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1324:, relies on quasi-experiments. For example, in astronomy it is clearly impossible, when testing the hypothesis "Stars are collapsed clouds of hydrogen", to start out with a giant cloud of hydrogen, and then perform the experiment of waiting a few billion years for it to form a star. However, by observing various clouds of hydrogen in various states of collapse, and other implications of the hypothesis (for example, the presence of various spectral emissions from the light of stars), we can collect data we require to support the hypothesis. An early example of this type of experiment was the first verification in the 17th century that light does not travel from place to place instantaneously, but instead has a measurable speed. Observation of the appearance of the moons of Jupiter were slightly delayed when Jupiter was farther from Earth, as opposed to when Jupiter was closer to Earth; and this phenomenon was used to demonstrate that the difference in the time of appearance of the moons was consistent with a measurable speed. 1115:. The results from replicate samples can often be averaged, or if one of the replicates is obviously inconsistent with the results from the other samples, it can be discarded as being the result of an experimental error (some step of the test procedure may have been mistakenly omitted for that sample). Most often, tests are done in duplicate or triplicate. A positive control is a procedure similar to the actual experimental test but is known from previous experience to give a positive result. A negative control is known to give a negative result. The positive control confirms that the basic conditions of the experiment were able to produce a positive result, even if none of the actual experimental samples produce a positive result. The negative control demonstrates the base-line result obtained when a test does not produce a measurable positive result. Most often the value of the negative control is treated as a "background" value to subtract from the test sample results. Sometimes the positive control takes the quadrant of a 1494:. In addition, observational studies (e.g., in biological or social systems) often involve variables that are difficult to quantify or control. Observational studies are limited because they lack the statistical properties of randomized experiments. In a randomized experiment, the method of randomization specified in the experimental protocol guides the statistical analysis, which is usually specified also by the experimental protocol. Without a statistical model that reflects an objective randomization, the statistical analysis relies on a subjective model. Inferences from subjective models are unreliable in theory and practice. In fact, there are several cases where carefully conducted observational studies consistently give wrong results, that is, where the results of the observational studies are inconsistent and also differ from the results of experiments. For example, epidemiological studies of colon cancer consistently show beneficial correlations with broccoli consumption, while experiments find no benefit. 811:
eye when vision takes place and what is found in the manner of sensation to be uniform, unchanging, manifest and not subject to doubt. After which we should ascend in our inquiry and reasonings, gradually and orderly, criticizing premisses and exercising caution in regard to conclusions—our aim in all that we make subject to inspection and review being to employ justice, not to follow prejudice, and to take care in all that we judge and criticize that we seek the truth and not to be swayed by opinion. We may in this way eventually come to the truth that gratifies the heart and gradually and carefully reach the end at which certainty appears; while through criticism and caution we may seize the truth that dispels disagreement and resolves doubtful matters. For all that, we are not free from that human turbidity which is in the nature of man; but we must do our best with what we possess of human power. From God we derive support in all things.
1546:. For example, in psychology or health care, it is unethical to provide a substandard treatment to patients. Therefore, ethical review boards are supposed to stop clinical trials and other experiments unless a new treatment is believed to offer benefits as good as current best practice. It is also generally unethical (and often illegal) to conduct randomized experiments on the effects of substandard or harmful treatments, such as the effects of ingesting arsenic on human health. To understand the effects of such exposures, scientists sometimes use observational studies to understand the effects of those factors. 97: 5123: 2812: 1524:, which require large populations of subjects and extensive information on covariates. However, propensity score matching is no longer recommended as a technique because it can increase, rather than decrease, bias. Outcomes are also quantified when possible (bone density, the amount of some cell or substance in the blood, physical strength or endurance, etc.) and not based on a subject's or a professional observer's opinion. In this way, the design of an observational study can render the results more objective and therefore, more convincing. 1501:, and groups receiving different treatments (exposures) may differ greatly according to their covariates (age, height, weight, medications, exercise, nutritional status, ethnicity, family medical history, etc.). In contrast, randomization implies that for each covariate, the mean for each group is expected to be the same. For any randomized trial, some variation from the mean is expected, of course, but the randomization ensures that the experimental groups have mean values that are close, due to the 619:
science classroom. Experiments can raise test scores and help a student become more engaged and interested in the material they are learning, especially when used over time. Experiments can vary from personal and informal natural comparisons (e.g. tasting a range of chocolates to find a favorite), to highly controlled (e.g. tests requiring complex apparatus overseen by many scientists that hope to discover information about subatomic particles). Uses of experiments vary considerably between the
