:
3560:
3554:
3550:
3537:
3533:
3521:
3516:
3502:
3495:
3480:
3479:
3442:
3427:
3426:
3386:
3371:
3370:
3352:
3348:
3329:
3313:
3311:
3308:
3307:
3278:
3274:
3272:
3269:
3268:
3234:
3231:
3230:
3202:
3196:
3192:
3176:
3152:
3148:
3141:
3137:
3128:
3124:
3122:
3119:
3118:
3101:
3097:
3095:
3092:
3091:
3065:
3061:
3052:
3051:
3049:
3046:
3045:
3028:
3024:
3022:
3019:
3018:
2983:
2979:
2885:
2884:
2866:
2865:
2847:
2846:
2841:
2838:
2837:
2804:
2802:
2780:
2776:
2767:
2766:
2760:
2756:
2755:
2748:
2744:
2740:
2738:
2732:
2727:
2713:
2705:
2702:
2701:
2633:
2632:
2630:
2627:
2626:
2599:
2598:
2580:
2579:
2555:
2554:
2552:
2549:
2548:
2503:
2502:
2500:
2497:
2496:
2452:
2451:
2449:
2446:
2445:
2441:
2409:
2398:
2395:
2394:
2375:
2372:
2371:
2336:
2333:
2332:
2326:
2278:
2270:
2268:
2266:
2263:
2262:
2215:
2211:
2209:
2206:
2205:
2160:
2152:
2150:
2148:
2145:
2144:
2097:
2093:
2091:
2088:
2087:
2040:
2034:
2030:
2029:
2025:
2012:
2004:
2002:
2000:
1997:
1996:
1967:
1963:
1961:
1958:
1957:
1926:
1922:
1907:
1903:
1899:
1895:
1889:
1885:
1879:
1875:
1856:
1851:
1835:
1831:
1816:
1812:
1810:
1807:
1806:
1797:
1766:
1762:
1753:
1749:
1740:
1736:
1732:
1728:
1722:
1718:
1709:
1705:
1690:
1686:
1684:
1681:
1680:
1652:
1649:
1648:
1629:
1608:
1604:
1602:
1599:
1598:
1579:
1558:
1554:
1552:
1549:
1548:
1529:
1508:
1504:
1502:
1499:
1498:
1473:
1470:
1469:
1444:
1441:
1440:
1413:
1374:
1370:
1366:
1362:
1333:
1330:
1329:
1300:
1296:
1291:
1285:
1281:
1279:
1276:
1275:
1251:
1247:
1238:
1234:
1232:
1229:
1228:
1208:
1204:
1195:
1191:
1189:
1186:
1185:
1154:
1145:
1141:
1139:
1136:
1135:
1113:
1110:
1109:
1081:
1034:
1031:
1030:
994:
986:
984:
971:
963:
961:
948:
940:
938:
936:
933:
932:
924:This system is
887:
884:
883:
867:
864:
863:
847:
844:
843:
827:
824:
823:
795:
794:
772:
764:
762:
758:
757:
723:
715:
713:
709:
708:
680:
672:
670:
665:
661:
659:
656:
655:
629:
598:
595:
594:
564:
553:
550:
549:
533:
530:
529:
510:
507:
506:
474:
470:
465:
457:
454:
453:
437:
434:
433:
417:
414:
413:
396:
392:
387:
361:
350:
339:
336:
335:
324:
255:
251:
249:
246:
245:
220:
217:
216:
102:
17:
12:
11:
5:
30837:
30827:
30826:
30821:
30816:
30811:
30794:
30793:
30791:
30790:
30785:
30780:
30778:Systems theory
30775:
30770:
30765:
30759:
30757:
30756:Related topics
30753:
30752:
30750:
30749:
30744:
30742:Economic model
30739:
30734:
30729:
30724:
30719:
30713:
30711:
30707:
30706:
30704:
30703:
30698:
30693:
30687:
30685:
30684:Sustainability
30681:
30680:
30678:
30677:
30672:
30667:
30662:
30657:
30652:
30647:
30642:
30637:
30631:
30629:
30625:
30624:
30622:
30621:
30616:
30611:
30606:
30601:
30596:
30591:
30589:Cellular model
30585:
30583:
30577:
30576:
30569:
30568:
30561:
30554:
30546:
30537:
30536:
30534:
30533:
30532:
30531:
30521:
30516:
30511:
30506:
30501:
30498:
30493:
30487:
30485:
30481:
30480:
30478:
30477:
30472:
30467:
30462:
30457:
30454:
30449:
30444:
30439:
30434:
30429:
30424:
30422:Emergent virus
30419:
30414:
30409:
30404:
30403:
30402:
30394:
30389:
30383:
30381:
30373:
30372:
30369:
30368:
30366:
30365:
30362:
30357:
30355:Vector control
30352:
30347:
30342:
30337:
30332:
30327:
30322:
30317:
30312:
30311:
30310:
30305:
30300:
30298:N95 respirator
30290:
30285:
30280:
30279:
30278:
30273:
30268:
30257:
30252:
30251:
30250:
30240:
30235:
30234:
30233:
30223:
30222:
30221:
30216:
30211:
30201:
30196:
30191:
30186:
30181:
30175:
30173:
30171:pharmaceutical
30165:
30164:
30162:
30161:
30160:
30159:
30154:
30149:
30144:
30139:
30129:
30124:
30119:
30114:
30109:
30104:
30103:
30102:
30092:
30087:
30082:
30077:
30072:
30067:
30062:
30061:
30060:
30050:
30049:
30048:
30038:
30033:
30032:
30031:
30020:
30018:
30017:Pharmaceutical
30011:
30001:
30000:
29998:
29997:
29994:
29989:
29984:
29979:
29974:
29969:
29968:Cardiovascular
29966:
29961:
29956:
29953:
29948:
29947:Nervous system
29945:
29942:
29941:
29940:
29930:
29929:
29928:
29923:
29914:
29912:
29906:
29905:
29902:
29901:
29899:
29898:
29893:
29888:
29883:
29878:
29873:
29868:
29863:
29858:
29853:
29848:
29843:
29838:
29833:
29832:
29831:
29826:
29816:
29811:
29805:
29803:
29797:
29796:
29794:
29793:
29788:
29783:
29778:
29773:
29771:Infection rate
29768:
29763:
29758:
29753:
29748:
29743:
29738:
29733:
29727:
29725:
29719:
29718:
29715:
29714:
29711:
29710:
29707:
29706:
29704:
29703:
29697:
29695:
29691:
29690:
29688:
29687:
29683:
29681:
29677:
29676:
29674:
29673:
29669:
29667:
29663:
29662:
29660:
29659:
29653:
29651:
29647:
29646:
29644:
29643:
29637:
29632:
29627:
29621:
29619:
29615:
29614:
29612:
29611:
29606:
29601:
29596:
29595:
29594:
29583:
29581:
29577:
29576:
29574:
29573:
29572:
29571:
29566:
29558:
29557:
29556:
29551:
29543:
29542:
29541:
29536:
29533:
29528:
29526:Injection site
29520:
29514:
29512:
29506:
29505:
29503:
29502:
29497:
29495:Dental aerosol
29492:
29491:
29490:
29480:
29474:
29472:
29465:
29461:
29460:
29458:
29457:
29451:
29449:
29443:
29442:
29440:
29439:
29434:
29433:
29432:
29427:
29426:
29425:
29420:
29417:
29406:
29405:
29404:
29399:
29391:
29385:
29383:
29379:Human-to-human
29375:
29374:
29372:
29371:
29366:
29361:
29356:
29350:
29348:
29339:
29335:
29334:
29332:
29331:
29325:
29322:
29319:
29314:
29309:
29305:
29303:
29296:
29292:
29291:
29289:
29288:
29283:
29278:
29276:Super-spreader
29273:
29271:Superinfection
29268:
29263:
29258:
29253:
29248:
29243:
29238:
29233:
29228:
29223:
29218:
29212:
29210:
29201:
29195:
29194:
29191:
29190:
29188:
29187:
29182:
29180:Vector control
29177:
29172:
29167:
29162:
29157:
29156:
29155:
29147:
29142:
29137:
29132:
29127:
29122:
29121:
29120:
29115:
29109:Climate zones
29107:
29105:Climate change
29102:
29099:
29096:
29090:
29088:
29082:
29081:
29079:
29078:
29077:
29076:
29073:
29070:
29069:
29068:
29060:
29057:
29054:
29051:
29048:
29040:
29035:
29030:
29025:
29024:
29023:
29018:
29008:
29003:
28998:
28993:
28987:
28985:
28979:
28978:
28976:
28975:
28970:
28969:
28968:
28963:
28958:
28948:
28947:
28946:
28941:
28936:
28931:
28921:
28919:Quorum sensing
28916:
28915:
28914:
28904:
28903:
28902:
28892:
28887:
28881:
28879:
28870:
28866:
28865:
28852:
28851:
28844:
28837:
28829:
28823:
28822:
28804:
28797:
28796:External links
28794:
28793:
28792:
28778:
28748:
28742:
28729:
28723:
28710:
28704:
28686:
28683:
28680:
28679:
28612:
28551:
28482:
28439:
28396:
28369:
28362:
28352:, ed. (1982).
28340:
28333:
28310:
28261:
28218:
28185:
28128:
28099:(1): 173–195.
28079:
28026:
28014:
27984:
27977:
27957:
27951:
27941:
27883:
27846:(4): 281–293.
27823:
27778:(4): 365–382.
27758:
27707:
27652:
27636:
27564:
27486:
27465:
27396:
27345:
27332:(3): 805–820.
27309:
27259:
27195:
27182:
27125:
27108:
27051:
27044:
27018:
27012:
26984:
26977:
26954:
26927:
26855:
26799:
26747:
26695:
26688:
26670:
26655:
26648:
26630:
26623:
26602:
26575:(4): 599–653.
26559:
26508:
26475:
26451:
26420:(17): 175601.
26397:
26368:(50): 505601.
26339:
26305:
26247:
26190:
26167:
26134:
26086:
26045:
26004:
25962:
25961:
25959:
25956:
25955:
25954:
25949:
25944:
25939:
25934:
25929:
25924:
25919:
25912:
25909:
25889:
25886:
25885:
25884:
25881:
25878:
25875:
25867:
25864:
25858:
25855:
25849:
25846:
25844:
25841:
25839:tuberculosis.
25820:
25816:
25812:
25802:
25798:
25794:
25789:
25785:
25754:
25750:
25729:
25709:
25706:
25701:
25697:
25674:
25671:
25666:
25658:
25655:
25652:
25631:
25624:
25621:
25618:
25598:
25593:
25589:
25585:
25582:
25579:
25576:
25573:
25568:
25564:
25537:
25533:
25529:
25526:
25523:
25520:
25515:
25511:
25490:
25487:
25482:
25478:
25452:
25448:
25427:
25403:
25398:
25390:
25386:
25382:
25381:
25376:
25372:
25368:
25367:
25365:
25358:
25350:
25346:
25341:
25337:
25334:
25331:
25327:
25323:
25318:
25314:
25311:
25310:
25305:
25301:
25296:
25290:
25286:
25282:
25278:
25274:
25269:
25265:
25262:
25259:
25258:
25256:
25251:
25246:
25238:
25234:
25230:
25229:
25224:
25220:
25216:
25215:
25213:
25205:
25202:
25198:
25174:
25170:
25147:
25143:
25114:
25109:
25105:
25099:
25095:
25089:
25085:
25081:
25078:
25073:
25069:
25065:
25060:
25056:
25052:
25049:
25046:
25043:
25040:
25035:
25031:
25008:
25004:
24992:
24991:
24985:
24971:
24967:
24944:
24940:
24928:
24914:
24910:
24893:
24890:
24877:
24872:
24868:
24864:
24861:
24858:
24838:
24835:
24832:
24829:
24826:
24823:
24818:
24814:
24810:
24807:
24804:
24799:
24794:
24790:
24784:
24781:
24776:
24773:
24770:
24767:
24764:
24759:
24755:
24751:
24748:
24745:
24742:
24739:
24736:
24733:
24730:
24725:
24721:
24717:
24714:
24711:
24689:
24685:
24661:
24658:
24653:
24649:
24626:
24623:
24618:
24610:
24607:
24604:
24583:
24576:
24573:
24570:
24545:
24539:
24535:
24531:
24528:
24522:
24519:
24497:
24494:
24490:
24486:
24481:
24477:
24467:In this case,
24456:
24451:
24447:
24442:
24438:
24434:
24431:
24428:
24422:
24416:
24413:
24408:
24405:
24402:
24399:
24394:
24390:
24386:
24383:
24380:
24377:
24354:
24349:
24345:
24340:
24336:
24332:
24329:
24326:
24320:
24317:
24314:
24309:
24305:
24301:
24295:
24292:
24287:
24284:
24281:
24276:
24272:
24268:
24245:
24242:
24238:
24234:
24231:
24226:
24222:
24218:
24215:
24212:
24209:
24206:
24203:
24200:
24197:
24192:
24188:
24184:
24181:
24178:
24175:
24172:
24169:
24166:
24163:
24158:
24154:
24150:
24147:
24144:
24122:
24119:
24115:
24110:
24107:
24104:
24099:
24095:
24091:
24086:
24082:
24078:
24073:
24069:
24064:
24061:
24058:
24053:
24049:
24045:
24042:
24039:
24036:
24031:
24027:
24006:
23984:
23980:
23967:
23964:
23952:
23945:
23941:
23936:
23933:
23930:
23927:
23924:
23918:
23915:
23893:
23889:
23865:
23840:
23836:
23814:
23794:
23788:
23785:
23780:
23777:
23774:
23771:
23768:
23765:
23759:
23756:
23736:
23716:
23713:
23710:
23707:
23691:
23688:
23676:
23670:
23667:
23664:
23661:
23658:
23655:
23652:
23649:
23646:
23643:
23636:
23632:
23628:
23625:
23619:
23616:
23611:
23608:
23604:
23600:
23597:
23594:
23591:
23586:
23582:
23559:
23553:
23550:
23547:
23544:
23542:
23539:
23536:
23535:
23532:
23529:
23527:
23524:
23521:
23518:
23517:
23515:
23510:
23507:
23485:
23479:
23476:
23474:
23471:
23470:
23465:
23461:
23457:
23454:
23452:
23449:
23448:
23446:
23441:
23438:
23413:
23410:
23386:
23381:
23355:
23350:
23325:
23322:
23318:
23295:
23292:
23288:
23263:
23239:
23217:
23214:
23210:
23206:
23203:
23200:
23177:
23174:
23171:
23168:
23165:
23162:
23159:
23156:
23152:
23148:
23145:
23142:
23139:
23134:
23130:
23126:
23121:
23117:
23113:
23108:
23104:
23100:
23095:
23091:
23087:
23084:
23079:
23074:
23047:
23042:
23033:
23028:
23023:
23018:
23013:
23008:
23004:
22996:
22990:
22985:
22982:
22978:
22952:
22947:
22938:
22933:
22928:
22923:
22918:
22913:
22909:
22901:
22895:
22890:
22887:
22883:
22859:
22837:
22813:
22809:
22805:
22800:
22795:
22791:
22787:
22784:
22780:
22776:
22771:
22766:
22762:
22758:
22755:
22751:
22747:
22742:
22738:
22717:
22713:
22709:
22704:
22700:
22696:
22693:
22689:
22685:
22680:
22676:
22654:
22631:
22626:
22622:
22600:
22577:
22572:
22568:
22546:
22525:
22521:
22517:
22512:
22508:
22486:
22463:
22458:
22436:
22433:
22430:
22427:
22424:
22421:
22418:
22415:
22412:
22409:
22405:
22382:
22377:
22374:
22371:
22368:
22365:
22362:
22359:
22353:
22350:
22344:
22343:
22340:
22337:
22334:
22331:
22328:
22325:
22322:
22319:
22316:
22313:
22310:
22307:
22301:
22298:
22292:
22291:
22288:
22285:
22282:
22279:
22276:
22273:
22270:
22267:
22264:
22261:
22258:
22255:
22252:
22246:
22243:
22237:
22236:
22233:
22230:
22227:
22224:
22221:
22218:
22215:
22212:
22209:
22206:
22203:
22197:
22194:
22188:
22187:
22185:
22161:
22141:
22121:
22101:
22081:
22045:
22042:
22024:
22020:
21992:
21988:
21965:
21961:
21949:
21948:
21937:
21927:
21924:
21921:
21918:
21915:
21910:
21906:
21902:
21899:
21896:
21893:
21890:
21887:
21882:
21878:
21874:
21871:
21868:
21865:
21860:
21856:
21852:
21847:
21844:
21841:
21837:
21833:
21830:
21827:
21824:
21821:
21818:
21815:
21812:
21809:
21806:
21801:
21797:
21786:
21768:
21765:
21762:
21759:
21756:
21751:
21747:
21743:
21740:
21737:
21734:
21731:
21728:
21723:
21719:
21715:
21712:
21709:
21706:
21701:
21697:
21693:
21688:
21685:
21682:
21678:
21674:
21671:
21668:
21663:
21659:
21633:
21629:
21600:
21597:
21594:
21574:
21571:
21566:
21562:
21541:
21538:
21533:
21529:
21508:
21505:
21500:
21496:
21473:
21469:
21448:
21443:
21439:
21435:
21432:
21429:
21426:
21423:
21418:
21414:
21410:
21405:
21401:
21397:
21394:
21391:
21385:
21381:
21374:
21370:
21365:
21359:
21353:
21348:
21344:
21320:
21300:
21297:
21284:
21262:
21259:
21237:
21217:
21196:
21176:
21165:geometric mean
21150:
21147:
21142:
21139:
21136:
21133:
21130:
21127:
21122:
21118:
21088:
21084:
21080:
21058:
21055:
21052:
21048:
21025:
21021:
21000:
20978:
20975:
20971:
20950:
20930:
20910:
20890:
20870:
20848:
20845:
20841:
20820:
20815:
20809:
20806:
20804:
20801:
20800:
20797:
20794:
20792:
20789:
20788:
20786:
20781:
20778:
20758:
20735:
20715:
20693:
20690:
20687:
20684:
20681:
20678:
20673:
20669:
20648:
20615:
20611:
20588:
20584:
20571:
20568:
20561:
20560:
20549:
20546:
20543:
20540:
20537:
20534:
20531:
20528:
20525:
20520:
20516:
20512:
20509:
20506:
20503:
20500:
20497:
20494:
20491:
20477:
20476:
20465:
20461:
20457:
20454:
20450:
20447:
20444:
20441:
20436:
20431:
20427:
20423:
20419:
20415:
20412:
20409:
20406:
20403:
20400:
20397:
20392:
20388:
20373:
20372:
20361:
20358:
20353:
20348:
20345:
20342:
20339:
20336:
20333:
20327:
20322:
20318:
20314:
20310:
20306:
20303:
20300:
20297:
20294:
20291:
20284:
20280:
20274:
20270:
20266:
20263:
20240:
20237:
20234:
20231:
20211:
20208:
20205:
20202:
20191:
20190:
20179:
20176:
20173:
20170:
20167:
20164:
20161:
20158:
20155:
20152:
20149:
20146:
20143:
20140:
20137:
20134:
20131:
20128:
20123:
20119:
20115:
20112:
20109:
20106:
20103:
20100:
20097:
20092:
20088:
20064:
20061:
20058:
20055:
20052:
20049:
20046:
20043:
20040:
20037:
20034:
20031:
20028:
20025:
20022:
20019:
20016:
20013:
20010:
20007:
20004:
20001:
19998:
19995:
19992:
19989:
19986:
19963:
19960:
19957:
19954:
19951:
19948:
19945:
19942:
19939:
19936:
19933:
19928:
19924:
19912:
19911:
19900:
19897:
19892:
19888:
19885:
19882:
19879:
19876:
19873:
19870:
19867:
19864:
19859:
19855:
19851:
19848:
19845:
19842:
19839:
19836:
19833:
19830:
19827:
19824:
19819:
19815:
19811:
19808:
19805:
19802:
19799:
19796:
19793:
19790:
19787:
19784:
19779:
19775:
19770:
19762:
19758:
19752:
19748:
19744:
19741:
19738:
19735:
19732:
19729:
19726:
19712:
19711:
19700:
19697:
19694:
19691:
19688:
19685:
19682:
19679:
19676:
19673:
19670:
19667:
19664:
19661:
19658:
19632:
19629:
19626:
19621:
19617:
19613:
19610:
19607:
19604:
19593:
19592:
19579:
19575:
19571:
19567:
19564:
19561:
19556:
19552:
19548:
19545:
19542:
19539:
19536:
19531:
19527:
19523:
19520:
19517:
19514:
19507:
19503:
19497:
19493:
19489:
19486:
19483:
19480:
19477:
19474:
19471:
19468:
19465:
19462:
19459:
19456:
19453:
19450:
19436:
19435:
19424:
19421:
19418:
19415:
19412:
19409:
19406:
19403:
19400:
19397:
19394:
19391:
19388:
19385:
19382:
19379:
19376:
19373:
19370:
19367:
19364:
19361:
19358:
19355:
19352:
19349:
19346:
19343:
19340:
19335:
19331:
19327:
19324:
19321:
19318:
19315:
19312:
19309:
19304:
19300:
19288:
19287:
19276:
19273:
19270:
19267:
19264:
19261:
19258:
19255:
19252:
19249:
19246:
19243:
19240:
19237:
19234:
19231:
19228:
19225:
19222:
19219:
19216:
19213:
19207:
19203:
19199:
19196:
19193:
19190:
19185:
19181:
19177:
19174:
19171:
19168:
19165:
19160:
19156:
19152:
19149:
19146:
19143:
19135:
19131:
19125:
19121:
19117:
19114:
19111:
19108:
19105:
19102:
19099:
19096:
19093:
19090:
19087:
19084:
19081:
19076:
19072:
19068:
19065:
19062:
19059:
19056:
19053:
19050:
19045:
19041:
19029:
19028:
19015:
19011:
19007:
19003:
19000:
18997:
18992:
18988:
18984:
18981:
18978:
18975:
18972:
18967:
18963:
18959:
18956:
18953:
18950:
18943:
18939:
18933:
18929:
18925:
18922:
18919:
18916:
18913:
18910:
18907:
18904:
18901:
18898:
18895:
18892:
18889:
18886:
18883:
18880:
18877:
18874:
18871:
18868:
18865:
18862:
18859:
18856:
18853:
18848:
18844:
18840:
18837:
18834:
18831:
18828:
18825:
18822:
18817:
18813:
18785:
18782:
18779:
18774:
18770:
18758:
18757:
18746:
18743:
18739:
18736:
18733:
18730:
18727:
18724:
18717:
18713:
18707:
18703:
18699:
18696:
18693:
18690:
18687:
18676:
18675:
18664:
18661:
18657:
18654:
18651:
18648:
18645:
18642:
18635:
18631:
18625:
18621:
18617:
18614:
18611:
18608:
18605:
18594:
18593:
18582:
18579:
18575:
18572:
18569:
18566:
18563:
18560:
18553:
18549:
18543:
18539:
18535:
18532:
18529:
18526:
18523:
18500:
18497:
18494:
18491:
18488:
18485:
18482:
18479:
18476:
18473:
18470:
18467:
18464:
18461:
18458:
18455:
18452:
18449:
18446:
18443:
18430:
18427:
18426:
18425:
18414:
18411:
18408:
18405:
18401:
18398:
18395:
18390:
18386:
18380:
18375:
18371:
18365:
18361:
18346:
18345:
18332:
18329:
18326:
18323:
18320:
18317:
18314:
18311:
18308:
18305:
18301:
18292:
18289:
18286:
18282:
18278:
18275:
18272:
18269:
18266:
18263:
18260:
18256:
18251:
18248:
18245:
18242:
18239:
18236:
18231:
18227:
18205:
18204:
18189:
18186:
18183:
18180:
18177:
18174:
18171:
18168:
18165:
18162:
18159:
18156:
18151:
18147:
18143:
18140:
18137:
18134:
18131:
18128:
18123:
18119:
18115:
18112:
18109:
18106:
18103:
18098:
18094:
18090:
18087:
18084:
18080:
18077:
18074:
18071:
18068:
18065:
18063:
18058:
18055:
18050:
18047:
18041:
18040:
18037:
18034:
18031:
18028:
18025:
18022:
18019:
18016:
18013:
18010:
18007:
18004:
17999:
17995:
17991:
17988:
17985:
17982:
17979:
17976:
17973:
17970:
17967:
17964:
17959:
17955:
17951:
17948:
17945:
17941:
17938:
17933:
17930:
17925:
17922:
17919:
17916:
17913:
17910:
17907:
17904:
17901:
17899:
17894:
17891:
17886:
17883:
17877:
17876:
17860:
17857:
17856:
17855:
17840:
17836:
17832:
17826:
17820:
17817:
17812:
17809:
17805:
17801:
17798:
17795:
17792:
17778:
17777:
17762:
17759:
17756:
17753:
17750:
17747:
17744:
17741:
17738:
17735:
17732:
17730:
17725:
17722:
17717:
17714:
17708:
17707:
17704:
17699:
17696:
17691:
17688:
17685:
17682:
17679:
17676:
17673:
17670:
17667:
17664:
17661:
17658:
17655:
17652:
17649:
17646:
17643:
17641:
17636:
17633:
17628:
17625:
17619:
17618:
17603:
17600:
17595:
17594:
17583:
17578:
17574:
17570:
17567:
17564:
17561:
17558:
17544:
17543:
17532:
17529:
17526:
17523:
17520:
17516:
17513:
17508:
17505:
17502:
17499:
17496:
17493:
17490:
17474:
17471:
17462:
17461:
17446:
17442:
17438:
17433:
17430:
17427:
17422:
17418:
17414:
17411:
17397:
17396:
17385:
17381:
17376:
17372:
17369:
17366:
17363:
17360:
17357:
17354:
17349:
17345:
17340:
17336:
17333:
17327:
17324:
17321:
17318:
17315:
17310:
17306:
17301:
17295:
17291:
17288:
17285:
17282:
17278:
17274:
17271:
17268:
17265:
17262:
17259:
17256:
17253:
17250:
17246:
17240:
17237:
17234:
17231:
17227:
17223:
17220:
17217:
17214:
17211:
17208:
17205:
17201:
17198:
17195:
17192:
17189:
17186:
17183:
17180:
17175:
17171:
17159:
17158:
17146:
17142:
17139:
17135:
17131:
17128:
17125:
17121:
17117:
17113:
17109:
17106:
17103:
17100:
17097:
17093:
17089:
17086:
17083:
17080:
17077:
17074:
17071:
17068:
17065:
17061:
17055:
17052:
17049:
17046:
17042:
17038:
17035:
17032:
17029:
17026:
17023:
17020:
17017:
17012:
17008:
16984:
16964:
16953:
16952:
16941:
16938:
16935:
16932:
16929:
16926:
16923:
16920:
16915:
16912:
16909:
16906:
16902:
16878:
16867:
16866:
16851:
16848:
16845:
16842:
16839:
16836:
16833:
16830:
16828:
16823:
16820:
16815:
16812:
16806:
16805:
16802:
16799:
16796:
16793:
16790:
16787:
16784:
16781:
16776:
16773:
16768:
16765:
16762:
16760:
16755:
16752:
16747:
16744:
16738:
16737:
16734:
16729:
16726:
16721:
16718:
16715:
16712:
16709:
16706:
16703:
16700:
16697:
16694:
16691:
16688:
16685:
16682:
16680:
16675:
16672:
16667:
16664:
16658:
16657:
16634:
16631:
16628:
16625:
16622:
16619:
16616:
16603:
16600:
16587:
16575:
16572:
16555:
16551:
16546:
16541:
16537:
16530:
16524:
16520:
16516:
16513:
16510:
16505:
16502:
16499:
16495:
16491:
16488:
16466:
16444:
16441:
16438:
16434:
16411:
16407:
16384:
16380:
16359:
16337:
16333:
16306:
16301:
16297:
16290:
16286:
16282:
16279:
16274:
16270:
16266:
16258:
16253:
16249:
16243:
16238:
16235:
16232:
16228:
16200:
16195:
16191:
16183:
16180:
16175:
16170:
16166:
16143:
16140:
16137:
16132:
16128:
16124:
16121:
16118:
16113:
16109:
16083:
16080:
16075:
16071:
16063:
16060:
16057:
16053:
16047:
16042:
16038:
16030:
16027:
16022:
16019:
16014:
16009:
16005:
16001:
15995:
15992:
15987:
15982:
15978:
15959:
15956:
15951:
15943:
15939:
15927:
15915:
15911:
15907:
15903:
15891:
15880:
15879:
15863:
15860:
15855:
15850:
15845:
15838:
15835:
15832:
15828:
15805:
15804:
15781:
15778:
15775:
15771:
15765:
15758:
15755:
15752:
15748:
15732:
15709:
15706:
15703:
15699:
15693:
15686:
15683:
15680:
15676:
15660:
15639:
15634:
15631:
15624:
15621:
15618:
15614:
15608:
15603:
15598:
15595:
15588:
15585:
15582:
15578:
15557:
15553:
15549:
15545:
15541:
15537:
15533:
15525:
15511:
15507:
15484:social physics
15474:
15470:
15467:
15457:
15454:
15448:
15445:
15431:
15409:
15405:
15382:
15378:
15355:
15351:
15339:
15338:
15323:
15320:
15317:
15314:
15311:
15306:
15302:
15296:
15292:
15288:
15285:
15280:
15276:
15272:
15270:
15267:
15264:
15261:
15258:
15253:
15249:
15246:
15243:
15237:
15234:
15229:
15225:
15219:
15215:
15211:
15208:
15203:
15199:
15195:
15193:
15190:
15185:
15181:
15178:
15175:
15169:
15166:
15161:
15157:
15151:
15147:
15143:
15140:
15135:
15131:
15127:
15125:
15109:
15106:
15101:
15100:
15089:
15086:
15083:
15080:
15077:
15074:
15071:
15068:
15065:
15062:
15059:
15056:
15053:
15050:
15047:
15044:
15041:
15038:
15035:
15032:
15029:
15026:
15021:
15018:
15015:
15012:
15008:
15004:
15001:
14998:
14995:
14992:
14985:
14982:
14979:
14974:
14971:
14968:
14965:
14957:
14952:
14948:
14942:
14939:
14914:
14911:
14908:
14905:
14902:
14899:
14896:
14885:
14884:
14869:
14866:
14863:
14860:
14857:
14854:
14851:
14848:
14843:
14840:
14835:
14832:
14829:
14826:
14823:
14820:
14818:
14813:
14810:
14805:
14802:
14796:
14795:
14792:
14787:
14784:
14779:
14776:
14773:
14770:
14767:
14764:
14761:
14758:
14755:
14752:
14749:
14746:
14744:
14739:
14736:
14731:
14728:
14722:
14721:
14704:
14703:
14692:
14689:
14686:
14683:
14680:
14677:
14674:
14671:
14668:
14665:
14662:
14658:
14653:
14650:
14645:
14642:
14639:
14636:
14633:
14630:
14606:
14603:
14602:
14601:
14600:
14599:
14598:
14597:
14581:
14576:
14571:
14566:
14561:
14556:
14551:
14546:
14541:
14536:
14531:
14507:
14504:
14503:
14502:
14501:
14500:
14485:
14482:
14479:
14476:
14473:
14470:
14467:
14465:
14460:
14457:
14452:
14449:
14443:
14442:
14439:
14436:
14433:
14430:
14427:
14424:
14421:
14418:
14415:
14412:
14409:
14407:
14402:
14399:
14394:
14391:
14385:
14384:
14381:
14378:
14375:
14372:
14369:
14366:
14363:
14358:
14354:
14351:
14348:
14342:
14339:
14337:
14332:
14329:
14324:
14321:
14315:
14314:
14311:
14308:
14305:
14300:
14296:
14293:
14290:
14284:
14281:
14278:
14275:
14272:
14270:
14265:
14262:
14257:
14254:
14248:
14247:
14244:
14241:
14238:
14235:
14232:
14229:
14226:
14223:
14220:
14218:
14213:
14210:
14205:
14202:
14196:
14195:
14185:
14184:
14183:
14168:
14163:
14158:
14153:
14148:
14143:
14138:
14133:
14128:
14105:
14102:
14101:
14100:
14099:
14098:
14083:
14080:
14077:
14074:
14071:
14068:
14065:
14062:
14059:
14056:
14053:
14051:
14046:
14043:
14038:
14035:
14029:
14028:
14025:
14022:
14019:
14016:
14013:
14010:
14007:
14002:
13998:
13995:
13992:
13986:
13983:
13981:
13976:
13973:
13968:
13965:
13959:
13958:
13955:
13952:
13949:
13946:
13943:
13940:
13935:
13931:
13928:
13925:
13919:
13916:
13913:
13910:
13908:
13903:
13900:
13895:
13892:
13886:
13885:
13861:
13860:
13859:
13858:
13857:
13856:
13840:
13835:
13830:
13825:
13820:
13815:
13810:
13786:
13785:The SEIS model
13783:
13779:
13778:
13761:
13757:
13753:
13750:
13747:
13744:
13741:
13738:
13733:
13729:
13725:
13722:
13719:
13717:
13712:
13709:
13702:
13698:
13694:
13688:
13687:
13682:
13678:
13674:
13671:
13668:
13665:
13662:
13659:
13654:
13650:
13646:
13643:
13640:
13637:
13634:
13631:
13629:
13624:
13621:
13614:
13610:
13606:
13600:
13599:
13576:
13573:
13570:
13567:
13556:
13555:
13544:
13541:
13538:
13535:
13531:
13527:
13524:
13521:
13518:
13515:
13512:
13509:
13506:
13503:
13500:
13497:
13494:
13491:
13488:
13485:
13482:
13479:
13476:
13473:
13469:
13463:
13460:
13457:
13454:
13450:
13446:
13443:
13440:
13437:
13434:
13431:
13428:
13425:
13422:
13419:
13414:
13410:
13399:
13388:
13385:
13382:
13379:
13376:
13373:
13370:
13367:
13364:
13361:
13358:
13355:
13352:
13349:
13346:
13342:
13338:
13335:
13332:
13329:
13326:
13323:
13320:
13317:
13314:
13311:
13308:
13305:
13302:
13299:
13296:
13293:
13290:
13287:
13284:
13280:
13274:
13271:
13268:
13265:
13261:
13257:
13254:
13251:
13246:
13242:
13227:
13226:
13214:
13210:
13207:
13204:
13201:
13198:
13195:
13192:
13189:
13186:
13183:
13180:
13177:
13174:
13171:
13168:
13165:
13162:
13159:
13156:
13153:
13150:
13147:
13144:
13141:
13138:
13135:
13130:
13126:
13122:
13119:
13116:
13113:
13110:
13107:
13104:
13101:
13098:
13095:
13092:
13089:
13086:
13083:
13079:
13075:
13071:
13067:
13064:
13061:
13058:
13055:
13052:
13049:
13046:
13043:
13040:
13037:
13034:
13031:
13028:
13025:
13022:
13019:
13016:
13013:
13009:
12990:
12989:
12978:
12972:
12969:
12966:
12962:
12954:
12951:
12948:
12944:
12939:
12934:
12930:
12903:
12883:
12880:
12877:
12874:
12871:
12868:
12865:
12862:
12859:
12856:
12845:
12844:
12829:
12826:
12823:
12820:
12817:
12814:
12811:
12808:
12806:
12801:
12798:
12793:
12790:
12784:
12783:
12780:
12777:
12774:
12771:
12768:
12765:
12762:
12759:
12756:
12753:
12750:
12748:
12743:
12740:
12735:
12732:
12726:
12725:
12722:
12719:
12716:
12713:
12710:
12707:
12704:
12699:
12695:
12692:
12689:
12683:
12680:
12678:
12673:
12670:
12665:
12662:
12656:
12655:
12650:
12646:
12643:
12640:
12634:
12631:
12628:
12625:
12622:
12619:
12616:
12613:
12611:
12606:
12603:
12598:
12595:
12589:
12588:
12565:
12545:
12542:
12522:
12500:
12497:
12493:
12472:
12444:
12443:The SEIR model
12441:
12412:
12409:
12408:
12407:
12406:
12405:
12390:
12387:
12384:
12381:
12378:
12375:
12372:
12370:
12365:
12362:
12357:
12354:
12348:
12347:
12344:
12341:
12338:
12335:
12332:
12329:
12324:
12320:
12317:
12314:
12308:
12305:
12303:
12298:
12295:
12290:
12287:
12281:
12280:
12277:
12274:
12271:
12266:
12262:
12259:
12256:
12250:
12247:
12244:
12241:
12238:
12236:
12231:
12228:
12223:
12220:
12214:
12213:
12210:
12207:
12204:
12201:
12198:
12195:
12192:
12189:
12186:
12184:
12179:
12176:
12171:
12168:
12162:
12161:
12105:
12104:The MSIR model
12102:
12088:
12085:
12082:
12079:
12076:
12073:
12070:
12067:
12064:
12061:
12058:
12055:
12052:
12032:
12029:
12026:
12023:
12012:
12011:
12010:
12009:
11998:
11995:
11992:
11989:
11986:
11983:
11978:
11973:
11969:
11965:
11962:
11959:
11956:
11953:
11937:
11936:
11935:
11934:
11919:
11916:
11913:
11910:
11907:
11904:
11898:
11895:
11890:
11887:
11881:
11879:
11876:
11873:
11870:
11867:
11864:
11861:
11858:
11852:
11849:
11844:
11841:
11835:
11833:
11830:
11827:
11824:
11821:
11818:
11815:
11812:
11806:
11803:
11798:
11795:
11789:
11787:
11784:
11781:
11778:
11775:
11772:
11769:
11766:
11763:
11760:
11757:
11754:
11751:
11748:
11745:
11742:
11739:
11736:
11730:
11727:
11722:
11719:
11713:
11711:
11708:
11705:
11702:
11699:
11696:
11693:
11690:
11687:
11684:
11681:
11678:
11672:
11669:
11664:
11661:
11655:
11653:
11628:
11625:
11622:
11619:
11599:
11596:
11593:
11590:
11586:
11582:
11579:
11576:
11573:
11570:
11567:
11547:
11544:
11541:
11538:
11534:
11530:
11527:
11524:
11521:
11518:
11515:
11495:
11492:
11489:
11486:
11482:
11478:
11475:
11472:
11469:
11466:
11463:
11443:
11440:
11437:
11434:
11431:
11428:
11425:
11422:
11419:
11416:
11413:
11410:
11407:
11404:
11401:
11398:
11378:
11375:
11372:
11369:
11366:
11363:
11343:
11340:
11337:
11334:
11331:
11328:
11325:
11322:
11302:
11299:
11296:
11293:
11290:
11287:
11284:
11281:
11278:
11275:
11272:
11269:
11266:
11263:
11260:
11257:
11254:
11251:
11248:
11237:
11236:
11221:
11218:
11215:
11212:
11209:
11206:
11200:
11197:
11192:
11189:
11183:
11181:
11178:
11175:
11172:
11169:
11166:
11163:
11160:
11154:
11151:
11146:
11143:
11137:
11135:
11132:
11129:
11126:
11123:
11120:
11117:
11114:
11108:
11105:
11100:
11097:
11091:
11089:
11086:
11083:
11080:
11077:
11074:
11071:
11068:
11065:
11062:
11059:
11056:
11053:
11050:
11047:
11044:
11041:
11038:
11035:
11032:
11029:
11023:
11020:
11015:
11012:
11006:
11004:
11001:
10998:
10995:
10992:
10989:
10986:
10983:
10980:
10977:
10974:
10971:
10968:
10965:
10962:
10959:
10953:
10950:
10945:
10942:
10936:
10934:
10903:
10900:
10897:
10894:
10891:
10888:
10885:
10882:
10879:
10863:
10860:
10847:
10844:
10839:
10835:
10814:
10794:
10774:
10771:
10766:
10762:
10757:
10753:
10746:
10741:
10737:
10712:
10708:
10702:
10698:
10673:
10669:
10646:
10642:
10616:
10612:
10574:
10570:
10546:
10543:
10540:
10537:
10534:
10531:
10528:
10525:
10522:
10519:
10516:
10496:
10493:
10490:
10487:
10484:
10481:
10478:
10475:
10472:
10469:
10466:
10463:
10460:
10457:
10454:
10451:
10448:
10445:
10442:
10439:
10436:
10416:
10413:
10410:
10407:
10385:
10381:
10358:
10354:
10333:
10330:
10327:
10324:
10321:
10318:
10315:
10312:
10292:
10289:
10286:
10283:
10279:
10275:
10272:
10269:
10266:
10263:
10260:
10240:
10237:
10234:
10231:
10227:
10223:
10220:
10217:
10214:
10211:
10208:
10188:
10185:
10182:
10179:
10176:
10173:
10170:
10167:
10164:
10161:
10158:
10138:
10135:
10132:
10129:
10126:
10123:
10120:
10100:
10097:
10094:
10091:
10088:
10085:
10082:
10079:
10076:
10073:
10070:
10050:
10047:
10044:
10041:
10038:
10019:
10018:
10003:
10000:
9997:
9994:
9991:
9988:
9985:
9979:
9976:
9971:
9968:
9962:
9960:
9957:
9954:
9951:
9948:
9945:
9942:
9939:
9933:
9930:
9925:
9922:
9916:
9914:
9911:
9908:
9905:
9902:
9899:
9896:
9893:
9888:
9884:
9881:
9878:
9875:
9872:
9869:
9863:
9857:
9854:
9849:
9846:
9840:
9838:
9835:
9832:
9829:
9826:
9823:
9820:
9817:
9812:
9808:
9805:
9802:
9799:
9796:
9793:
9787:
9784:
9778:
9775:
9770:
9767:
9761:
9759:
9740:
9739:The SIRV model
9737:
9724:
9721:
9718:
9715:
9712:
9701:
9700:
9685:
9682:
9679:
9676:
9670:
9667:
9662:
9659:
9653:
9651:
9648:
9645:
9642:
9639:
9633:
9630:
9625:
9622:
9616:
9614:
9611:
9608:
9605:
9602:
9599:
9596:
9593:
9588:
9584:
9581:
9578:
9572:
9566:
9563:
9558:
9555:
9549:
9547:
9544:
9539:
9535:
9532:
9529:
9523:
9520:
9514:
9511:
9506:
9503:
9497:
9495:
9456:
9453:
9450:
9430:
9427:
9424:
9404:
9401:
9398:
9389:and mortality
9378:
9375:
9372:
9352:
9349:
9346:
9343:
9340:
9337:
9334:
9331:
9328:
9325:
9322:
9319:
9316:
9313:
9310:
9307:
9304:
9301:
9298:
9295:
9268:
9265:
9262:
9253:and mortality
9242:
9239:
9236:
9216:
9213:
9210:
9190:
9187:
9184:
9181:
9178:
9175:
9172:
9169:
9166:
9163:
9160:
9157:
9154:
9151:
9148:
9145:
9142:
9139:
9136:
9133:
9117:
9116:The SIRD model
9114:
9110:
9109:
9098:
9095:
9092:
9089:
9086:
9083:
9080:
9077:
9074:
9068:
9065:
9060:
9057:
9031:
9028:
9025:
9022:
9019:
8995:
8992:
8989:
8969:
8966:
8963:
8936:
8933:
8930:
8927:
8924:
8921:
8918:
8915:
8912:
8909:
8906:
8886:
8883:
8878:
8874:
8869:
8863:
8859:
8855:
8852:
8832:
8829:
8826:
8823:
8820:
8800:
8797:
8794:
8790:
8786:
8783:
8780:
8777:
8774:
8769:
8765:
8753:
8752:
8735:
8732:
8729:
8725:
8721:
8718:
8715:
8709:
8705:
8699:
8696:
8693:
8690:
8687:
8662:
8659:
8655:
8651:
8648:
8637:
8636:
8621:
8618:
8614:
8608:
8605:
8600:
8597:
8593:
8589:
8586:
8583:
8580:
8577:
8572:
8569:
8566:
8563:
8559:
8555:
8552:
8549:
8544:
8541:
8536:
8534:
8531:
8528:
8525:
8522:
8519:
8516:
8513:
8508:
8505:
8502:
8499:
8495:
8491:
8488:
8485:
8480:
8477:
8472:
8470:
8447:
8444:
8441:
8438:
8435:
8432:
8429:
8414:
8413:
8399:
8395:
8389:
8386:
8381:
8378:
8375:
8372:
8369:
8366:
8363:
8360:
8354:
8351:
8346:
8343:
8326:
8325:
8313:
8310:
8307:
8304:
8301:
8298:
8295:
8292:
8289:
8286:
8283:
8280:
8277:
8274:
8268:
8265:
8260:
8257:
8251:
8245:
8242:
8237:
8234:
8213:
8212:
8197:
8194:
8191:
8186:
8182:
8179:
8176:
8170:
8167:
8165:
8160:
8157:
8152:
8149:
8143:
8142:
8139:
8136:
8133:
8128:
8124:
8121:
8118:
8112:
8109:
8106:
8104:
8099:
8096:
8091:
8088:
8082:
8081:
8039:
8036:
8034:
8031:
8025:
8022:
8021:
8020:
8009:
8003:
8000:
7997:
7993:
7988:
7982:
7979:
7976:
7971:
7968:
7962:
7959:
7932:
7929:
7926:
7922:
7899:
7893:
7889:
7886:
7879:
7876:
7865:
7864:
7853:
7847:
7844:
7841:
7836:
7833:
7827:
7824:
7801:
7798:
7787:
7786:
7775:
7769:
7766:
7763:
7759:
7754:
7751:
7748:
7742:
7739:
7736:
7733:
7730:
7727:
7724:
7720:
7714:
7709:
7705:
7701:
7698:
7695:
7690:
7686:
7682:
7677:
7673:
7669:
7666:
7663:
7660:
7657:
7632:
7628:
7605:
7601:
7580:
7577:
7572:
7568:
7564:
7559:
7555:
7551:
7548:
7545:
7542:
7539:
7522:
7519:
7505:
7501:
7497:
7477:
7457:
7454:
7451:
7431:
7428:
7425:
7422:
7419:
7416:
7396:
7392:
7388:
7368:
7348:
7328:
7308:
7288:
7268:
7256:
7255:
7244:
7241:
7238:
7232:
7229:
7224:
7221:
7207:
7206:
7195:
7192:
7189:
7186:
7183:
7180:
7177:
7171:
7168:
7163:
7160:
7146:
7145:
7134:
7131:
7128:
7125:
7122:
7116:
7113:
7108:
7105:
7079:
7059:
7039:
7019:
6999:
6996:
6993:
6990:
6987:
6984:
6964:
6961:
6958:
6955:
6952:
6949:
6929:
6926:
6923:
6920:
6917:
6914:
6893:
6873:
6870:
6867:
6864:
6861:
6858:
6855:
6852:
6849:
6846:
6843:
6840:
6837:
6834:
6831:
6828:
6817:
6816:
6800:
6795:
6790:
6785:
6780:
6761:
6760:
6747:
6744:
6741:
6738:
6728:
6716:
6713:
6710:
6707:
6697:
6685:
6682:
6679:
6676:
6653:
6650:
6647:
6644:
6624:
6621:
6618:
6615:
6595:
6592:
6589:
6586:
6558:
6555:
6552:
6532:
6529:
6526:
6506:
6503:
6500:
6480:
6477:
6474:
6471:
6468:
6465:
6462:
6459:
6456:
6453:
6450:
6447:
6444:
6441:
6438:
6435:
6432:
6429:
6426:
6423:
6396:
6393:
6390:
6370:
6367:
6364:
6344:
6341:
6338:
6335:
6332:
6329:
6326:
6323:
6320:
6317:
6314:
6311:
6308:
6305:
6302:
6299:
6296:
6293:
6290:
6287:
6271:
6268:
6252:
6248:
6236:
6235:
6224:
6220:
6215:
6211:
6208:
6203:
6199:
6194:
6188:
6185:
6180:
6176:
6172:
6169:
6164:
6160:
6155:
6149:
6146:
6141:
6136:
6132:
6129:
6126:
6119:
6115:
6105:
6102:
6099:
6096:
6093:
6090:
6087:
6084:
6081:
6078:
6075:
6072:
6069:
6066:
6063:
6060:
6057:
6052:
6049:
6046:
6042:
6038:
6035:
6032:
6029:
6026:
6023:
6020:
6017:
6014:
6011:
6006:
6002:
5991:
5979:
5975:
5972:
5969:
5966:
5961:
5958:
5952:
5948:
5938:
5935:
5932:
5929:
5926:
5923:
5920:
5917:
5914:
5911:
5908:
5905:
5902:
5899:
5896:
5893:
5890:
5885:
5882:
5879:
5875:
5871:
5868:
5865:
5860:
5856:
5841:
5840:
5829:
5823:
5820:
5817:
5813:
5808:
5803:
5799:
5780:
5779:
5768:
5764:
5760:
5757:
5754:
5751:
5746:
5743:
5737:
5733:
5729:
5725:
5722:
5719:
5716:
5713:
5710:
5707:
5704:
5701:
5698:
5695:
5692:
5689:
5686:
5682:
5667:
5666:
5651:
5648:
5645:
5642:
5639:
5636:
5633:
5631:
5626:
5623:
5618:
5615:
5609:
5608:
5605:
5602:
5599:
5596:
5593:
5590:
5585:
5581:
5578:
5575:
5569:
5566:
5564:
5559:
5556:
5551:
5548:
5542:
5541:
5536:
5532:
5529:
5526:
5520:
5517:
5514:
5511:
5508:
5505:
5502:
5500:
5495:
5492:
5487:
5484:
5478:
5477:
5454:
5434:
5422:
5419:
5404:
5400:
5395:
5391:
5388:
5385:
5365:
5362:
5357:
5353:
5330:
5326:
5322:
5317:
5313:
5288:
5285:
5280:
5276:
5255:
5252:
5247:
5243:
5220:
5216:
5193:
5189:
5185:
5182:
5177:
5173:
5150:
5146:
5142:
5139:
5134:
5130:
5106:
5102:
5079:
5075:
5047:
5025:
5021:
4991:
4988:
4983:
4979:
4958:
4955:
4950:
4946:
4925:
4922:
4917:
4913:
4889:
4885:
4861:
4857:
4830:
4826:
4822:
4801:
4797:
4793:
4770:
4766:
4745:
4723:
4702:
4699:
4678:
4658:
4638:
4618:
4615:
4610:
4606:
4585:
4582:
4577:
4573:
4549:
4546:
4542:
4538:
4535:
4532:
4529:
4524:
4520:
4497:
4494:
4490:
4486:
4483:
4480:
4477:
4472:
4468:
4445:
4441:
4430:
4429:
4428:
4427:
4413:
4408:
4404:
4398:
4393:
4389:
4382:
4377:
4373:
4359:
4358:
4354:
4353:
4352:
4351:
4336:
4332:
4326:
4322:
4316:
4311:
4307:
4293:
4292:
4288:
4287:
4286:
4285:
4270:
4266:
4260:
4256:
4250:
4245:
4241:
4227:
4226:
4210:
4207:
4194:
4191:
4188:
4168:
4165:
4162:
4159:
4139:
4136:
4133:
4130:
4110:
4107:
4104:
4101:
4081:
4078:
4075:
4072:
4052:
4049:
4046:
4043:
3986:
3982:
3959:
3955:
3932:
3928:
3904:
3884:
3864:
3844:
3841:
3838:
3834:
3830:
3827:
3807:
3804:
3801:
3798:
3795:
3792:
3772:
3769:
3766:
3763:
3760:
3757:
3737:
3734:
3730:
3726:
3706:
3686:
3660:
3657:
3652:
3649:
3646:
3643:
3640:
3636:
3615:
3595:
3592:
3589:
3586:
3575:
3574:
3557:
3553:
3549:
3545:
3540:
3536:
3532:
3529:
3524:
3519:
3515:
3509:
3506:
3501:
3498:
3496:
3494:
3491:
3488:
3485:
3482:
3481:
3478:
3475:
3472:
3469:
3466:
3463:
3460:
3457:
3454:
3451:
3448:
3445:
3443:
3441:
3438:
3435:
3432:
3429:
3428:
3425:
3422:
3419:
3416:
3413:
3410:
3407:
3404:
3401:
3398:
3395:
3392:
3389:
3387:
3385:
3382:
3379:
3376:
3373:
3372:
3367:
3364:
3361:
3358:
3355:
3351:
3347:
3344:
3341:
3338:
3335:
3332:
3330:
3328:
3325:
3322:
3319:
3316:
3315:
3289:
3286:
3281:
3277:
3256:
3253:
3250:
3247:
3244:
3241:
3238:
3218:
3215:
3212:
3209:
3205:
3199:
3195:
3191:
3188:
3183:
3179:
3175:
3172:
3169:
3166:
3163:
3160:
3155:
3151:
3147:
3144:
3140:
3136:
3131:
3127:
3104:
3100:
3079:
3076:
3073:
3068:
3064:
3060:
3055:
3031:
3027:
3015:
3014:
3003:
3000:
2997:
2994:
2991:
2986:
2982:
2977:
2974:
2971:
2968:
2965:
2962:
2959:
2956:
2953:
2950:
2947:
2944:
2941:
2938:
2935:
2932:
2929:
2926:
2923:
2920:
2917:
2914:
2911:
2908:
2905:
2902:
2899:
2896:
2893:
2888:
2883:
2880:
2877:
2874:
2869:
2864:
2861:
2858:
2855:
2850:
2845:
2831:
2830:
2819:
2814:
2810:
2807:
2801:
2798:
2794:
2788:
2783:
2779:
2775:
2770:
2763:
2759:
2751:
2747:
2743:
2735:
2730:
2726:
2720:
2717:
2712:
2709:
2695:
2694:
2683:
2680:
2677:
2674:
2671:
2668:
2665:
2662:
2659:
2656:
2653:
2650:
2647:
2644:
2641:
2636:
2624:
2613:
2610:
2607:
2602:
2597:
2594:
2591:
2588:
2583:
2578:
2575:
2572:
2569:
2566:
2563:
2558:
2546:
2535:
2532:
2529:
2526:
2523:
2520:
2517:
2514:
2511:
2506:
2481:
2478:
2475:
2472:
2469:
2466:
2463:
2460:
2455:
2440:
2437:
2433:
2432:
2421:
2416:
2413:
2408:
2405:
2402:
2379:
2364:
2363:
2352:
2349:
2346:
2343:
2340:
2325:
2322:
2317:
2316:
2305:
2302:
2299:
2296:
2293:
2290:
2284:
2281:
2276:
2273:
2256:
2255:
2244:
2241:
2238:
2235:
2232:
2229:
2226:
2223:
2218:
2214:
2199:
2198:
2187:
2184:
2181:
2178:
2175:
2172:
2166:
2163:
2158:
2155:
2138:
2137:
2126:
2123:
2120:
2117:
2114:
2111:
2108:
2105:
2100:
2096:
2081:
2080:
2069:
2066:
2063:
2059:
2055:
2052:
2047:
2044:
2037:
2033:
2028:
2024:
2018:
2015:
2010:
2007:
1978:
1975:
1970:
1966:
1954:
1953:
1942:
1939:
1934:
1929:
1925:
1921:
1918:
1915:
1910:
1906:
1902:
1898:
1892:
1888:
1882:
1878:
1874:
1871:
1868:
1862:
1859:
1854:
1850:
1846:
1843:
1838:
1834:
1830:
1827:
1824:
1819:
1815:
1788:
1787:
1774:
1769:
1765:
1761:
1756:
1752:
1748:
1743:
1739:
1735:
1731:
1725:
1721:
1717:
1712:
1708:
1704:
1701:
1698:
1693:
1689:
1665:
1662:
1659:
1656:
1636:
1632:
1628:
1625:
1622:
1619:
1616:
1611:
1607:
1586:
1582:
1578:
1575:
1572:
1569:
1566:
1561:
1557:
1536:
1532:
1528:
1525:
1522:
1519:
1516:
1511:
1507:
1486:
1483:
1480:
1477:
1457:
1454:
1451:
1448:
1437:
1436:
1425:
1420:
1416:
1412:
1409:
1406:
1403:
1400:
1397:
1394:
1391:
1388:
1385:
1382:
1377:
1373:
1369:
1365:
1361:
1358:
1355:
1352:
1349:
1346:
1343:
1340:
1337:
1308:
1303:
1299:
1294:
1288:
1284:
1257:
1254:
1250:
1246:
1241:
1237:
1214:
1211:
1207:
1203:
1198:
1194:
1180:the so-called
1178:
1177:
1166:
1161:
1158:
1153:
1148:
1144:
1117:
1106:
1105:
1094:
1091:
1088:
1080:
1077:
1074:
1071:
1068:
1065:
1062:
1059:
1056:
1053:
1050:
1047:
1044:
1041:
1038:
1024:
1023:
1012:
1009:
1006:
1000:
997:
992:
989:
983:
977:
974:
969:
966:
960:
954:
951:
946:
943:
891:
871:
851:
831:
812:
811:
799:
793:
790:
787:
784:
778:
775:
770:
767:
761:
759:
756:
753:
750:
747:
744:
741:
738:
735:
729:
726:
721:
718:
712:
710:
707:
704:
701:
698:
695:
692:
686:
683:
678:
675:
669:
667:
664:
628:
625:
608:
605:
602:
571:
567:
563:
560:
557:
537:
517:
514:
477:
473:
468:
464:
461:
441:
421:
399:
395:
390:
386:
383:
380:
377:
374:
371:
368:
364:
360:
357:
353:
349:
346:
343:
323:
320:
258:
254:
233:
230:
227:
224:
150:
149:
144:ecovered" or "
130:
120:
101:
98:
46:nfectious, or
15:
9:
6:
4:
3:
2:
30836:
30825:
30822:
30820:
30817:
30815:
30812:
30810:
30807:
30806:
30804:
30789:
30786:
30784:
30781:
30779:
30776:
30774:
30771:
30769:
30766:
30764:
30761:
30760:
30758:
30754:
30748:
30745:
30743:
30740:
30738:
30737:Crime mapping
30735:
30733:
30730:
30728:
30725:
30723:
30720:
30718:
30715:
30714:
30712:
30708:
30702:
30699:
30697:
30694:
30692:
30689:
30688:
30686:
30682:
30676:
30673:
30671:
30668:
30666:
30663:
30661:
30658:
30656:
30653:
30651:
30648:
30646:
30645:Climate model
30643:
30641:
30638:
30636:
30633:
30632:
30630:
30628:Environmental
30626:
30620:
30617:
30615:
30612:
30610:
30607:
30605:
30602:
30600:
30597:
30595:
30592:
30590:
30587:
30586:
30584:
30582:
30578:
30574:
30567:
30562:
30560:
30555:
30553:
30548:
30547:
30544:
30530:
30527:
30526:
30525:
30522:
30520:
30517:
30515:
30512:
30510:
30507:
30505:
30502:
30499:
30497:
30494:
30492:
30489:
30488:
30486:
30482:
30476:
30473:
30471:
30468:
30466:
30463:
30461:
30458:
30455:
30453:
30450:
30448:
30445:
30443:
30440:
30438:
30435:
30433:
30430:
30428:
30425:
30423:
30420:
30418:
30415:
30413:
30410:
30408:
30405:
30401:
30398:
30397:
30395:
30393:
30390:
30388:
30385:
30384:
30382:
30380:
30374:
30363:
30361:
30358:
30356:
30353:
30351:
30348:
30346:
30343:
30341:
30338:
30336:
30335:Sterilization
30333:
30331:
30328:
30326:
30323:
30321:
30318:
30316:
30313:
30309:
30306:
30304:
30303:Surgical mask
30301:
30299:
30296:
30295:
30294:
30291:
30289:
30286:
30284:
30281:
30277:
30274:
30272:
30269:
30266:
30263:
30262:
30261:
30260:Public health
30258:
30256:
30253:
30249:
30246:
30245:
30244:
30241:
30239:
30236:
30232:
30229:
30228:
30227:
30224:
30220:
30217:
30215:
30212:
30210:
30207:
30206:
30205:
30202:
30200:
30197:
30195:
30192:
30190:
30187:
30185:
30182:
30180:
30177:
30176:
30174:
30172:
30166:
30158:
30155:
30153:
30150:
30148:
30145:
30143:
30140:
30138:
30135:
30134:
30133:
30130:
30128:
30125:
30123:
30120:
30118:
30115:
30113:
30112:Phage therapy
30110:
30108:
30105:
30101:
30098:
30097:
30096:
30095:Immunotherapy
30093:
30091:
30088:
30086:
30083:
30081:
30078:
30076:
30073:
30071:
30068:
30066:
30063:
30059:
30056:
30055:
30054:
30053:Antimicrobial
30051:
30047:
30044:
30043:
30042:
30039:
30037:
30034:
30030:
30027:
30026:
30025:
30022:
30021:
30019:
30015:
30012:
30010:
30002:
29995:
29993:
29990:
29988:
29985:
29983:
29980:
29978:
29975:
29973:
29970:
29967:
29965:
29962:
29960:
29957:
29954:
29952:
29949:
29946:
29944:Genitourinary
29943:
29939:
29936:
29935:
29934:
29931:
29927:
29924:
29922:
29919:
29918:
29916:
29915:
29913:
29907:
29897:
29894:
29892:
29889:
29887:
29884:
29882:
29879:
29877:
29874:
29872:
29869:
29867:
29864:
29862:
29859:
29857:
29854:
29852:
29849:
29847:
29844:
29842:
29839:
29837:
29834:
29830:
29827:
29825:
29822:
29821:
29820:
29817:
29815:
29812:
29810:
29807:
29806:
29804:
29802:in population
29798:
29792:
29789:
29787:
29784:
29782:
29779:
29777:
29774:
29772:
29769:
29767:
29766:Herd immunity
29764:
29762:
29759:
29757:
29754:
29752:
29749:
29747:
29744:
29742:
29739:
29737:
29734:
29732:
29729:
29728:
29726:
29724:
29720:
29702:
29699:
29698:
29696:
29692:
29685:
29684:
29682:
29678:
29671:
29670:
29668:
29664:
29658:
29655:
29654:
29652:
29650:Genitourinary
29648:
29642:
29638:
29636:
29633:
29631:
29628:
29626:
29623:
29622:
29620:
29616:
29610:
29607:
29605:
29602:
29600:
29597:
29593:
29592:Contamination
29590:
29589:
29588:
29585:
29584:
29582:
29578:
29570:
29567:
29565:
29562:
29561:
29560:Vector-borne
29559:
29555:
29552:
29550:
29547:
29546:
29544:
29540:
29537:
29534:
29532:
29529:
29527:
29524:
29523:
29521:
29519:
29516:
29515:
29513:
29507:
29501:
29498:
29496:
29493:
29489:
29486:
29485:
29484:
29481:
29479:
29476:
29475:
29473:
29469:
29466:
29462:
29456:
29453:
29452:
29450:
29444:
29438:
29435:
29431:
29428:
29424:
29421:
29418:
29415:
29414:
29413:
29410:
29409:
29407:
29403:
29400:
29398:
29395:
29394:
29392:
29390:
29387:
29386:
29384:
29380:
29376:
29370:
29367:
29365:
29362:
29360:
29357:
29355:
29352:
29351:
29349:
29347:
29346:Cross-species
29343:
29340:
29336:
29329:
29326:
29323:
29320:
29318:
29315:
29313:
29310:
29307:
29306:
29304:
29300:
29297:
29293:
29287:
29286:Window period
29284:
29282:
29279:
29277:
29274:
29272:
29269:
29267:
29264:
29262:
29259:
29257:
29254:
29252:
29251:Latent period
29249:
29247:
29244:
29242:
29239:
29237:
29234:
29232:
29229:
29227:
29224:
29222:
29219:
29217:
29214:
29213:
29211:
29205:
29202:
29200:
29196:
29186:
29183:
29181:
29178:
29176:
29173:
29171:
29168:
29166:
29163:
29161:
29158:
29154:
29151:
29150:
29148:
29146:
29143:
29141:
29138:
29136:
29133:
29131:
29130:Deforestation
29128:
29126:
29123:
29119:
29116:
29114:
29111:
29110:
29108:
29106:
29103:
29100:
29097:
29095:
29092:
29091:
29089:
29087:
29083:
29075:Stress levels
29074:
29071:
29067:
29064:
29063:
29061:
29058:
29055:
29052:
29049:
29046:
29045:
29044:
29041:
29039:
29036:
29034:
29031:
29029:
29026:
29022:
29019:
29017:
29014:
29013:
29012:
29009:
29007:
29004:
29002:
28999:
28997:
28994:
28992:
28989:
28988:
28986:
28984:
28980:
28974:
28971:
28967:
28964:
28962:
28959:
28957:
28954:
28953:
28952:
28949:
28945:
28942:
28940:
28937:
28935:
28932:
28930:
28927:
28926:
28925:
28922:
28920:
28917:
28913:
28910:
28909:
28908:
28907:Pathogenicity
28905:
28901:
28898:
28897:
28896:
28893:
28891:
28888:
28886:
28883:
28882:
28880:
28878:
28874:
28871:
28867:
28862:
28858:
28850:
28845:
28843:
28838:
28836:
28831:
28830:
28827:
28819:
28815:
28814:
28809:
28805:
28803:
28800:
28799:
28789:
28785:
28781:
28775:
28771:
28767:
28760:
28759:
28754:
28749:
28745:
28739:
28735:
28730:
28726:
28720:
28716:
28711:
28707:
28705:0-19-854040-X
28701:
28697:
28693:
28689:
28688:
28675:
28671:
28667:
28663:
28658:
28653:
28648:
28643:
28639:
28635:
28631:
28627:
28623:
28616:
28608:
28604:
28600:
28596:
28592:
28588:
28584:
28580:
28575:
28570:
28566:
28562:
28555:
28547:
28543:
28539:
28535:
28531:
28527:
28523:
28519:
28515:
28511:
28506:
28501:
28497:
28493:
28486:
28478:
28474:
28470:
28466:
28462:
28458:
28454:
28450:
28443:
28435:
28431:
28427:
28423:
28419:
28415:
28411:
28407:
28400:
28384:
28383:Games Journal
28380:
28373:
28365:
28363:0-412-21610-8
28359:
28355:
28351:
28344:
28336:
28334:0-387-98902-1
28330:
28326:
28319:
28317:
28315:
28306:
28302:
28297:
28292:
28288:
28284:
28280:
28276:
28272:
28265:
28257:
28253:
28249:
28245:
28241:
28237:
28234:(8): 815–21.