1509:. With inadequate randomization or low sample size, the systematic variation in covariates between the treatment groups (or exposure groups) makes it difficult to separate the effect of the treatment (exposure) from the effects of the other covariates, most of which have not been measured. The mathematical models used to analyze such data must consider each differing covariate (if measured), and results are not meaningful if a covariate is neither randomized nor included in the model. 5109: 1344: 987: 1459: 5147: 45: 5135: 2340: 69: 852:—and described it as follows: "Having first determined the question according to his will, man then resorts to experience, and bending her to conformity with his placets, leads her about like a captive in a procession." Bacon wanted a method that relied on repeatable observations, or experiments. Notably, he first ordered the scientific method as we understand it today. 1229:. These hypotheses suggest reasons to explain a phenomenon or predict the results of an action. An example might be the hypothesis that "if I release this ball, it will fall to the floor": this suggestion can then be tested by carrying out the experiment of letting go of the ball, and observing the results. Formally, a hypothesis is compared against its opposite or 686:, which is an expectation about how a particular process or phenomenon works. However, an experiment may also aim to answer a "what-if" question, without a specific expectation about what the experiment reveals, or to confirm prior results. If an experiment is carefully conducted, the results usually either support or disprove the hypothesis. According to some 1233:("if I release this ball, it will not fall to the floor"). The null hypothesis is that there is no explanation or predictive power of the phenomenon through the reasoning that is being investigated. Once hypotheses are defined, an experiment can be carried out and the results analysed to confirm, refute, or define the accuracy of the hypotheses. 1129:. Students might be given a fluid sample containing an unknown (to the student) amount of protein. It is their job to correctly perform a controlled experiment in which they determine the concentration of protein in the fluid sample (usually called the "unknown sample"). The teaching lab would be equipped with a protein standard 1186:, meaning that neither the volunteer nor the researcher knows which individuals are in the control group or the experimental group until after all of the data have been collected. This ensures that any effects on the volunteer are due to the treatment itself and are not a response to the knowledge that he is being treated. 728:, experiments are a primary component of the scientific method. They are used to test theories and hypotheses about how physical processes work under particular conditions (e.g., whether a particular engineering process can produce a desired chemical compound). Typically, experiments in these fields focus on 1449:
than laboratory experiments. However, like natural experiments, field experiments suffer from the possibility of contamination: experimental conditions can be controlled with more precision and certainty in the lab. Yet some phenomena (e.g., voter turnout in an election) cannot be easily studied in a
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It is thus the duty of the man who studies the writings of scientists, if learning the truth is his goal, to make himself an enemy of all that he reads, and, applying his mind to the core and margins of its content, attack it from every side. He should also suspect himself as he performs his critical
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is used when it is impractical, unethical, cost-prohibitive (or otherwise inefficient) to fit a physical or social system into a laboratory setting, to completely control confounding factors, or to apply random assignment. It can also be used when confounding factors are either limited or known well
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under study, rather than manipulation of just one or a few variables as occurs in controlled experiments. To the degree possible, they attempt to collect data for the system in such a way that contribution from all variables can be determined, and where the effects of variation in certain variables
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with a known protein concentration. Students could make several positive control samples containing various dilutions of the protein standard. Negative control samples would contain all of the reagents for the protein assay but no protein. In this example, all samples are performed in duplicate. The
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experiments, which enforce scientific control by testing a hypothesis in the artificial and highly controlled setting of a laboratory. Often used in the social sciences, and especially in economic analyses of education and health interventions, field experiments have the advantage that outcomes are
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We should, that is, recommence the inquiry into its principles and premisses, beginning our investigation with an inspection of the things that exist and a survey of the conditions of visible objects. We should distinguish the properties of particulars, and gather by induction what pertains to the
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A child may carry out basic experiments to understand how things fall to the ground, while teams of scientists may take years of systematic investigation to advance their understanding of a phenomenon. Experiments and other types of hands-on activities are very important to student learning in the
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Controlled experiments can be performed when it is difficult to exactly control all the conditions in an experiment. In this case, the experiment begins by creating two or more sample groups that are probabilistically equivalent, which means that measurements of traits should be similar among the
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Thus, a comparison of earlier results with the experimental results is necessary for an objective experiment—the visible results being more important. In the end, this may mean that an experimental researcher must find enough courage to discard traditional opinions or results, especially if these
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results are not experimental but results from a logical/ mental derivation. In this process of critical consideration, the man himself should not forget that he tends to subjective opinions—through "prejudices" and "leniency"—and thus has to be critical about his own way of building hypotheses.
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well correlated, natural experiments can approach the power of controlled experiments. Usually, however, there is some correlation between these variables, which reduces the reliability of natural experiments relative to what could be concluded if a controlled experiment were performed. Also,
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There remains simple experience; which, if taken as it comes, is called accident, if sought for, experiment. The true method of experience first lights the candle , and then by means of the candle shows the way ; commencing as it does with experience duly ordered and digested, not bungling or
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can measure the amount of protein in samples by detecting a colored complex formed by the interaction of protein molecules and molecules of an added dye. In the illustration, the results for the diluted test samples can be compared to the results of the standard curve (the blue line in the
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in an experiment are controlled (accounted for by the control measurements) and none are uncontrolled. In such an experiment, if all controls work as expected, it is possible to conclude that the experiment works as intended, and that results are due to the effect of the tested variables.