28233:
28229:
28222:
28213:
28208:
28204:
28200:
28196:
28189:
28181:
28177:
28172:
28167:
28163:
28159:
28155:
28151:
28147:
28143:
28139:
28132:
28124:
28120:
28115:
28110:
28106:
28102:
28098:
28094:
28090:
28083:
28075:
28071:
28067:
28063:
28058:
28053:
28049:
28045:
28042:(4): 365–82.
28041:
28037:
28030:
28017:
28011:
28007:
28003:
27999:
27995:
27988:
27980:
27974:
27970:
27969:
27961:
27954:
27945:
27937:
27933:
27929:
27925:
27921:
27917:
27913:
27909:
27905:
27901:
27897:
27890:
27888:
27879:
27875:
27870:
27865:
27861:
27857:
27853:
27849:
27845:
27841:
27837:
27830:
27828:
27819:
27815:
27811:
27807:
27803:
27799:
27794:
27789:
27785:
27781:
27777:
27773:
27769:
27762:
27754:
27750:
27745:
27740:
27735:
27730:
27726:
27722:
27718:
27711:
27703:
27699:
27695:
27691:
27687:
27683:
27679:
27675:
27671:
27667:
27663:
27656:
27649:
27645:
27640:
27632:
27628:
27623:
27618:
27613:
27608:
27604:
27600:
27595:
27590:
27586:
27582:
27578:
27571:
27569:
27560:
27556:
27552:
27548:
27543:
27538:
27534:
27530:
27526:
27522:
27517:
27512:
27508:
27504:
27500:
27493:
27491:
27481:
27476:
27469:
27461:
27457:
27452:
27447:
27442:
27437:
27433:
27429:
27424:
27419:
27415:
27411:
27407:
27400:
27392:
27388:
27384:
27380:
27376:
27372:
27368:
27364:
27360:
27356:
27349:
27340:
27335:
27331:
27327:
27323:
27316:
27314:
27304:
27299:
27294:
27289:
27285:
27281:
27277:
27270:
27268:
27266:
27264:
27255:
27251:
27246:
27241:
27236:
27231:
27227:
27223:
27219:
27215:
27211:
27204:
27202:
27200:
27192:
27186:
27178:
27174:
27169:
27164:
27160:
27156:
27152:
27148:
27144:
27140:
27136:
27129:
27118:
27112:
27104:
27100:
27095:
27090:
27086:
27082:
27078:
27074:
27071:(2): 191504.
27070:
27066:
27062:
27055:
27047:
27045:3-540-19465-7
27041:
27037:
27033:
27029:
27022:
27015:
27009:
27004:
26999:
26995:
26988:
26980:
26974:
26970:
26969:
26964:
26958:
26950:
26946:
26942:
26938:
26931:
26923:
26919:
26915:
26911:
26906:
26901:
26897:
26893:
26889:
26885:
26881:
26877:
26873:
26866:
26864:
26862:
26860:
26851:
26847:
26842:
26837:
26833:
26829:
26825:
26821:
26817:
26810:
26808:
26806:
26804:
26796:
26795:Section 2.1.3
26792:
26788:
26783:
26778:
26774:
26770:
26766:
26762:
26758:
26751:
26744:
26740:
26736:
26731:
26726:
26722:
26718:
26714:
26710:
26706:
26699:
26691:
26689:3-540-56526-4
26685:
26681:
26674:
26666:
26659:
26651:
26649:0-19-856585-2
26645:
26641:
26634:
26626:
26624:0-85264-231-8
26620:
26616:
26609:
26607:
26598:
26594:
26590:
26586:
26582:
26578:
26574:
26570:
26563:
26555:
26551:
26546:
26541:
26536:
26531:
26527:
26523:
26519:
26512:
26503:
26498:
26494:
26490:
26486:
26479:
26470:
26465:
26458:
26456:
26446:
26441:
26436:
26431:
26427:
26423:
26419:
26415:
26411:
26404:
26402:
26393:
26389:
26384:
26379:
26375:
26371:
26367:
26363:
26359:
26352:
26350:
26348:
26346:
26344:
26328:
26321:
26314:
26312:
26310:
26301:
26297:
26293:
26289:
26285:
26281:
26276:
26271:
26267:
26263:
26256:
26254:
26252:
26243:
26239:
26234:
26229:
26225:
26221:
26217:
26213:
26209:
26205:
26201:
26194:
26186:
26182:
26178:
26174:
26170:
26164:
26160:
26156:
26152:
26148:
26141:
26139:
26129:
26124:
26120:
26116:
26112:
26108:
26104:
26097:
26095:
26093:
26091:
26081:
26076:
26072:
26068:
26064:
26060:
26056:
26049:
26040:
26035:
26031:
26027:
26023:
26019:
26015:
26008:
25999:
25994:
25990:
25986:
25982:
25978:
25974:
25967:
25963:
25953:
25950:
25948:
25945:
25943:
25940:
25938:
25935:
25933:
25930:
25928:
25925:
25923:
25920:
25918:
25915:
25914:
25908:
25906:
25902:
25897:
25895:
25882:
25879:
25876:
25873:
25872:
25871:
25863:
25854:
25840:
25818:
25814:
25810:
25800:
25796:
25792:
25787:
25783:
25772:
25770:
25752:
25748:
25727:
25707:
25704:
25699:
25695:
25672:
25669:
25656:
25653:
25650:
25622:
25619:
25616:
25591:
25587:
25583:
25577:
25574:
25571:
25566:
25562:
25553:
25535:
25531:
25527:
25524:
25521:
25518:
25513:
25509:
25488:
25485:
25480:
25476:
25466:
25450:
25446:
25425:
25417:
25401:
25396:
25388:
25384:
25374:
25370:
25363:
25356:
25348:
25344:
25339:
25335:
25332:
25325:
25321:
25316:
25312:
25303:
25299:
25294:
25288:
25284:
25276:
25272:
25267:
25263:
25260:
25254:
25249:
25244:
25236:
25232:
25222:
25218:
25211:
25203:
25200:
25196:
25172:
25168:
25145:
25141:
25132:
25128:
25112:
25107:
25103:
25097:
25093:
25087:
25083:
25079:
25071:
25067:
25063:
25058:
25054:
25047:
25044:
25041:
25038:
25033:
25029:
25006:
25002:
24989:
24986:
24969:
24965:
24942:
24938:
24929:
24912:
24908:
24899:
24898:
24897:
24889:
24870:
24866:
24859:
24856:
24836:
24833:
24824:
24816:
24812:
24805:
24802:
24797:
24792:
24788:
24782:
24779:
24774:
24765:
24757:
24753:
24746:
24743:
24740:
24731:
24723:
24719:
24712:
24709:
24687:
24683:
24673:
24659:
24656:
24651:
24647:
24624:
24621:
24608:
24605:
24602:
24574:
24571:
24568:
24559:
24543:
24537:
24533:
24529:
24526:
24520:
24517:
24495:
24492:
24488:
24484:
24479:
24475:
24454:
24449:
24440:
24436:
24429:
24426:
24420:
24414:
24411:
24400:
24392:
24388:
24381:
24378:
24375:
24352:
24347:
24338:
24334:
24327:
24324:
24315:
24307:
24303:
24299:
24293:
24290:
24282:
24274:
24270:
24266:
24243:
24240:
24236:
24232:
24224:
24220:
24213:
24210:
24207:
24198:
24190:
24186:
24179:
24176:
24173:
24164:
24156:
24152:
24145:
24142:
24120:
24117:
24113:
24105:
24097:
24093:
24089:
24084:
24080:
24076:
24071:
24067:
24059:
24051:
24047:
24043:
24037:
24029:
24025:
24004:
23982:
23978:
23963:
23950:
23943:
23939:
23931:
23925:
23922:
23916:
23913:
23891:
23887:
23879:
23878:doubling time
23863:
23854:
23838:
23834:
23812:
23792:
23786:
23783:
23775:
23769:
23766:
23763:
23757:
23754:
23734:
23711:
23705:
23697:
23687:
23674:
23665:
23662:
23659:
23650:
23647:
23644:
23634:
23630:
23626:
23623:
23617:
23609:
23606:
23602:
23598:
23592:
23589:
23584:
23580:
23557:
23551:
23548:
23545:
23540:
23537:
23530:
23525:
23522:
23519:
23513:
23508:
23505:
23483:
23477:
23472:
23463:
23459:
23455:
23450:
23444:
23439:
23436:
23428:
23425:
23424:
23411:
23408:
23399:
23384:
23368:
23353:
23323:
23320:
23316:
23293:
23290:
23286:
23277:
23261:
23253:
23237:
23230:. Basically,
23215:
23212:
23208:
23204:
23201:
23198:
23189:
23172:
23169:
23166:
23163:
23160:
23157:
23154:
23150:
23146:
23140:
23132:
23128:
23124:
23119:
23115:
23111:
23106:
23102:
23098:
23093:
23089:
23082:
23077:
23045:
23021:
23006:
23002:
22988:
22983:
22980:
22976:
22950:
22926:
22911:
22907:
22893:
22888:
22885:
22881:
22872:
22870:
22857:
22848:
22835:
22825:
22798:
22793:
22789:
22785:
22769:
22764:
22760:
22756:
22740:
22736:
22702:
22698:
22694:
22678:
22674:
22665:
22652:
22629:
22624:
22620:
22611:
22598:
22575:
22570:
22566:
22557:
22544:
22510:
22506:
22497:
22484:
22461:
22431:
22428:
22425:
22422:
22419:
22416:
22413:
22407:
22375:
22372:
22369:
22366:
22363:
22360:
22357:
22351:
22348:
22335:
22332:
22326:
22323:
22320:
22314:
22311:
22308:
22305:
22299:
22296:
22283:
22280:
22274:
22271:
22268:
22262:
22259:
22256:
22253:
22250:
22244:
22241:
22228:
22225:
22222:
22219:
22216:
22213:
22210:
22207:
22204:
22201:
22195:
22192:
22183:
22173:
22159:
22139:
22119:
22099:
22079:
22071:
22070:
22065:
22064:
22059:
22055:
22051:
22041:
22038:
22022:
22018:
22009:
21990:
21986:
21963:
21959:
21951:To calculate
21935:
21925:
21916:
21908:
21904:
21900:
21897:
21894:
21888:
21880:
21876:
21872:
21866:
21858:
21854:
21839:
21828:
21825:
21819:
21813:
21810:
21807:
21804:
21799:
21795:
21787:
21766:
21757:
21749:
21745:
21741:
21738:
21735:
21729:
21721:
21717:
21713:
21707:
21699:
21695:
21680:
21669:
21666:
21661:
21657:
21649:
21648:
21647:
21631:
21627:
21618:
21614:
21598:
21595:
21592:
21572:
21569:
21564:
21560:
21539:
21536:
21531:
21527:
21506:
21503:
21498:
21494:
21471:
21467:
21441:
21437:
21433:
21430:
21427:
21424:
21421:
21416:
21412:
21408:
21403:
21399:
21392:
21389:
21383:
21372:
21368:
21357:
21351:
21346:
21342:
21318:
21310:
21306:
21296:
21282:
21260:
21257:
21235:
21215:
21194:
21174:
21166:
21148:
21145:
21140:
21134:
21128:
21125:
21120:
21116:
21107:
21102:
21086:
21082:
21078:
21056:
21053:
21050:
21046:
21023:
21019:
20998:
20976:
20973:
20969:
20948:
20928:
20908:
20888:
20868:
20846:
20843:
20839:
20818:
20813:
20807:
20802:
20795:
20790:
20784:
20779:
20776:
20756:
20749:
20733:
20713:
20704:
20691:
20685:
20679:
20676:
20671:
20667:
20646:
20639:
20635:
20631:
20613:
20609:
20586:
20582:
20567:
20564:
20547:
20541:
20538:
20535:
20532:
20526:
20518:
20514:
20507:
20501:
20495:
20492:
20489:
20482:
20481:
20480:
20463:
20459:
20455:
20452:
20445:
20439:
20434:
20429:
20425:
20421:
20417:
20413:
20410:
20407:
20404:
20398:
20390:
20386:
20378:
20377:
20376:
20359:
20356:
20351:
20346:
20343:
20337:
20331:
20325:
20320:
20316:
20312:
20308:
20304:
20301:
20295:
20289:
20282:
20278:
20272:
20268:
20264:
20261:
20254:
20253:
20252:
20235:
20229:
20206:
20200:
20174:
20171:
20168:
20162:
20156:
20150:
20147:
20144:
20138:
20135:
20132:
20126:
20121:
20113:
20107:
20104:
20101:
20095:
20090:
20078:
20077:
20076:
20075:one obtains:
20059:
20056:
20053:
20047:
20044:
20038:
20035:
20032:
20026:
20023:
20017:
20014:
20011:
20005:
20002:
19996:
19993:
19990:
19984:
19975:
19961:
19958:
19955:
19952:
19949:
19946:
19943:
19940:
19934:
19926:
19922:
19898:
19895:
19890:
19883:
19880:
19877:
19871:
19865:
19857:
19853:
19849:
19843:
19840:
19837:
19831:
19825:
19817:
19813:
19809:
19803:
19800:
19797:
19791:
19785:
19777:
19773:
19768:
19760:
19756:
19750:
19746:
19742:
19736:
19733:
19730:
19724:
19717:
19716:
19715:
19698:
19695:
19689:
19686:
19683:
19677:
19674:
19668:
19665:
19662:
19656:
19649:
19648:
19647:
19644:
19627:
19624:
19619:
19615:
19611:
19608:
19602:
19577:
19573:
19569:
19562:
19559:
19554:
19550:
19543:
19537:
19534:
19529:
19525:
19521:
19518:
19512:
19505:
19501:
19495:
19491:
19487:
19478:
19475:
19472:
19466:
19463:
19460:
19457:
19454:
19448:
19441:
19440:
19439:
19419:
19416:
19413:
19407:
19401:
19395:
19392:
19386:
19383:
19380:
19374:
19368:
19362:
19359:
19356:
19350:
19347:
19344:
19338:
19333:
19325:
19319:
19316:
19313:
19307:
19302:
19290:
19289:
19271:
19268:
19265:
19259:
19253:
19247:
19244:
19238:
19235:
19232:
19226:
19220:
19214:
19211:
19205:
19201:
19197:
19191:
19188:
19183:
19179:
19172:
19166:
19163:
19158:
19154:
19150:
19147:
19141:
19133:
19129:
19123:
19119:
19112:
19109:
19106:
19100:
19097:
19091:
19088:
19085:
19079:
19074:
19066:
19060:
19057:
19054:
19048:
19043:
19031:
19030:
19013:
19009:
19005:
18998:
18995:
18990:
18986:
18979:
18973:
18970:
18965:
18961:
18957:
18954:
18948:
18941:
18937:
18931:
18927:
18920:
18917:
18914:
18908:
18905:
18899:
18896:
18893:
18887:
18881:
18875:
18872:
18869:
18863:
18860:
18857:
18851:
18846:
18838:
18832:
18829:
18826:
18820:
18815:
18803:
18802:
18801:
18799:
18780:
18777:
18772:
18768:
18744:
18741:
18734:
18731:
18728:
18722:
18715:
18711:
18705:
18701:
18697:
18691:
18685:
18678:
18677:
18662:
18659:
18652:
18649:
18646:
18640:
18633:
18629:
18623:
18619:
18615:
18609:
18603:
18596:
18595:
18580:
18577:
18570:
18567:
18564:
18558:
18551:
18547:
18541:
18537:
18533:
18527:
18521:
18514:
18513:
18512:
18495:
18492:
18489:
18483:
18480:
18474:
18471:
18468:
18462:
18459:
18453:
18450:
18447:
18441:
18412:
18409:
18406:
18403:
18396:
18388:
18384:
18378:
18373:
18369:
18363:
18359:
18351:
18350:
18349:
18327:
18324:
18321:
18315:
18312:
18309:
18306:
18303:
18299:
18290:
18287:
18284:
18280:
18273:
18270:
18267:
18261:
18258:
18254:
18249:
18246:
18243:
18237:
18229:
18225:
18217:
18216:
18215:
18211:
18187:
18184:
18181:
18178:
18175:
18172:
18169:
18166:
18163:
18157:
18149:
18145:
18141:
18135:
18132:
18129:
18121:
18117:
18113:
18107:
18104:
18096:
18092:
18088:
18082:
18078:
18075:
18072:
18069:
18066:
18064:
18056:
18053:
18048:
18045:
18035:
18032:
18029:
18026:
18023:
18020:
18017:
18014:
18011:
18005:
17997:
17993:
17989:
17983:
17977:
17974:
17971:
17965:
17957:
17953:
17949:
17943:
17939:
17936:
17931:
17928:
17923:
17920:
17917:
17914:
17911:
17908:
17905:
17902:
17900:
17892:
17889:
17884:
17881:
17867:
17866:
17865:
17838:
17834:
17830:
17824:
17818:
17815:
17810:
17807:
17803:
17799:
17796:
17793:
17790:
17783:
17782:
17781:
17760:
17757:
17754:
17751:
17748:
17745:
17742:
17739:
17736:
17733:
17731:
17723:
17720:
17715:
17712:
17702:
17697:
17694:
17689:
17686:
17683:
17680:
17677:
17674:
17671:
17668:
17662:
17659:
17656:
17650:
17647:
17644:
17642:
17634:
17631:
17626:
17623:
17609:
17608:
17607:
17599:
17581:
17576:
17572:
17568:
17562:
17556:
17549:
17548:
17547:
17530:
17527:
17521:
17514:
17511:
17506:
17500:
17494:
17491:
17488:
17481:
17480:
17479:
17470:
17468:
17444:
17440:
17436:
17431:
17428:
17425:
17420:
17416:
17412:
17409:
17402:
17401:
17400:
17383:
17379:
17374:
17370:
17367:
17361:
17358:
17355:
17347:
17343:
17338:
17334:
17331:
17322:
17319:
17316:
17308:
17304:
17299:
17293:
17289:
17286:
17283:
17280:
17276:
17269:
17263:
17260:
17254:
17248:
17244:
17235:
17229:
17218:
17215:
17209:
17203:
17199:
17196:
17193:
17187:
17184:
17181:
17173:
17169:
17161:
17160:
17144:
17140:
17137:
17133:
17129:
17126:
17123:
17119:
17115:
17111:
17107:
17104:
17101:
17098:
17095:
17091:
17084:
17078:
17075:
17069:
17063:
17059:
17050:
17044:
17033:
17030:
17024:
17021:
17018:
17010:
17006:
16998:
16997:
16996:
16982:
16962:
16939:
16936:
16933:
16930:
16924:
16918:
16910:
16904:
16892:
16891:
16890:
16876:
16849:
16846:
16843:
16840:
16837:
16834:
16831:
16829:
16821:
16818:
16813:
16810:
16800:
16794:
16791:
16788:
16782:
16779:
16774:
16771:
16766:
16763:
16761:
16753:
16750:
16745:
16742:
16732:
16727:
16724:
16719:
16716:
16713:
16710:
16707:
16701:
16698:
16695:
16689:
16686:
16683:
16681:
16673:
16670:
16665:
16662:
16648:
16647:
16646:
16629:
16626:
16623:
16617:
16614:
16599:
16585:
16571:
16568:
16553:
16549:
16544:
16539:
16535:
16528:
16522:
16518:
16514:
16511:
16508:
16503:
16500:
16497:
16493:
16489:
16486:
16478:
16464:
16442:
16439:
16436:
16432:
16409:
16405:
16382:
16378:
16370:. Parameters
16357:
16335:
16331:
16322:
16304:
16299:
16295:
16288:
16280:
16277:
16272:
16268:
16256:
16251:
16247:
16241:
16236:
16233:
16230:
16226:
16217:
16214:
16198:
16193:
16189:
16181:
16178:
16173:
16168:
16164:
16155:
16138:
16135:
16130:
16126:
16119:
16116:
16111:
16107:
16098:
16095:
16081:
16078:
16073:
16069:
16061:
16058:
16055:
16051:
16045:
16040:
16036:
16028:
16025:
16020:
16017:
16012:
16007:
16003:
15999:
15993:
15990:
15985:
15980:
15976:
15964:
15955:
15947:
15925:
15889:
15843:
15813:
15812:
15811:
15810:
15802:
15733:
15730:
15661:
15658:
15632:
15629:
15596:
15593:
15563:
15562:
15561:
15509:
15505:
15495:
15491:
15489:
15488:social stress
15485:
15481:
15466:
15464:
15453:
15444:
15429:
15407:
15403:
15380:
15376:
15353:
15349:
15321:
15318:
15315:
15312:
15309:
15304:
15294:
15290:
15286:
15283:
15278:
15265:
15262:
15259:
15256:
15251:
15247:
15244:
15241:
15235:
15232:
15227:
15217:
15213:
15209:
15206:
15201:
15188:
15183:
15179:
15176:
15173:
15167:
15164:
15159:
15149:
15145:
15141:
15138:
15133:
15116:
15115:
15114:
15105:
15087:
15081:
15078:
15075:
15069:
15066:
15063:
15060:
15057:
15048:
15042:
15039:
15033:
15027:
15016:
15010:
14999:
14996:
14993:
14990:
14983:
14980:
14977:
14969:
14963:
14955:
14950:
14946:
14940:
14937:
14928:
14927:
14926:
14912:
14909:
14906:
14903:
14900:
14897:
14894:
14867:
14861:
14858:
14855:
14849:
14846:
14841:
14838:
14830:
14824:
14821:
14819:
14811:
14808:
14803:
14800:
14790:
14785:
14782:
14774:
14768:
14765:
14762:
14759:
14756:
14753:
14750:
14747:
14745:
14737:
14734:
14729:
14726:
14712:
14711:
14710:
14707:
14687:
14681:
14678:
14672:
14669:
14666:
14660:
14656:
14651:
14648:
14640:
14634:
14631:
14628:
14621:
14620:
14619:
14616:
14611:
14517:
14516:
14515:
14514:
14513:
14512:
14511:
14483:
14480:
14477:
14474:
14471:
14468:
14466:
14458:
14455:
14450:
14447:
14437:
14431:
14428:
14425:
14419:
14416:
14413:
14410:
14408:
14400:
14397:
14392:
14389:
14379:
14373:
14370:
14367:
14361:
14356:
14352:
14349:
14346:
14340:
14338:
14330:
14327:
14322:
14319:
14309:
14306:
14303:
14298:
14294:
14291:
14288:
14282:
14279:
14276:
14273:
14271:
14263:
14260:
14255:
14252:
14242:
14239:
14236:
14233:
14230:
14227:
14221:
14219:
14211:
14208:
14203:
14200:
14186:
14115:
14114:
14113:
14112:
14111:
14110:
14109:
14081:
14075:
14072:
14069:
14063:
14060:
14057:
14054:
14052:
14044:
14041:
14036:
14033:
14023:
14017:
14014:
14011:
14005:
14000:
13996:
13993:
13990:
13984:
13982:
13974:
13971:
13966:
13963:
13953:
13950:
13947:
13944:
13941:
13938:
13933:
13929:
13926:
13923:
13917:
13911:
13909:
13901:
13898:
13893:
13890:
13876:
13875:
13874:
13873:
13872:
13870:
13866:
13796:
13795:
13794:
13793:
13792:
13791:
13790:
13782:
13759:
13755:
13748:
13745:
13742:
13736:
13731:
13727:
13723:
13720:
13718:
13710:
13707:
13700:
13696:
13692:
13680:
13676:
13669:
13666:
13663:
13657:
13652:
13648:
13641:
13635:
13632:
13630:
13622:
13619:
13612:
13608:
13604:
13590:
13589:
13588:
13571:
13565:
13542:
13539:
13536:
13533:
13529:
13522:
13516:
13513:
13507:
13501:
13498:
13492:
13486:
13483:
13477:
13471:
13467:
13458:
13452:
13441:
13438:
13432:
13426:
13423:
13420:
13417:
13412:
13408:
13400:
13386:
13380:
13377:
13374:
13371:
13368:
13365:
13362:
13356:
13353:
13350:
13347:
13344:
13340:
13333:
13327:
13324:
13318:
13312:
13309:
13303:
13297:
13294:
13288:
13282:
13278:
13269:
13263:
13252:
13249:
13244:
13240:
13232:
13231:
13230:
13212:
13208:
13205:
13202:
13199:
13196:
13193:
13190:
13187:
13184:
13181:
13178:
13175:
13172:
13169:
13166:
13163:
13160:
13157:
13154:
13151:
13148:
13145:
13142:
13139:
13136:
13133:
13128:
13120:
13117:
13114:
13108:
13102:
13099:
13096:
13093:
13090:
13087:
13084:
13077:
13073:
13069:
13062:
13056:
13053:
13047:
13041:
13038:
13032:
13026:
13023:
13017:
13011:
13007:
12999:
12998:
12997:
12995:
12976:
12970:
12967:
12964:
12960:
12952:
12949:
12946:
12942:
12937:
12932:
12928:
12920:
12919:
12918:
12915:
12901:
12881:
12878:
12875:
12872:
12869:
12866:
12863:
12860:
12857:
12854:
12827:
12824:
12821:
12818:
12815:
12812:
12809:
12807:
12799:
12796:
12791:
12788:
12778:
12772:
12769:
12766:
12760:
12757:
12754:
12751:
12749:
12741:
12738:
12733:
12730:
12720:
12714:
12711:
12708:
12702:
12697:
12693:
12690:
12687:
12681:
12679:
12671:
12668:
12663:
12660:
12648:
12644:
12641:
12638:
12632:
12629:
12626:
12623:
12620:
12617:
12614:
12612:
12604:
12601:
12596:
12593:
12579:
12578:
12577:
12563:
12543:
12540:
12498:
12495:
12491:
12470:
12457:
12453:
12451:
12440:
12438:
12433:
12431:
12430:typhoid fever
12427:
12422:
12418:
12411:Carrier state
12388:
12385:
12382:
12379:
12376:
12373:
12371:
12363:
12360:
12355:
12352:
12342:
12339:
12336:
12333:
12330:
12327:
12322:
12318:
12315:
12312:
12306:
12304:
12296:
12293:
12288:
12285:
12275:
12272:
12269:
12264:
12260:
12257:
12254:
12248:
12245:
12242:
12239:
12237:
12229:
12226:
12221:
12218:
12208:
12205:
12202:
12199:
12196:
12193:
12187:
12185:
12177:
12174:
12169:
12166:
12152:
12151:
12150:
12149:
12148:
12146:
12142:
12138:
12129:
12125:
12123:
12119:
12115:
12111:
12101:
12083:
12077:
12071:
12065:
12062:
12056:
12050:
12027:
12021:
11996:
11993:
11987:
11981:
11976:
11971:
11967:
11963:
11957:
11951:
11944:
11943:
11942:
11941:
11940:
11917:
11911:
11905:
11902:
11896:
11893:
11888:
11885:
11874:
11871:
11865:
11859:
11856:
11850:
11847:
11842:
11839:
11828:
11825:
11819:
11813:
11810:
11804:
11801:
11796:
11793:
11782:
11779:
11770:
11764:
11761:
11755:
11749:
11743:
11740:
11737:
11734:
11728:
11725:
11720:
11717:
11706:
11703:
11697:
11691:
11688:
11685:
11682:
11679:
11676:
11670:
11667:
11662:
11659:
11644:
11643:
11642:
11641:
11640:
11623:
11617:
11594:
11588:
11584:
11577:
11571:
11568:
11565:
11542:
11536:
11532:
11525:
11519:
11516:
11513:
11490:
11484:
11480:
11473:
11467:
11464:
11461:
11441:
11438:
11432:
11426:
11423:
11417:
11411:
11408:
11402:
11396:
11376:
11373:
11367:
11361:
11341:
11338:
11335:
11332:
11326:
11320:
11297:
11291:
11288:
11282:
11276:
11273:
11267:
11261:
11258:
11252:
11246:
11219:
11213:
11207:
11204:
11198:
11195:
11190:
11187:
11176:
11173:
11167:
11161:
11158:
11152:
11149:
11144:
11141:
11130:
11127:
11121:
11115:
11112:
11106:
11103:
11098:
11095:
11084:
11081:
11075:
11069:
11066:
11063:
11057:
11051:
11048:
11045:
11042:
11036:
11030:
11027:
11021:
11018:
11013:
11010:
10999:
10996:
10990:
10984:
10981:
10978:
10975:
10969:
10963:
10960:
10957:
10951:
10948:
10943:
10940:
10925:
10924:
10919:
10915:
10901:
10898:
10895:
10892:
10889:
10886:
10883:
10880:
10877:
10869:
10859:
10845:
10842:
10837:
10833:
10812:
10792:
10772:
10769:
10764:
10760:
10755:
10751:
10744:
10739:
10735:
10710:
10706:
10700:
10696:
10671:
10667:
10644:
10640:
10632:
10614:
10610:
10600:
10595:
10591:
10572:
10568:
10558:
10544:
10541:
10535:
10529:
10526:
10520:
10514:
10494:
10491:
10485:
10479:
10476:
10470:
10464:
10461:
10455:
10449:
10446:
10440:
10434:
10411:
10405:
10379:
10356:
10352:
10331:
10328:
10325:
10322:
10319:
10316:
10313:
10310:
10287:
10281:
10277:
10270:
10264:
10261:
10258:
10235:
10229:
10225:
10218:
10212:
10209:
10206:
10186:
10183:
10177:
10171:
10168:
10162:
10156:
10136:
10133:
10130:
10124:
10118:
10098:
10092:
10089:
10086:
10080:
10074:
10068:
10048:
10045:
10042:
10039:
10036:
10023:
10001:
9998:
9992:
9986:
9983:
9977:
9974:
9969:
9966:
9955:
9952:
9946:
9940:
9937:
9931:
9928:
9923:
9920:
9909:
9906:
9900:
9894:
9891:
9886:
9882:
9879:
9873:
9867:
9861:
9855:
9852:
9847:
9844:
9833:
9830:
9824:
9818:
9815:
9810:
9806:
9803:
9797:
9791:
9785:
9782:
9776:
9773:
9768:
9765:
9750:
9749:
9748:
9746:
9736:
9722:
9719:
9716:
9713:
9710:
9683:
9680:
9677:
9674:
9668:
9665:
9660:
9657:
9646:
9643:
9640:
9637:
9631:
9628:
9623:
9620:
9609:
9606:
9603:
9600:
9597:
9594:
9591:
9586:
9582:
9579:
9576:
9570:
9564:
9561:
9556:
9553:
9542:
9537:
9533:
9530:
9527:
9521:
9518:
9512:
9509:
9504:
9501:
9486:
9485:
9484:
9482:
9478:
9474:
9454:
9451:
9448:
9428:
9425:
9422:
9402:
9399:
9396:
9376:
9373:
9370:
9350:
9347:
9341:
9335:
9332:
9329:
9326:
9320:
9314:
9311:
9308:
9305:
9299:
9293:
9284:
9266:
9263:
9260:
9240:
9237:
9234:
9214:
9211:
9208:
9188:
9185:
9179:
9173:
9170:
9167:
9164:
9158:
9152:
9149:
9146:
9143:
9137:
9131:
9122:
9113:
9096:
9090:
9087:
9084:
9078:
9075:
9072:
9066:
9063:
9058:
9055:
9045:
9044:
9043:
9029:
9026:
9023:
9020:
9017:
9009:
8993:
8990:
8987:
8967:
8964:
8961:
8952:
8948:
8931:
8925:
8922:
8919:
8916:
8910:
8904:
8884:
8881:
8876:
8872:
8867:
8857:
8853:
8850:
8830:
8827:
8824:
8821:
8818:
8798:
8792:
8788:
8784:
8781:
8778:
8772:
8763:
8733:
8730:
8727:
8723:
8719:
8716:
8713:
8703:
8697:
8691:
8685:
8678:
8677:
8676:
8660:
8657:
8653:
8649:
8646:
8619:
8616:
8612:
8606:
8603:
8598:
8595:
8591:
8587:
8581:
8575:
8567:
8561:
8550:
8547:
8542:
8539:
8529:
8526:
8523:
8517:
8511:
8503:
8497:
8486:
8483:
8478:
8475:
8461:
8460:
8459:
8445:
8442:
8436:
8430:
8419:
8397:
8393:
8387:
8384:
8379:
8376:
8370:
8367:
8364:
8358:
8352:
8349:
8344:
8341:
8331:
8330:
8329:
8311:
8308:
8302:
8296:
8293:
8287:
8281:
8275:
8272:
8266:
8263:
8258:
8255:
8249:
8243:
8240:
8235:
8232:
8222:
8221:
8220:
8218:
8195:
8192:
8189:
8184:
8180:
8177:
8174:
8168:
8166:
8158:
8155:
8150:
8147:
8137:
8134:
8131:
8126:
8122:
8119:
8116:
8110:
8107:
8105:
8097:
8094:
8089:
8086:
8072:
8071:
8070:
8063:
8059:
8057:
8053:
8044:
8038:The SIS model
8030:
8007:
8001:
7998:
7995:
7991:
7986:
7980:
7977:
7974:
7969:
7966:
7960:
7957:
7950:
7949:
7948:
7930:
7927:
7924:
7920:
7897:
7891:
7887:
7884:
7877:
7874:
7851:
7845:
7842:
7839:
7834:
7831:
7825:
7822:
7815:
7814:
7813:
7799:
7796:
7773:
7767:
7764:
7761:
7757:
7752:
7749:
7746:
7740:
7734:
7731:
7728:
7722:
7718:
7707:
7703:
7699:
7688:
7684:
7680:
7675:
7671:
7658:
7648:
7647:
7646:
7630:
7626:
7603:
7599:
7570:
7566:
7562:
7557:
7553:
7540:
7527:
7518:
7503:
7499:
7495:
7475:
7455:
7452:
7449:
7429:
7426:
7423:
7420:
7417:
7414:
7394:
7390:
7386:
7366:
7346:
7326:
7306:
7286:
7266:
7242:
7239:
7236:
7230:
7227:
7222:
7219:
7209:
7208:
7193:
7190:
7187:
7184:
7181:
7178:
7175:
7169:
7166:
7161:
7158:
7148:
7147:
7132:
7129:
7126:
7123:
7120:
7114:
7111:
7106:
7103:
7093:
7092:
7091:
7077:
7057:
7037:
7017:
6994:
6991:
6988:
6982:
6959:
6956:
6953:
6947:
6924:
6921:
6918:
6912:
6891:
6868:
6862:
6859:
6853:
6847:
6844:
6838:
6832:
6829:
6826:
6766:
6765:
6764:
6742:
6736:
6729:
6711:
6705:
6698:
6680:
6674:
6667:
6666:
6665:
6648:
6642:
6619:
6613:
6590:
6584:
6572:
6556:
6553:
6550:
6530:
6527:
6524:
6504:
6501:
6498:
6478:
6475:
6469:
6463:
6460:
6457:
6454:
6448:
6442:
6439:
6436:
6433:
6427:
6421:
6412:
6394:
6391:
6388:
6368:
6365:
6362:
6342:
6339:
6333:
6327:
6324:
6321:
6318:
6312:
6306:
6303:
6300:
6297:
6291:
6285:
6276:
6270:The SIR model
6267:
6250:
6246:
6222:
6218:
6213:
6209:
6206:
6201:
6197:
6192:
6186:
6183:
6178:
6174:
6170:
6167:
6162:
6158:
6153:
6147:
6144:
6139:
6134:
6130:
6127:
6124:
6117:
6113:
6103:
6094:
6088:
6085:
6079:
6073:
6070:
6064:
6058:
6044:
6033:
6030:
6024:
6018:
6015:
6012:
6009:
6004:
6000:
5992:
5977:
5973:
5970:
5967:
5964:
5959:
5950:
5946:
5936:
5927:
5921:
5918:
5912:
5906:
5903:
5897:
5891:
5877:
5866:
5863:
5858:
5854:
5846:
5845:
5844:
5827:
5821:
5818:
5815:
5811:
5806:
5801:
5797:
5789:
5788:
5787:
5785:
5766:
5762:
5758:
5755:
5752:
5749:
5744:
5735:
5731:
5727:
5720:
5714:
5711:
5705:
5699:
5696:
5690:
5684:
5680:
5672:
5671:
5670:
5649:
5646:
5643:
5640:
5637:
5634:
5632:
5624:
5621:
5616:
5613:
5603:
5600:
5597:
5594:
5591:
5588:
5583:
5579:
5576:
5573:
5567:
5565:
5557:
5554:
5549:
5546:
5534:
5530:
5527:
5524:
5518:
5515:
5512:
5509:
5503:
5501:
5493:
5490:
5485:
5482:
5468:
5467:
5466:
5432:
5418:
5402:
5398:
5393:
5389:
5386:
5383:
5363:
5360:
5355:
5351:
5328:
5324:
5320:
5315:
5311:
5302:
5301:herd immunity
5286:
5283:
5278:
5274:
5253:
5250:
5245:
5241:
5218:
5214:
5191:
5187:
5183:
5180:
5175:
5171:
5148:
5144:
5140:
5137:
5132:
5128:
5104:
5100:
5077:
5073:
5063:
5061:
5045:
5023:
5019:
5009:
5003:
4989:
4986:
4981:
4977:
4956:
4953:
4948:
4944:
4923:
4920:
4915:
4911:
4887:
4883:
4859:
4855:
4846:
4844:
4828:
4824:
4820:
4799:
4795:
4791:
4768:
4764:
4743:
4735:
4721:
4700:
4697:
4676:
4656:
4636:
4616:
4613:
4608:
4604:
4583:
4580:
4575:
4571:
4547:
4544:
4540:
4536:
4533:
4530:
4527:
4522:
4518:
4495:
4492:
4488:
4484:
4481:
4478:
4475:
4470:
4466:
4443:
4439:
4411:
4406:
4402:
4396:
4391:
4387:
4380:
4375:
4371:
4363:
4362:
4361:
4360:
4356:
4355:
4334:
4330:
4324:
4320:
4314:
4309:
4305:
4297:
4296:
4295:
4294:
4290:
4289:
4268:
4264:
4258:
4254:
4248:
4243:
4239:
4231:
4230:
4229:
4228:
4224:
4220:
4219:
4218:
4216:
4206:
4192:
4189:
4186:
4163:
4157:
4134:
4128:
4105:
4099:
4076:
4070:
4047:
4041:
4033:
4028:
4026:
4022:
4018:
4010:
4006:
4002:
3980:
3953:
3926:
3916:
3902:
3882:
3862:
3842:
3839:
3836:
3832:
3828:
3825:
3805:
3802:
3799:
3796:
3793:
3790:
3770:
3767:
3764:
3761:
3758:
3755:
3735:
3732:
3728:
3724:
3704:
3684:
3675:
3672:
3658:
3655:
3647:
3641:
3638:
3634:
3613:
3590:
3584:
3555:
3551:
3547:
3538:
3534:
3527:
3522:
3517:
3513:
3507:
3504:
3499:
3497:
3489:
3483:
3473:
3467:
3464:
3461:
3455:
3449:
3446:
3444:
3436:
3430:
3420:
3414:
3411:
3405:
3399:
3396:
3393:
3390:
3388:
3380:
3374:
3362:
3356:
3353:
3349:
3342:
3336:
3333:
3331:
3323:
3317:
3306:
3305:
3304:
3301:
3287:
3284:
3275:
3251:
3248:
3242:
3236:
3213:
3207:
3203:
3193:
3189:
3181:
3177:
3167:
3161:
3158:
3149:
3142:
3138:
3134:
3129:
3125:
3098:
3077:
3074:
3066:
3062:
3029:
3025:
3001:
2998:
2995:
2992:
2989:
2984:
2980:
2975:
2966:
2960:
2957:
2951:
2945:
2942:
2936:
2930:
2927:
2924:
2921:
2915:
2909:
2903:
2894:
2881:
2875:
2862:
2856:
2836:
2835:
2834:
2817:
2812:
2808:
2805:
2799:
2796:
2792:
2781:
2777:
2761:
2757:
2749:
2745:
2741:
2733:
2728:
2724:
2718:
2715:
2710:
2707:
2700:
2699:
2698:
2678:
2672:
2669:
2666:
2663:
2657:
2651:
2648:
2642:
2625:
2608:
2595:
2589:
2576:
2573:
2570:
2564:
2547:
2533:
2527:
2521:
2518:
2512:
2495:
2494:
2493:
2476:
2470:
2467:
2461:
2436:
2419:
2414:
2411:
2406:
2403:
2400:
2393:
2392:
2391:
2377:
2369:
2350:
2347:
2344:
2341:
2338:
2331:
2330:
2329:
2321:
2303:
2300:
2297:
2291:
2282:
2279:
2274:
2271:
2261:
2260:
2259:
2242:
2239:
2236:
2230:
2224:
2221:
2216:
2212:
2204:
2203:
2202:
2185:
2182:
2179:
2173:
2164:
2161:
2156:
2153:
2143:
2142:
2141:
2124:
2121:
2118:
2112:
2106:
2103:
2098:
2094:
2086:
2085:
2084:
2067:
2064:
2061:
2057:
2053:
2050:
2045:
2042:
2035:
2031:
2026:
2022:
2016:
2013:
2008:
2005:
1995:
1994:
1993:
1990:
1976:
1973:
1968:
1964:
1940:
1927:
1923:
1919:
1916:
1908:
1904:
1900:
1896:
1890:
1886:
1880:
1876:
1872:
1866:
1860:
1857:
1852:
1848:
1844:
1841:
1832:
1828:
1825:
1822:
1813:
1805:
1804:
1803:
1801:
1793:
1767:
1763:
1759:
1750:
1741:
1737:
1733:
1729:
1723:
1719:
1715:
1706:
1702:
1699:
1696:
1687:
1679:
1678:
1677:
1663:
1654:
1634:
1630:
1617:
1614:
1605:
1584:
1580:
1567:
1564:
1555:
1534:
1530:
1523:
1517:
1514:
1509:
1505:
1481:
1475:
1452:
1446:
1423:
1418:
1414:
1404:
1398:
1395:
1389:
1383:
1375:
1371:
1367:
1363:
1356:
1350:
1347:
1341:
1335:
1328:
1327:
1326:
1324:
1319:
1306:
1301:
1297:
1292:
1286:
1282:
1273:
1255:
1252:
1248:
1244:
1239:
1235:
1212:
1209:
1205:
1201:
1196:
1192:
1183:
1164:
1159:
1156:
1151:
1146:
1142:
1134:
1133:
1132:
1129:
1115:
1092:
1089:
1086:
1078:
1072:
1066:
1063:
1057:
1051:
1048:
1042:
1036:
1029:
1028:
1027:
1010:
1007:
1004:
998:
995:
990:
987:
981:
975:
972:
967:
964:
958:
952:
949:
944:
941:
931:
930:
929:
927:
922:
920:
916:
912:
908:
903:
889:
869:
849:
829:
818:The SIR model
816:
791:
788:
785:
782:
776:
773:
768:
765:
754:
751:
748:
745:
742:
739:
736:
733:
727:
724:
719:
716:
705:
702:
699:
696:
693:
690:
684:
681:
676:
673:
662:
654:
653:
652:
650:
646:
638:
633:
624:
622:
606:
603:
600:
591:
589:
585:
569:
565:
561:
558:
555:
535:
515:
512:
504:
500:
495:
493:
475:
471:
466:
462:
459:
439:
419:
397:
393:
388:
384:
381:
378:
375:
372:
369:
366:
362:
355:
351:
347:
341:
333:
329:
315:
311:
303:
299:
297:
293:
289:
285:
281:
276:
274:
256:
252:
228:
222:
214:
210:
206:
202:
198:
194:
190:
186:
182:
178:
169:
165:
163:
159:
155:
147:
143:
138:
134:
131:
128:
124:
121:
118:
114:
111:
110:
109:
107:
100:The SIR model
97:
95:
91:
87:
82:
80:
75:
73:
70:in 1956. The
69:
66:in 1927, and
65:
61:
57:
52:
49:
45:
41:
37:
33:
29:
25:
21:
30809:Epidemiology
30243:Notification
30214:Hand washing
30209:Food hygiene
30194:Disinfection
30090:Immunization
30041:Anthelmintic
30029:prophylactic
29917:Respiratory
29841:Hyperendemic
29791:WAIFW matrix
29750:
29446:Environment-
29199:Transmission
29175:Urbanization
28973:Host tropism
28869:Determinants
28855:Concepts in
28811:
28757:
28733:
28714:
28695:
28629:
28625:
28615:
28564:
28560:
28554:
28495:
28491:
28485:
28452:
28448:
28442:
28412:(1): 48–70.
28409:
28405:
28399:
28387:. Retrieved
28382:
28372:
28353:
28343:
28324:
28278:
28274:
28264:
28231:
28227:
28221:
28202:
28198:
28188:
28145:
28141:
28131:
28096:
28092:
28082:
28039:
28035:
28029:
28019:, retrieved
27997:
27987:
27967:
27960:
27948:J.H. Jones,
27944:
27906:(1): 29–48.
27903:
27899:
27843:
27839:
27775:
27771:
27761:
27724:
27720:
27710:
27669:
27665:
27655:
27639:
27587:(1): 22497.
27584:
27580:
27506:
27502:
27468:
27413:
27409:
27399:
27358:
27354:
27348:
27329:
27325:
27283:
27279:
27217:
27213:
27190:
27185:
27142:
27138:
27128:
27111:
27068:
27064:
27054:
27027:
27021:
26993:
26987:
26966:
26957:
26940:
26936:
26930:
26879:
26875:
26823:
26819:
26794:
26767:(1): 35–55.
26764:
26760:
26750:
26742:
26712:
26708:
26698:
26679:
26673:
26658:
26639:
26633:
26614:
26572:
26568:
26562:
26525:
26521:
26511:
26492:
26488:
26478:
26469:2003.05666v1
26417:
26413:
26365:
26361:
26330:. Retrieved
26326:
26265:
26261:
26207:
26203:
26193:
26150:
26110:
26106:
26062:
26058:
26048:
26021:
26017:
26007:
25980:
25976:
25966:
25898:
25891:
25869:
25860:
25851:
25773:
25552:simple model
25467:
25414:The largest
24993:
24895:
24674:
24560:
23969:
23966:Simple model
23855:
23693:
23429:
23426:
23401:
23370:
23339:
23190:
22873:
22850:
22828:
22826:
22645:
22591:
22537:
22477:
22174:
22068:
22067:
22062:
22061:
22053:
22047:
22039:
21950:
21613:steady state
21302:
21275:. Note that
21103:
20747:
20705:
20629:
20573:
20565:
20562:
20478:
20374:
20192:
19976:
19913:
19713:
19645:
19594:
19437:
18759:
18432:
18347:
18209:
18206:
17862:
17779:
17605:
17596:
17545:
17476:
17463:
17398:
16954:
16868:
16605:
16577:
16569:
16479:
16323:
16218:
16215:
16156:
16099:
16096:
15965:
15961:
15948:
15881:
15808:
15806:
15800:
15728:
15656:
15531:
15476:
15459:
15450:
15340:
15111:
15102:
14886:
14708:
14705:
14612:
14608:
14509:
14107:
13868:
13864:
13862:
13788:
13780:
13557:
13228:
12993:
12991:
12916:
12846:
12462:
12449:
12446:
12434:
12417:tuberculosis
12414:
12144:
12140:
12136:
12134:
12107:
12013:
11938:
11238:
10867:
10865:
10559:
10028:
9744:
9742:
9702:
9480:
9476:
9472:
9470:
9111:
9007:
8953:
8949:
8754:
8638:
8415:
8327:
8216:
8214:
8068:
8049:
8027:
7866:
7788:
7528:
7524:
7257:
6818:
6762:
6606:; infected,
6576:
6237:
5842:
5781:
5668:
5424:
5064:
5004:
4847:
4736:
4431:
4212:
4029:
3917:
3676:
3673:
3576:
3302:
3016:
2832:
2696:
2442:
2434:
2365:
2327:
2318:
2257:
2200:
2139:
2082:
1991:
1955:
1789:
1438:
1320:
1271:
1179:
1130:
1107:
1025:
923:
904:
821:
642:
592:
502:
498:
496:
331:
327:
325:
308:
291:
279:
277:
272:
212:
208:
204:
200:
196:
192:
188:
184:
180:
176:
174:
151:
145:
141:
136:
132:
126:
122:
116:
112:
105:
103:
83:
76:
53:
47:
43:
42:usceptible,
39:
35:
31:
27:
19:
18:
30496:Eradication
30407:Biosecurity
30132:Vaccination
30107:Inoculation
30085:Drug safety
30080:Combination
30007:and Control
29955:Soft tissue
29909:Anatomical
29876:Seasonality
29856:Mesoendemic
29836:Holoendemic
29829:Farr's laws
29741:Attack rate
29539:Animal bite
29535:Insect bite
29471:Respiratory
29098:Air quality
29086:Environment
28996:Comorbidity
28912:Attack rate
28895:Infectivity
28813:3Blue1Brown
28530:2117/126209
28389:24 November
28350:Anderson RM
27416:(1): 5576.
27280:Mathematics
27145:: 147–149.
26743:Section 4.1
26569:SIAM Review
26268:: 184–194.
25917:Attack rate
22058:SEIR model
21617:fixed point
20251:must hold:
15463:Erdos Renyi
14615:common cold
12426:Mary Mallon
10594:Riemann sum
9227:, recovery
8052:common cold
4025:Mathematica
919:Ronald Ross
30803:Categories
30581:Biological
30379:infections
30320:Sanitation
30288:Quarantine
30147:resistance
30065:Antiseptic
30046:Ascaricide
30036:Antifungal
30024:Antibiotic
30005:Prevention
29938:Intestinal
29871:Prevalence
29851:Inequality
29800:Occurrence
29599:Breastmilk
29483:Bioaerosol
29455:Sapronosis
29430:Horizontal
29302:Endogenous
29281:Viral load
29241:Index case
28021:2022-11-08
27950:Notes on R
27594:2106.08966
27516:2006.10490
27509:: 110077.
27423:2003.13967
27220:(2): 386.
26495:(2): e14.
26210:(3): 105.
26185:0070.15101
25958:References
25416:eigenvalue
23727:over time
22871:such that
15486:models of
10602:real-time
8420:, so that
3044:satisfies
926:non-linear
148:esistant".
30491:Discovery
30417:Disease X
30377:Emerging
30325:Screening
30226:Isolation
30070:Antiviral
29896:Twindemic
29846:Incidence
29723:Modelling
29686:Perinatal
29618:Cutaneous
29509:Linked to
29419:Perinatal
29338:Exogenous
29330:formation
29072:Pregnancy
28929:Endotoxin
28924:Virulence
28788:239899862
28674:226242440
28057:1874/8051
27920:0025-5564
27860:1742-5689
27802:1432-1416
27793:1874/8051
27727:: 64870.
27702:253314121
27694:0218-1274
27559:219792089
27254:233589998
27191:SIR model
27159:2452-0918
26922:251484056
26820:ACS Omega
26392:225555567
26275:1403.2160
26224:1742-6316
25749:τ
25670:−
25617:τ
25588:τ
25578:
25532:τ
25477:τ
25345:τ
25333:−
25322:τ
25300:τ
25273:τ
25261:−
25104:τ
25094:τ
25068:τ
25055:τ
24988:Isolation
24939:τ
24909:τ
24860:
24806:
24789:∫
24783:τ
24747:
24713:
24622:−
24569:τ
24544:τ
24530:
24496:τ
24450:τ
24430:
24382:
24348:τ
24328:
24241:τ
24214:
24180:
24146:
24085:τ
24005:τ
23926:
23770:
23666:γ
23660:μ
23651:κ
23645:μ
23635:∗
23627:β
23624:κ
23607:−
23593:ρ
23552:μ
23546:γ
23541:κ
23538:−
23526:κ
23520:μ
23464:∗
23456:β
23291:−
23213:−
23155:μ
23147:λ
23133:∗
23120:∗
23107:∗
23094:∗
23078:∗
23032:∂
23022:∗
22995:∂
22937:∂
22927:∗
22900:∂
22786:−
22770:−
22695:−
22630:−
22370:μ
22367:−
22361:γ
22352:˙
22327:γ
22321:μ
22315:−
22309:κ
22300:˙
22275:κ
22269:μ
22263:−
22254:β
22245:˙
22220:β
22217:−
22211:μ
22208:−
22205:λ
22196:˙
22160:κ
22140:γ
22120:β
22100:λ
22080:μ
21898:⋯
21846:∞
21843:→
21832:⇒
21739:⋯
21687:∞
21684:→
21673:⇒
21667:≤
21352:˙
21129:ρ
21083:ϕ
21071:would be
21047:ϕ
21020:ϕ
20680:ρ
20519:∗
20440:μ
20426:∫
20422:−
20414:
20391:∗
20332:μ
20317:∫
20313:−
20305:
20290:φ
20269:∫
20230:μ
20201:φ
20151:μ
20148:−
20118:∂
20087:∂
19923:φ
19854:φ
19814:φ
19774:φ
19747:∫
19492:∫
19479:⋅
19473:⋅
19396:γ
19363:μ
19360:−
19330:∂
19299:∂
19248:γ
19245:−
19215:μ
19212:−
19120:∫
19071:∂
19040:∂
18928:∫
18906:−
18876:μ
18873:−
18843:∂
18812:∂
18784:∞
18778:≤
18702:∫
18620:∫
18538:∫
18389:∗
18370:∫
18307:μ
18304:−
18288:μ
18285:−
18271:−
18262:−
18250:−
18230:∗
18188:…
18150:−
18122:−
18073:μ
18070:−
18036:…
17998:−
17975:−
17924:β
17921:−
17915:μ
17912:−
17906:μ
17819:μ
17816:ρ
17800:−
17794:≥
17758:μ
17755:−
17749:ρ
17737:μ
17690:β
17687:−
17681:ρ
17678:−
17672:μ
17669:−
17660:−
17648:μ
17577:∗
17569:≥
17432:−
17421:∗
17368:−
17359:−
17320:−
17239:∞
17233:→
17222:⇒
17185:−
17127:−
17054:∞
17048:→
17037:⇒
17031:≤
17022:−
16914:∞
16908:→
16847:μ
16844:−
16835:ν
16795:γ
16789:μ
16783:−
16767:β
16720:β
16717:−
16711:μ
16708:−
16699:−
16687:ν
16618:∈
16536:σ
16379:σ
16278:−
16182:γ
16179:β
16136:−
16120:γ
16108:σ
16037:σ
16004:σ
16000:−
15926:β
15890:β
15854:→
15807:The main
15764:→
15692:→
15607:→
15430:β
15316:γ
15301:∇
15275:∂
15260:γ
15257:−
15242:β
15224:∇
15198:∂
15174:β
15168:−
15156:∇
15130:∂
15020:∞
15014:→
15003:⇒
14984:γ
14978:μ
14964:β
14947:∫
14910:−
14904:−
14862:μ
14856:γ
14850:−
14825:β
14769:β
14766:−
14760:μ
14757:−
14751:μ
14682:β
14661:β
14635:β
14575:→
14565:→
14555:→
14545:→
14535:→
14481:μ
14478:−
14472:γ
14432:μ
14426:γ
14420:−
14414:ε
14374:μ
14368:ε
14362:−
14347:β
14307:μ
14304:−
14289:β
14283:−
14277:δ
14240:μ
14237:−
14231:δ
14228:−
14225:Λ
14162:→
14152:→
14142:→
14132:→
14076:μ
14070:γ
14064:−
14058:ε
14018:μ
14012:ϵ
14006:−
13991:β
13951:γ
13942:μ
13939:−
13924:β
13918:−
13915:Λ
13834:→
13824:→
13814:→
13749:μ
13743:γ
13737:−
13664:γ
13658:−
13636:β
13566:β
13462:∞
13456:→
13445:⇒
13273:∞
13267:→
13256:⇒
13250:≤
13176:≥
13164:≥
13152:≥
13140:≥
13109:∈
13074:∈
12971:γ
12965:μ
12961:β
12947:μ
12822:μ
12819:−
12813:γ
12773:μ
12767:γ
12761:−
12709:μ
12703:−
12688:β
12639:β
12633:−
12627:μ
12624:−
12618:μ
12544:μ
12521:Λ
12496:−
12386:μ
12383:−
12377:γ
12340:μ
12337:−
12331:γ
12328:−
12313:β
12273:μ
12270:−
12255:β
12249:−
12243:δ
12206:μ
12203:−
12197:δ
12194:−
12191:Λ
12118:colostrum
12084:τ
12072:τ
12057:τ
12028:τ
11997:ξ
11988:ξ
11968:∫
11952:τ
11912:τ
11897:τ
11866:τ
11851:τ
11820:τ
11805:τ
11771:τ
11756:τ
11744:−
11729:τ
11698:τ
11689:−
11680:−
11671:τ
11572:ψ
11468:μ
11377:η
11342:η
11339:−
11292:ψ
11277:μ
11208:ψ
11116:μ
11070:ψ
11067:−
11052:μ
11049:−
10982:−
10961:−
10384:∞
10332:η
10326:−
10282:β
10230:β
10213:γ
10134:η
10093:η
10090:−
10043:γ
10037:β
9941:γ
9895:γ
9892:−
9868:β
9816:−
9792:β
9786:−
9723:μ
9717:γ
9711:β
9678:μ
9641:γ
9604:μ
9601:−
9595:γ
9592:−
9577:β
9528:β
9522:−
9477:Recovered
9449:β
9423:β
9397:μ
9371:γ
9261:μ
9235:γ
9209:β
9088:−
9079:⋅
9073:∝
9027:−
8962:γ
8923:−
8882:−
8862:∞
8831:γ
8828:−
8825:β
8819:χ
8793:β
8785:γ
8782:−
8768:∞
8731:χ
8728:−
8708:∞
8658:−
8607:β
8604:γ
8599:−
8571:∞
8565:→
8554:⇒
8543:γ
8540:β
8507:∞
8501:→
8490:⇒
8484:≤
8479:γ
8476:β
8428:∀
8385:β
8380:−
8371:γ
8368:−
8365:β
8279:⇒
8193:γ
8190:−
8175:β
8135:γ
8117:β
8111:−
8056:influenza
7996:μ
7987:λ
7981:λ
7975:μ
7967:μ
7925:μ
7885:β
7875:λ
7846:λ
7840:μ
7832:μ
7797:μ
7768:δ
7762:μ
7735:δ
7729:μ
7723:−
7713:∞
7704:∫
7681:∣
7659:
7563:∣
7541:
7504:γ
7476:γ
7450:β
7427:β
7307:β
7240:γ
7191:γ
7188:−
7179:β
7127:β
7124:−
7078:γ
7058:β
7038:γ
7018:β
6794:→
6784:→
6551:β
6525:β
6499:γ
6389:γ
6363:β
6207:−
6187:β
6184:γ
6168:−
6148:β
6145:μ
6135:β
6131:μ
6125:γ
6051:∞
6048:→
6037:⇒
5960:μ
5957:Λ
5884:∞
5881:→
5870:⇒
5864:≤
5822:γ
5816:μ
5812:β
5745:μ
5742:Λ
5647:μ
5644:−
5638:γ
5601:μ
5598:−
5592:γ
5589:−
5574:β
5525:β
5519:−
5513:μ
5510:−
5507:Λ
5453:Λ
5433:μ
5046:γ
4829:γ
4800:γ
4744:γ
4722:β
4637:β
4545:−
4519:γ
4493:−
4467:β
4403:γ
4388:β
4331:γ
4321:β
4265:γ
4255:β
3985:∞
3958:∞
3931:∞
3903:ξ
3863:τ
3840:τ
3797:∫
3791:τ
3759:τ
3736:τ
3642:ξ
3639:−
3585:ξ
3556:∗
3539:∗
3514:∫
3505:β
3484:ξ
3468:ξ
3465:ρ
3412:−
3397:−
3357:ξ
3354:−
3280:∞
3249:≠
3198:∞
3182:ρ
3159:−
3154:∞
3143:−
3103:∞
2943:−
2928:−
2813:β
2806:γ
2797:ρ
2782:∗
2762:∗
2750:∗
2725:∫
2719:β
2673:
2667:ρ
2664:−
2596:−
2577:−
2407:β
2345:β
2222:⋅
2104:⋅
2062:γ
2051:−
1920:−
1901:−
1873:−
1858:−
1845:−
1837:∞
1829:−
1818:∞
1802:, namely
1760:−
1755:∞
1734:−
1711:∞
1703:−
1692:∞
1661:∞
1658:→
1624:∞
1610:∞
1574:∞
1560:∞
1396:−
1368:−
1253:−
1249:γ
1210:−
1206:β
1160:γ
1157:β
786:γ
749:γ
746:−
737:β
697:β
694:−
601:γ
556:γ
513:γ
440:β
379:β
376:−
106:SIR model
62:in 1917,
30400:EARS-Net
30315:Safe sex
30267:services
30238:Lockdown
30009:measures
29911:location
29891:Syndemic
29886:Sporadic
29866:Pandemic
29861:Outbreak
29819:Epidemic
29672:Prenatal
29564:Mosquito
29448:to-human
29423:Neonatal
29416:Prenatal
29364:Zoonosis
29209:concepts
29140:Humidity
29125:Commerce
29001:Diabetes
28934:Exotoxin
28666:33139561
28607:15291065
28599:12241447
28546:16298768
28538:11290142
28477:11736241
28434:91114210
28305:29970199
28256:19795498
28205:: 1–13.
28180:12766207
28123:27501264
28074:22275430
27936:17313221
27928:12387915
27878:16849186
27818:22275430
27753:18322563
27631:34795311
27551:32834619
27460:33149128
27177:32844133
27103:32257317
26914:36589277
26850:34723043
26791:29928728
26739:22829179
26597:10836889
26554:23676892
26332:July 19,
26300:14509477
26242:34462807
25911:See also
25127:COVID-19
23276:M-matrix
23063:, where
22050:COVID-19
17515:′
12847:We have
12114:placenta
10785:, where
9481:Deceased
9008:SI model
4843:COVID-19
4215:COVID-19
4017:function
4013:Lambert
4005:COVID-19
3748:, where
1800:function
1796:Lambert
1676:one has
1083:constant
621:logistic
497:Between
412:, where
296:epidemic
191:(time):
140:called "
30204:Hygiene
30142:booster
30075:Asepsis
29814:Endemic
29809:Cluster
29393:Source
29328:Biofilm
29165:Poverty
29135:Ecology
29113:El Niño
29066:Smoking
28944:factors
28885:Biofilm
28861:Outline
28818:YouTube
28657:7703634
28634:Bibcode
28579:Bibcode
28510:Bibcode
28457:Bibcode
28426:2342553
28296:6092233
28248:7585186
28171:2760158
28150:Bibcode
28142:Science
28114:5210220
28066:2117040
27869:1578275
27810:2117040
27744:2217597
27674:Bibcode
27622:8602246
27599:Bibcode
27542:7332959
27521:Bibcode
27475:medRxiv
27451:7643184
27428:Bibcode
27391:4210869
27383:4606583
27363:Bibcode
27286:: 941.
27222:Bibcode
27214:Physics
27168:7438206
27094:7062106
27073:Bibcode
26905:9799982
26884:Bibcode
26841:8547164
26782:5963332
26730:3506030
26577:Bibcode
26545:3673147
26422:Bibcode
26370:Bibcode
26280:Bibcode
26233:8404547
26177:0084936
26115:Bibcode
26067:Bibcode
26026:Bibcode
25985:Bibcode
25554:above (
23572:and so
20636:of the
19438:where:
18760:(where
15910:, and S
15556:(t) + S
15552:(t) + S
12110:measles
6759:others.
5376:, i.e.
4032:Kendall
3783:, i.e.
548:, then
288:vaccine
284:endemic
207:), and
162:rubella
154:measles
68:Kendall
30710:Social
30412:CRISPR
30364:Zoning
30219:Gloves
29630:Fomite
29464:Routes
29359:Vector
29226:Fomite
29207:Basic
29170:Travel
29050:Gender
28786:
28776:
28740:
28721:
28702:
28692:May RM
28672:
28664:
28654:
28605:
28597:
28544:
28536:
28475:
28432:
28424:
28360:
28331:
28303:
28293:
28254:
28246:
28178:
28168:
28121:
28111:
28072:
28064:
28012:
27975:
27934:
27926:
27918:
27876:
27866:
27858:
27816:
27808:
27800:
27751:
27741:
27700:
27692:
27629:
27619:
27557:
27549:
27539:
27477:
27458:
27448:
27389:
27381:
27355:Nature
27252:
27193:above.
27175:
27165:
27157:
27101:
27091:
27042:
27010:
26975:
26963:May RM
26920:
26912:
26902:
26848:
26838:
26789:
26779:
26737:
26727:
26686:
26646:
26621:
26595:
26552:
26542:
26390:
26298:
26240:
26230:
26222:
26183:
26175:
26165:
25866:Others
25660:
25626:
24612:
24578:
23274:is an
23036:
22999:
22941:
22904:
22447:where
21552:, and
19914:where
16869:where
16097:Here,
15341:where
11939:where
11558:, and
11239:where
10029:where
9703:where
8843:, and
8755:where
7591:where
5343:, and
5038:, and
4092:, and
4030:While
4023:, and
4021:MATLAB
4001:Kröger
3972:, and
3017:where
2140:then:
1439:where
1272:before
822:where
183:, and
160:, and
60:Hudson
30484:Other
29992:Fetus
29987:Mouth
29982:Tooth
29977:Blood
29964:Joint
29824:Curve
29694:Other
29641:wound
29639:Open
29609:Feces
29604:Water
29295:Modes
29153:Flood
28877:Agent
28784:S2CID
28762:(PDF)
28670:S2CID
28603:S2CID
28569:arXiv
28542:S2CID
28500:arXiv
28430:S2CID
28422:JSTOR
28252:S2CID
28070:S2CID
27932:S2CID
27814:S2CID
27698:S2CID
27589:arXiv
27555:S2CID
27511:arXiv
27418:arXiv
27387:S2CID
27250:S2CID
27120:(PDF)
26943:(2).
26918:S2CID
26593:S2CID
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20127:n
20122:a
20114:+
20111:)
20108:a
20105:,
20102:t
20099:(
20096:n
20091:t
20063:)
20060:a
20057:,
20054:t
20051:(
20048:r
20045:+
20042:)
20039:a
20036:,
20033:t
20030:(
20027:i
20024:+
20021:)
20018:a
20015:,
20012:t
20009:(
20006:s
20003:=
20000:)
19997:a
19994:,
19991:t
19988:(
19985:n
19962:r
19959:,
19956:i
19953:,
19950:s
19947:=
19944:j
19941:,
19938:)
19935:a
19932:(
19927:j
19899:a
19896:d
19891:)
19887:)
19884:t
19881:,
19878:a
19875:(
19872:r
19869:)
19866:a
19863:(
19858:r
19850:+
19847:)
19844:t
19841:,
19838:a
19835:(
19832:i
19829:)
19826:a
19823:(
19818:i
19810:+
19807:)
19804:t
19801:,
19798:a
19795:(
19792:s
19789:)
19786:a
19783:(
19778:s
19769:(
19761:M
19757:a
19751:0
19743:=
19740:)
19737:0
19734:,
19731:t
19728:(
19725:s
19699:0
19696:=
19693:)
19690:0
19687:,
19684:t
19681:(
19678:r
19675:=
19672:)
19669:0
19666:,
19663:t
19660:(
19657:i
19631:)
19628:t
19625:;
19620:1
19616:a
19612:,
19609:a
19606:(
19603:k
19578:1
19574:a
19570:d
19566:)
19563:t
19560:,
19555:1
19551:a
19547:(
19544:i
19541:)
19538:t
19535:;
19530:1
19526:a
19522:,
19519:a
19516:(
19513:k
19506:M
19502:a
19496:0
19488:=
19485:)
19482:)
19476:,
19470:(
19467:i
19464:,
19461:t
19458:,
19455:a
19452:(
19449:F
19423:)
19420:t
19417:,
19414:a
19411:(
19408:i
19405:)
19402:a
19399:(
19393:+
19390:)
19387:t
19384:,
19381:a
19378:(
19375:r
19372:)
19369:a
19366:(
19357:=
19354:)
19351:a
19348:,
19345:t
19342:(
19339:r
19334:a
19326:+
19323:)
19320:a
19317:,
19314:t
19311:(
19308:r
19303:t
19275:)
19272:t
19269:,
19266:a
19263:(
19260:i
19257:)
19254:a
19251:(
19242:)
19239:t
19236:,
19233:a
19230:(
19227:i
19224:)
19221:a
19218:(
19206:1
19202:a
19198:d
19195:)
19192:t
19189:,
19184:1
19180:a
19176:(
19173:i
19170:)
19167:t
19164:;
19159:1
19155:a
19151:,
19148:a
19145:(
19142:k
19134:M
19130:a
19124:0
19116:)
19113:t
19110:,
19107:a
19104:(
19101:s
19098:=
19095:)
19092:a
19089:,
19086:t
19083:(
19080:i
19075:a
19067:+
19064:)
19061:a
19058:,
19055:t
19052:(
19049:i
19044:t
19014:1
19010:a
19006:d
19002:)
18999:t
18996:,
18991:1
18987:a
18983:(
18980:i
18977:)
18974:t
18971:;
18966:1
18962:a
18958:,
18955:a
18952:(
18949:k
18942:M
18938:a
18932:0
18924:)
18921:t
18918:,
18915:a
18912:(
18909:s
18903:)
18900:t
18897:,
18894:a
18891:(
18888:s
18885:)
18882:a
18879:(
18870:=
18867:)
18864:a
18861:,
18858:t
18855:(
18852:s
18847:a
18839:+
18836:)
18833:a
18830:,
18827:t
18824:(
18821:s
18816:t
18781:+
18773:M
18769:a
18745:a
18742:d
18738:)
18735:a
18732:,
18729:t
18726:(
18723:r
18716:M
18712:a
18706:0
18698:=
18695:)
18692:t
18689:(
18686:R
18663:a
18660:d
18656:)
18653:a
18650:,
18647:t
18644:(
18641:i
18634:M
18630:a
18624:0
18616:=
18613:)
18610:t
18607:(
18604:I
18581:a
18578:d
18574:)
18571:a
18568:,
18565:t
18562:(
18559:s
18552:M
18548:a
18542:0
18534:=
18531:)
18528:t
18525:(
18522:S
18499:)
18496:a
18493:,
18490:t
18487:(
18484:r
18481:,
18478:)
18475:a
18472:,
18469:t
18466:(
18463:i
18460:,
18457:)
18454:a
18451:,
18448:t
18445:(
18442:s
18413:1
18407:t
18404:d
18400:)
18397:t
18394:(
18385:S
18379:T
18374:0
18364:0
18360:R
18331:)
18328:T
18325:,
18322:t
18319:(
18316:D
18313:O
18310:M
18300:E
18291:T
18281:E
18277:)
18274:p
18268:1
18265:(
18259:1
18255:p
18247:1
18244:=
18241:)
18238:t
18235:(
18226:S
18210:I
18185:,
18182:2
18179:,
18176:1
18173:,
18170:0
18167:=
18164:n
18158:,
18155:)
18146:T
18142:n
18139:(
18136:S
18133:p
18130:+
18127:)
18118:T
18114:n
18111:(
18108:V
18105:=
18102:)
18097:+
18093:T
18089:n
18086:(
18083:V
18079:,
18076:V
18067:=
18057:t
18054:d
18049:V
18046:d
18033:,
18030:2
18027:,
18024:1
18021:,
18018:0
18015:=
18012:n
18006:,
18003:)
17994:T
17990:n
17987:(
17984:S
17981:)
17978:p
17972:1
17969:(
17966:=
17963:)
17958:+
17954:T
17950:n
17947:(
17944:S
17940:,
17937:S
17932:N
17929:I
17918:S
17909:N
17903:=
17893:t
17890:d
17885:S
17882:d
17839:0
17835:R
17831:1
17825:)
17811:+
17808:1
17804:(
17797:1
17791:P
17761:V
17752:S
17746:+
17743:P
17740:N
17734:=
17724:t
17721:d
17716:V
17713:d
17703:S
17698:N
17695:I
17684:S
17675:S
17666:)
17663:P
17657:1
17654:(
17651:N
17645:=
17635:t
17632:d
17627:S
17624:d
17582:,
17573:P
17566:)
17563:0
17560:(
17557:P
17525:)
17522:I
17519:(
17512:P
17507:,
17504:)
17501:I
17498:(
17495:P
17492:=
17489:P
17445:0
17441:R
17437:1
17429:1
17426:=
17417:P
17410:P
17384:.
17380:)
17375:)
17371:1
17365:)
17362:P
17356:1
17353:(
17348:0
17344:R
17339:(
17335:N
17332:,
17326:)
17323:P
17317:1
17314:(
17309:0
17305:R
17300:N
17294:(
17290:=
17287:E
17284:E
17281:=
17277:)
17273:)
17270:t
17267:(
17264:I
17261:,
17258:)
17255:t
17252:(
17249:S
17245:(
17236:+
17230:t
17219:0
17213:)
17210:0
17207:(
17204:I
17200:,
17197:1
17191:)
17188:P
17182:1
17179:(
17174:0
17170:R
17145:)
17141:0
17138:,
17134:)
17130:P
17124:1
17120:(
17116:N
17112:(
17108:=
17105:E
17102:F
17099:D
17096:=
17092:)
17088:)
17085:t
17082:(
17079:I
17076:,
17073:)
17070:t
17067:(
17064:S
17060:(
17051:+
17045:t
17034:1
17028:)
17025:P
17019:1
17016:(
17011:0
17007:R
16983:I
16963:S
16940:,
16937:P
16934:N
16931:=
16928:)
16925:t
16922:(
16919:V
16911:+
16905:t
16877:V
16850:V
16841:P
16838:N
16832:=
16822:t
16819:d
16814:V
16811:d
16801:I
16798:)
16792:+
16786:(
16780:S
16775:N
16772:I
16764:=
16754:t
16751:d
16746:I
16743:d
16733:S
16728:N
16725:I
16714:S
16705:)
16702:P
16696:1
16693:(
16690:N
16684:=
16674:t
16671:d
16666:S
16663:d
16633:)
16630:1
16627:,
16624:0
16621:(
16615:P
16586:V
16554:)
16550:t
16545:2
16540:o
16529:(
16523:2
16519:h
16515:c
16512:e
16509:s
16504:x
16501:a
16498:m
16494:I
16490:=
16487:I
16465:I
16443:x
16440:a
16437:m
16433:I
16410:o
16406:R
16383:o
16358:S
16336:o
16332:S
16305:2
16300:o
16296:R
16289:2
16285:)
16281:1
16273:o
16269:R
16265:(
16257:2
16252:o
16248:S
16242:=
16237:x
16234:a
16231:m
16227:I
16199:N
16194:o
16190:S
16174:=
16169:o
16165:R
16142:)
16139:1
16131:o
16127:R
16123:(
16117:=
16112:o
16082:0
16079:=
16074:2
16070:I
16062:x
16059:a
16056:m
16052:I
16046:2
16041:o
16029:2
16026:3
16021:+
16018:I
16013:2
16008:o
15994:t
15991:d
15986:I
15981:2
15977:d
15862:I
15859:2
15849:I
15844:+
15837:.
15834:.
15831:.
15827:S
15780:n
15777:g
15774:i
15770:S
15757:h
15754:x
15751:e
15747:S
15708:h
15705:x
15702:e
15698:S
15685:s
15682:e
15679:r
15675:S
15638:I
15633:2
15630:+
15623:s
15620:e
15617:r
15613:S
15602:I
15597:2
15594:+
15587:n
15584:g
15581:i
15577:S
15510:t
15506:R
15408:R
15404:D
15381:I
15377:D
15354:S
15350:D
15322:,
15319:I
15313:+
15310:R
15305:2
15295:R
15291:D
15287:=
15284:R
15279:t
15266:,
15263:I
15252:N
15248:S
15245:I
15236:+
15233:I
15228:2
15218:I
15214:D
15210:=
15207:I
15202:t
15189:,
15184:N
15180:S
15177:I
15165:S
15160:2
15150:S
15146:D
15142:=
15139:S
15134:t
15088:,
15085:)
15082:0
15079:,
15076:N
15073:(
15070:=
15067:E
15064:F
15061:D
15058:=
15055:)
15052:)
15049:t
15046:(
15043:I
15040:,
15037:)
15034:t
15031:(
15028:S
15025:(
15017:+
15011:t
15000:1
14994:t
14991:d
14981:+
14973:)
14970:t
14967:(
14956:T
14951:0
14941:T
14938:1
14913:I
14907:S
14901:N
14898:=
14895:R
14868:I
14865:)
14859:+
14853:(
14847:S
14842:N
14839:I
14834:)
14831:t
14828:(
14822:=
14812:t
14809:d
14804:I
14801:d
14791:S
14786:N
14783:I
14778:)
14775:t
14772:(
14763:S
14754:N
14748:=
14738:t
14735:d
14730:S
14727:d
14691:)
14688:t
14685:(
14679:=
14676:)
14673:T
14670:+
14667:t
14664:(
14657:,
14652:N
14649:I
14644:)
14641:t
14638:(
14632:=
14629:F
14580:S
14570:R
14560:I
14550:E
14540:S
14530:M
14484:R
14475:I
14469:=
14459:t
14456:d
14451:R
14448:d
14438:I
14435:)
14429:+
14423:(
14417:E
14411:=
14401:t
14398:d
14393:I
14390:d
14380:E
14377:)
14371:+
14365:(
14357:N
14353:I
14350:S
14341:=
14331:t
14328:d
14323:E
14320:d
14310:S
14299:N
14295:I
14292:S
14280:M
14274:=
14264:t
14261:d
14256:S
14253:d
14243:M
14234:M
14222:=
14212:t
14209:d
14204:M
14201:d
14167:R
14157:I
14147:E
14137:S
14127:M
14082:I
14079:)
14073:+
14067:(
14061:E
14055:=
14045:t
14042:d
14037:I
14034:d
14024:E
14021:)
14015:+
14009:(
14001:N
13997:I
13994:S
13985:=
13975:t
13972:d
13967:E
13964:d
13954:I
13948:+
13945:S
13934:N
13930:I
13927:S
13912:=
13902:t
13899:d
13894:S
13891:d
13869:t
13867:(
13865:S
13839:S
13829:I
13819:E
13809:S
13760:1
13756:I
13752:)
13746:+
13740:(
13732:1
13728:E
13724:a
13721:=
13711:t
13708:d
13701:1
13697:I
13693:d
13681:1
13677:E
13673:)
13670:a
13667:+
13661:(
13653:1
13649:I
13645:)
13642:t
13639:(
13633:=
13623:t
13620:d
13613:1
13609:E
13605:d
13575:)
13572:t
13569:(
13543:.
13540:E
13537:E
13534:=
13530:)
13526:)
13523:t
13520:(
13517:R
13514:,
13511:)
13508:t
13505:(
13502:I
13499:,
13496:)
13493:t
13490:(
13487:E
13484:,
13481:)
13478:t
13475:(
13472:S
13468:(
13459:+
13453:t
13442:0
13436:)
13433:0
13430:(
13427:I
13424:,
13421:1
13413:0
13409:R
13387:,
13384:)
13381:0
13378:,
13375:0
13372:,
13369:0
13366:,
13363:N
13360:(
13357:=
13354:E
13351:F
13348:D
13345:=
13341:)
13337:)
13334:t
13331:(
13328:R
13325:,
13322:)
13319:t
13316:(
13313:I
13310:,
13307:)
13304:t
13301:(
13298:E
13295:,
13292:)
13289:t
13286:(
13283:S
13279:(
13270:+
13264:t
13253:1
13245:0
13241:R
13213:}
13209:N
13206:=
13203:R
13200:+
13197:I
13194:+
13191:E
13188:+
13185:S
13182:,
13179:0
13173:R
13170:,
13167:0
13161:I
13158:,
13155:0
13149:E
13146:,
13143:0
13137:S
13134::
13129:4
13125:]
13121:N
13118:,
13115:0
13112:[
13106:)
13103:R
13100:,
13097:I
13094:,
13091:E
13088:,
13085:S
13082:(
13078:{
13070:)
13066:)
13063:0
13060:(
13057:R
13054:,
13051:)
13048:0
13045:(
13042:I
13039:,
13036:)
13033:0
13030:(
13027:E
13024:,
13021:)
13018:0
13015:(
13012:S
13008:(
12994:N
12977:.
12968:+
12953:a
12950:+
12943:a
12938:=
12933:0
12929:R
12902:N
12882:,
12879:N
12876:=
12873:R
12870:+
12867:I
12864:+
12861:E
12858:+
12855:S
12828:.
12825:R
12816:I
12810:=
12800:t
12797:d
12792:R
12789:d
12779:I
12776:)
12770:+
12764:(
12758:E
12755:a
12752:=
12742:t
12739:d
12734:I
12731:d
12721:E
12718:)
12715:a
12712:+
12706:(
12698:N
12694:S
12691:I
12682:=
12672:t
12669:d
12664:E
12661:d
12649:N
12645:S
12642:I
12630:S
12621:N
12615:=
12605:t
12602:d
12597:S
12594:d
12564:N
12541:N
12499:1
12492:a
12471:a
12450:E
12389:R
12380:I
12374:=
12364:t
12361:d
12356:R
12353:d
12343:I
12334:I
12323:N
12319:I
12316:S
12307:=
12297:t
12294:d
12289:I
12286:d
12276:S
12265:N
12261:I
12258:S
12246:M
12240:=
12230:t
12227:d
12222:S
12219:d
12209:M
12200:M
12188:=
12178:t
12175:d
12170:M
12167:d
12145:.
12143:)
12141:t
12139:(
12137:M
12087:)
12081:(
12078:I
12075:)
12069:(
12066:S
12063:=
12060:)
12054:(
12051:j
12031:)
12025:(
12022:I
11994:d
11991:)
11985:(
11982:a
11977:t
11972:0
11964:=
11961:)
11958:t
11955:(
11918:S
11915:)
11909:(
11906:q
11903:=
11894:d
11889:D
11886:d
11875:,
11872:S
11869:)
11863:(
11860:b
11857:=
11848:d
11843:V
11840:d
11829:,
11826:I
11823:)
11817:(
11814:k
11811:=
11802:d
11797:R
11794:d
11783:,
11780:I
11777:]
11774:)
11768:(
11765:q
11762:+
11759:)
11753:(
11750:k
11747:[
11741:I
11738:S
11735:=
11726:d
11721:I
11718:d
11707:,
11704:S
11701:)
11695:(
11692:b
11686:I
11683:S
11677:=
11668:d
11663:S
11660:d
11627:)
11624:t
11621:(
11618:a
11598:)
11595:t
11592:(
11589:a
11585:/
11581:)
11578:t
11575:(
11569:=
11566:q
11546:)
11543:t
11540:(
11537:a
11533:/
11529:)
11526:t
11523:(
11520:v
11517:=
11514:b
11494:)
11491:t
11488:(
11485:a
11481:/
11477:)
11474:t
11471:(
11465:=
11462:k
11442:0
11439:=
11436:)
11433:0
11430:(
11427:D
11424:=
11421:)
11418:0
11415:(
11412:V
11409:=
11406:)
11403:0
11400:(
11397:R
11374:=
11371:)
11368:0
11365:(
11362:I
11336:1
11333:=
11330:)
11327:0
11324:(
11321:S
11301:)
11298:t
11295:(
11289:,
11286:)
11283:t
11280:(
11274:,
11271:)
11268:t
11265:(
11262:v
11259:,
11256:)
11253:t
11250:(
11247:a
11220:I
11217:)
11214:t
11211:(
11205:=
11199:t
11196:d
11191:D
11188:d
11177:,
11174:S
11171:)
11168:t
11165:(
11162:v
11159:=
11153:t
11150:d
11145:V
11142:d
11131:,
11128:I
11125:)
11122:t
11119:(
11113:=
11107:t
11104:d
11099:R
11096:d
11085:,
11082:I
11079:)
11076:t
11073:(
11064:I
11061:)
11058:t
11055:(
11046:I
11043:S
11040:)
11037:t
11034:(
11031:a
11028:=
11022:t
11019:d
11014:I
11011:d
11000:,
10997:S
10994:)
10991:t
10988:(
10985:v
10979:I
10976:S
10973:)
10970:t
10967:(
10964:a
10958:=
10952:t
10949:d
10944:S
10941:d
10902:D
10899:,
10896:V
10893:,
10890:R
10887:,
10884:I
10881:,
10878:S
10846:1
10838:e
10834:R
10813:N
10793:S
10773:1
10765:N
10761:S
10756:t
10752:R
10745:=
10740:e
10736:R
10711:0
10707:R
10701:t
10697:R
10672:t
10668:R
10645:0
10641:R
10615:t
10611:R
10573:t
10569:R
10545:0
10542:=
10539:)
10536:0
10533:(
10530:V
10527:=
10524:)
10521:0
10518:(
10515:R
10495:N
10492:=
10489:)
10486:0
10483:(
10480:V
10477:+
10474:)
10471:0
10468:(
10465:R
10462:+
10459:)
10456:0
10453:(
10450:I
10447:+
10444:)
10441:0
10438:(
10435:S
10415:)
10412:0
10409:(
10406:S
10380:S
10357:c
10353:b
10329:2
10323:1
10317:b
10314:+
10311:k
10291:)
10288:t
10285:(
10278:/
10274:)
10271:t
10268:(
10265:v
10262:=
10259:b
10239:)
10236:t
10233:(
10226:/
10222:)
10219:t
10216:(
10210:=
10207:k
10187:0
10184:=
10181:)
10178:0
10175:(
10172:V
10169:=
10166:)
10163:0
10160:(
10157:R
10137:N
10131:=
10128:)
10125:0
10122:(
10119:I
10099:N
10096:)
10087:1
10084:(
10081:=
10078:)
10075:0
10072:(
10069:S
10049:v
10046:,
10040:,
10002:,
9999:S
9996:)
9993:t
9990:(
9987:v
9984:=
9978:t
9975:d
9970:V
9967:d
9956:,
9953:I
9950:)
9947:t
9944:(
9938:=
9932:t
9929:d
9924:R
9921:d
9910:,
9907:I
9904:)
9901:t
9898:(
9887:N
9883:S
9880:I
9877:)
9874:t
9871:(
9862:=
9856:t
9853:d
9848:I
9845:d
9834:,
9831:S
9828:)
9825:t
9822:(
9819:v
9811:N
9807:S
9804:I
9801:)
9798:t
9795:(
9783:=
9777:t
9774:d
9769:S
9766:d
9720:,
9714:,
9684:,
9681:I
9675:=
9669:t
9666:d
9661:D
9658:d
9647:,
9644:I
9638:=
9632:t
9629:d
9624:R
9621:d
9610:,
9607:I
9598:I
9587:N
9583:S
9580:I
9571:=
9565:t
9562:d
9557:I
9554:d
9543:,
9538:N
9534:S
9531:I
9519:=
9513:t
9510:d
9505:S
9502:d
9452:=
9426:=
9400:=
9374:=
9351:0
9348:=
9345:)
9342:0
9339:(
9336:R
9333:,
9330:3
9327:=
9324:)
9321:0
9318:(
9315:I
9312:,
9306:=
9303:)
9300:0
9297:(
9294:S
9264:=
9238:=
9212:=
9189:0
9186:=
9183:)
9180:0
9177:(
9174:R
9171:,
9168:3
9165:=
9162:)
9159:0
9156:(
9153:I
9150:,
9144:=
9141:)
9138:0
9135:(
9132:S
9097:.
9094:)
9091:I
9085:N
9082:(
9076:I
9067:t
9064:d
9059:I
9056:d
9030:I
9024:N
9021:=
9018:S
8994:0
8991:=
8988:R
8968:0
8965:=
8935:)
8932:t
8929:(
8926:I
8920:N
8917:=
8914:)
8911:t
8908:(
8905:S
8885:1
8877:0
8873:I
8868:/
8858:I
8854:=
8851:V
8822:=
8799:N
8796:)
8789:/
8779:1
8776:(
8773:=
8764:I
8751:.
8734:t
8724:e
8720:V
8717:+
8714:1
8704:I
8698:=
8695:)
8692:t
8689:(
8686:I
8661:1
8654:y
8650:=
8647:I
8620:.
8617:N
8613:)
8596:1
8592:(
8588:=
8585:)
8582:t
8579:(
8576:I
8568:+
8562:t
8551:1
8530:,
8527:0
8524:=
8521:)
8518:t
8515:(
8512:I
8504:+
8498:t
8487:1
8446:0
8440:)
8437:0
8434:(
8431:I
8412:,
8398:2
8394:I
8388:N
8377:I
8374:)
8362:(
8359:=
8353:t
8350:d
8345:I
8342:d
8324:.
8312:N
8309:=
8306:)
8303:t
8300:(
8297:I
8294:+
8291:)
8288:t
8285:(
8282:S
8276:0
8273:=
8267:t
8264:d
8259:I
8256:d
8250:+
8244:t
8241:d
8236:S
8233:d
8217:N
8196:I
8185:N
8181:I
8178:S
8169:=
8159:t
8156:d
8151:I
8148:d
8138:I
8132:+
8127:N
8123:I
8120:S
8108:=
8098:t
8095:d
8090:S
8087:d
8008:.
8002:v
7999:+
7992:1
7978:+
7970:N
7961:=
7958:I
7931:v
7928:+
7921:1
7898:,
7892:N
7888:I
7878:=
7852:.
7843:+
7835:N
7826:=
7823:S
7800:N
7774:,
7765:+
7758:1
7753:=
7750:x
7747:d
7741:x
7738:)
7732:+
7726:(
7719:e
7708:0
7700:=
7697:]
7694:)
7689:S
7685:T
7676:L
7672:T
7668:(
7662:[
7656:E
7631:S
7627:T
7604:L
7600:T
7579:]
7576:)
7571:S
7567:T
7558:L
7554:T
7550:(
7544:[
7538:E
7500:/
7496:1
7456:I
7453:S
7430:S
7424:=
7421:S
7418:b
7415:a
7395:N
7391:/
7387:S
7367:b
7347:b
7327:a
7287:b
7267:a
7243:I
7237:=
7231:t
7228:d
7223:R
7220:d
7194:I
7185:I
7182:S
7176:=
7170:t
7167:d
7162:I
7159:d
7133:I
7130:S
7121:=
7115:t
7112:d
7107:S
7104:d
6998:)
6995:0
6992:=
6989:t
6986:(
6983:R
6963:)
6960:0
6957:=
6954:t
6951:(
6948:I
6928:)
6925:0
6922:=
6919:t
6916:(
6913:S
6892:N
6872:)
6869:t
6866:(
6863:R
6860:+
6857:)
6854:t
6851:(
6848:I
6845:+
6842:)
6839:t
6836:(
6833:S
6830:=
6827:N
6799:R
6789:I
6779:S
6746:)
6743:t
6740:(
6737:R
6715:)
6712:t
6709:(
6706:I
6684:)
6681:t
6678:(
6675:S
6652:)
6649:t
6646:(
6643:R
6623:)
6620:t
6617:(
6614:I
6594:)
6591:t
6588:(
6585:S
6554:=
6528:=
6502:=
6479:0
6476:=
6473:)
6470:0
6467:(
6464:R
6461:,
6458:3
6455:=
6452:)
6449:0
6446:(
6443:I
6440:,
6434:=
6431:)
6428:0
6425:(
6422:S
6392:=
6366:=
6343:0
6340:=
6337:)
6334:0
6331:(
6328:R
6325:,
6322:3
6319:=
6316:)
6313:0
6310:(
6307:I
6304:,
6298:=
6295:)
6292:0
6289:(
6286:S
6251:0
6247:R
6223:.
6219:)
6214:)
6210:1
6202:0
6198:R
6193:(
6179:,
6175:)
6171:1
6163:0
6159:R
6154:(
6140:,
6128:+
6118:(
6114:=
6104:=
6101:)
6098:)
6095:t
6092:(
6089:R
6086:,
6083:)
6080:t
6077:(
6074:I
6071:,
6068:)
6065:t
6062:(
6059:S
6056:(
6045:t
6034:0
6028:)
6025:0
6022:(
6019:I
6016:,
6013:1
6005:0
6001:R
5978:)
5974:0
5971:,
5968:0
5965:,
5951:(
5947:=
5937:=
5934:)
5931:)
5928:t
5925:(
5922:R
5919:,
5916:)
5913:t
5910:(
5907:I
5904:,
5901:)
5898:t
5895:(
5892:S
5889:(
5878:t
5867:1
5859:0
5855:R
5828:,
5819:+
5807:=
5802:0
5798:R
5767:.
5763:)
5759:0
5756:,
5753:0
5750:,
5736:(
5732:=
5728:)
5724:)
5721:t
5718:(
5715:R
5712:,
5709:)
5706:t
5703:(
5700:I
5697:,
5694:)
5691:t
5688:(
5685:S
5681:(
5650:R
5641:I
5635:=
5625:t
5622:d
5617:R
5614:d
5604:I
5595:I
5584:N
5580:S
5577:I
5568:=
5558:t
5555:d
5550:I
5547:d
5535:N
5531:S
5528:I
5516:S
5504:=
5494:t
5491:d
5486:S
5483:d
5403:0
5399:R
5394:/
5390:N
5387:=
5384:S
5364:1
5361:=
5356:E
5352:R
5329:0
5325:R
5321:=
5316:t
5312:R
5287:1
5279:e
5275:R
5254:1
5246:e
5242:R
5219:e
5215:R
5192:0
5188:R
5181:=
5176:t
5172:R
5149:0
5145:R
5138:=
5133:t
5129:R
5105:t
5101:R
5078:0
5074:R
5024:t
5020:R
4990:1
4982:e
4978:R
4957:1
4954:=
4949:e
4945:R
4924:1
4916:e
4912:R
4888:e
4884:R
4860:t
4856:R
4825:/
4821:1
4796:/
4792:1
4769:t
4765:R
4701:I
4698:S
4677:S
4657:I
4617:2
4614:=
4609:0
4605:R
4584:2
4581:=
4576:0
4572:R
4548:1
4541:y
4537:a
4534:d
4528:=
4523:0
4496:1
4489:y
4485:a
4482:d
4476:=
4471:0
4444:0
4440:R
4412:N
4407:t
4397:S
4392:t
4381:=
4376:e
4372:R
4335:t
4325:t
4315:=
4310:t
4306:R
4269:0
4259:0
4249:=
4244:0
4240:R
4225::
4193:0
4187:t
4167:)
4164:0
4161:(
4158:I
4138:)
4135:0
4132:(
4129:S
4109:)
4106:0
4103:(
4100:R
4080:)
4077:0
4074:(
4071:I
4051:)
4048:0
4045:(
4042:S
4015:W
3981:R
3954:I
3927:S
3883:R
3843:=
3837:d
3833:/
3829:R
3826:d
3806:t
3803:d
3800:I
3794:=
3771:t
3768:d
3765:I
3762:=
3756:d
3733:d
3729:/
3725:d
3705:I
3685:I
3659:u
3656:=
3651:)
3648:t
3645:(
3635:e
3614:t
3594:)
3591:t
3588:(
3552:t
3548:d
3544:)
3535:t
3531:(
3528:I
3523:t
3518:0
3508:N
3500:=
3493:)
3490:t
3487:(
3477:)
3474:t
3471:(
3462:+
3459:)
3456:0
3453:(
3450:R
3447:=
3440:)
3437:t
3434:(
3431:R
3424:)
3421:t
3418:(
3415:R
3409:)
3406:t
3403:(
3400:S
3394:N
3391:=
3384:)
3381:t
3378:(
3375:I
3366:)
3363:t
3360:(
3350:e
3346:)
3343:0
3340:(
3337:S
3334:=
3327:)
3324:t
3321:(
3318:S
3288:0
3285:=
3276:I
3255:)
3252:0
3246:)
3243:0
3240:(
3237:S
3217:)
3214:0
3211:(
3208:S
3204:/
3194:S
3190:=
3187:(
3178:/
3174:)
3171:)
3168:0
3165:(
3162:R
3150:R
3146:(
3139:e
3135:=
3130:T
3126:u
3099:R
3078:0
3075:=
3072:)
3067:T
3063:u
3059:(
3054:I
3030:T
3026:u
3002:,
2999:1
2993:u
2985:T
2981:u
2976:,
2973:)
2970:)
2967:0
2964:(
2961:R
2958:,
2955:)
2952:0
2949:(
2946:S
2940:)
2937:0
2934:(
2931:R
2925:N
2922:,
2919:)
2916:0
2913:(
2910:S
2907:(
2904:=
2901:)
2898:)
2895:1
2892:(
2887:R
2882:,
2879:)
2876:1
2873:(
2868:I
2863:,
2860:)
2857:1
2854:(
2849:S
2844:(
2818:,
2809:N
2800:=
2793:,
2787:)
2778:u
2774:(
2769:I
2758:u
2746:u
2742:d
2734:1
2729:u
2716:N
2711:=
2708:t
2682:)
2679:u
2676:(
2661:)
2658:0
2655:(
2652:R
2649:=
2646:)
2643:u
2640:(
2635:R
2612:)
2609:u
2606:(
2601:S
2593:)
2590:u
2587:(
2582:R
2574:N
2571:=
2568:)
2565:u
2562:(
2557:I
2534:u
2531:)
2528:0
2525:(
2522:S
2519:=
2516:)
2513:u
2510:(
2505:S
2480:)
2477:t
2474:(
2471:S
2468:=
2465:)
2462:u
2459:(
2454:S
2420:.
2415:N
2412:I
2404:=
2401:F
2378:N
2351:,
2348:I
2342:=
2339:F
2304:,
2301:0
2295:)
2292:0
2289:(
2283:t
2280:d
2275:I
2272:d
2243:,
2240:N
2234:)
2231:0
2228:(
2225:S
2217:0
2213:R
2186:,
2183:0
2177:)
2174:0
2171:(
2165:t
2162:d
2157:I
2154:d
2125:,
2122:N
2116:)
2113:0
2110:(
2107:S
2099:0
2095:R
2068:,
2065:I
2058:)
2054:1
2046:N
2043:S
2036:0
2032:R
2027:(
2023:=
2017:t
2014:d
2009:I
2006:d
1977:0
1974:=
1969:0
1965:s
1941:.
1938:)
1933:)
1928:0
1924:r
1917:1
1914:(
1909:0
1905:R
1897:e
1891:0
1887:R
1881:0
1877:s
1870:(
1867:W
1861:1
1853:0
1849:R
1842:=
1833:r
1826:1
1823:=
1814:s
1798:W
1773:)
1768:0
1764:r
1751:r
1747:(
1742:0
1738:R
1730:e
1724:0
1720:s
1716:=
1707:r
1700:1
1697:=
1688:s
1664:,
1655:t
1635:N
1631:/
1627:)
1621:(
1618:R
1615:=
1606:r
1585:N
1581:/
1577:)
1571:(
1568:S
1565:=
1556:s
1535:N
1531:/
1527:)
1524:0
1521:(
1518:S
1515:=
1510:0
1506:s
1485:)
1482:0
1479:(
1476:R
1456:)
1453:0
1450:(
1447:S
1424:,
1419:N
1415:/
1411:)
1408:)
1405:0
1402:(
1399:R
1393:)
1390:t
1387:(
1384:R
1381:(
1376:0
1372:R
1364:e
1360:)
1357:0
1354:(
1351:S
1348:=
1345:)
1342:t
1339:(
1336:S
1307:.
1302:c
1298:T
1293:/
1287:r
1283:T
1256:1
1245:=
1240:r
1236:T
1213:1
1202:=
1197:c
1193:T
1165:,
1152:=
1147:0
1143:R
1116:N
1093:,
1090:N
1087:=
1079:=
1076:)
1073:t
1070:(
1067:R
1064:+
1061:)
1058:t
1055:(
1052:I
1049:+
1046:)
1043:t
1040:(
1037:S
1011:,
1008:0
1005:=
999:t
996:d
991:R
988:d
982:+
976:t
973:d
968:I
965:d
959:+
953:t
950:d
945:S
942:d
890:N
870:R
850:I
830:S
792:,
789:I
783:=
777:t
774:d
769:R
766:d
755:,
752:I
743:S
740:I
734:=
728:t
725:d
720:I
717:d
706:,
703:S
700:I
691:=
685:t
682:d
677:S
674:d
663:{
607:0
604:=
570:D
566:/
562:1
559:=
536:D
516:I
503:R
499:I
476:2
472:N
467:/
463:I
460:S
420:N
398:2
394:N
389:/
385:I
382:S
373:=
370:t
367:d
363:/
359:)
356:N
352:/
348:S
345:(
342:d
332:I
328:S
292:t
280:t
273:t
257:0
253:R
232:)
229:0
226:(
223:R
213:t
211:(
209:R
205:t
203:(
201:I
197:t
195:(
193:S
189:t
185:R
181:I
177:S
146:r
142:r
137:r
133:R
127:i
123:I
117:s
113:S
48:R
44:I
40:S
36:R
32:I
28:S
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