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for the treatments. For example, an experiment on baking bread could estimate the difference in the responses associated with quantitative variables, such as the ratio of water to flour, and with qualitative variables, such as strains of yeast. Experimentation is the step in the
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According to his explanation, a strictly controlled test execution with a sensibility for the subjectivity and susceptibility of outcomes due to the nature of man is necessary. Furthermore, a critical view on the results and outcomes of earlier scholars is necessary:
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Depending on the discipline, experiments can be conducted to accomplish different but not mutually exclusive goals: test theories, search for and document phenomena, develop theories, or advise policymakers. These goals also relate differently to
1163:, where there is very little variation between individuals and the group size is easily in the millions, these statistical methods are often bypassed and simply splitting a solution into equal parts is assumed to produce identical sample groups. 747:, where experimental units (usually individual human beings) are randomly assigned to a treatment or control condition where one or more outcomes are assessed. In contrast to norms in the physical sciences, the focus is typically on the 1254:
The term "experiment" usually implies a controlled experiment, but sometimes controlled experiments are prohibitively difficult, impossible, unethical or illegal. In this case researchers resort to natural experiments or
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because natural experiments usually take place in uncontrolled environments, variables from undetected sources are neither measured nor held constant, and these may produce illusory correlations in variables under study.
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by demonstrating what outcome occurs when a particular factor is manipulated. Experiments vary greatly in goal and scale but always rely on repeatable procedure and logical analysis of the results. There also exist
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enough to analyze the data in light of them (though this may be rare when social phenomena are under examination). For an observational science to be valid, the experimenter must know and account for
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A particular problem with observational studies involving human subjects is the great difficulty attaining fair comparisons between treatments (or exposures), because such studies are prone to
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factors. In these situations, observational studies have value because they often suggest hypotheses that can be tested with randomized experiments or by collecting fresh data.
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Even when experimental research does not directly involve human subjects, it may still present ethical concerns. For example, the nuclear bomb experiments conducted by the
1993: 705:—any factors that would mar the accuracy or repeatability of the experiment or the ability to interpret the results. Confounding is commonly eliminated through 900:
A considerable amount of progress on the design and analysis of experiments occurred in the early 20th century, with contributions from statisticians such as
245: 1542:—introduces potential ethical considerations, such as balancing benefit and harm, fairly distributing interventions (e.g., treatments for a disease), and 1445:
observed in a natural setting rather than in a contrived laboratory environment. For this reason, field experiments are sometimes seen as having higher
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often involves experimental tests of theorized human behaviors without relying on random assignment of individuals to treatment and control conditions.
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remain approximately constant so that the effects of other variables can be discerned. The degree to which this is possible depends on the observed
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produced by the experiment. A single study typically does not involve replications of the experiment, but separate studies may be aggregated through
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Experiments might be categorized according to a number of dimensions, depending upon professional norms and standards in different fields of study.
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Jeremy, Teigen (2014). "Experimental Methods in Military and Veteran Studies". In Soeters, Joseph; Shields, Patricia; Rietjens, Sebastiaan (eds.).
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In the centuries that followed, people who applied the scientific method in different areas made important advances and discoveries. For example,
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approval—quantify and randomize the covariates that can be identified. Researchers attempt to reduce the biases of observational studies with
4749: 2386: 743:, the prevalence of experimental research varies widely across disciplines. When used, however, experiments typically follow the form of the 1538:
By placing the distribution of the independent variable(s) under the control of the researcher, an experiment—particularly when it involves
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Fundamentally, however, observational studies are not experiments. By definition, observational studies lack the manipulation required for
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resorts to experience, and bending her to conformity with his placets, leads her about like a captive in a procession." Bacon, Francis.
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One of the first methodical approaches to experiments in the modern sense is visible in the works of the Arab mathematician and scholar
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implied the use of nuclear reactions to harm human beings even though the experiments did not directly involve any human subjects.
865:(1564–1642) accurately measured time and experimented to make accurate measurements and conclusions about the speed of a falling body. 577: 2292: 2711: 1655: 4297: 4736: 1573: 1135: 535: 1087:
samples, which are practically identical to the experimental sample except for the one aspect whose effect is being tested (the
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research frequently uses randomized experiments (e.g., to test the comparative effectiveness of different fertilizers), while
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groups and that the groups should respond in the same manner if given the same treatment. This equivalency is determined by
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is measured. The signifying characteristic of a true experiment is that it randomly allocates the subjects to neutralize
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of identical procedures in hopes of producing identical results in each replication. Random assignment is uncommon.
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To avoid conditions that render an experiment far less useful, physicians conducting medical trials—say for U.S.
1091:). A good example would be a drug trial. The sample or group receiving the drug would be the experimental group ( 513: 5183: 4833: 4045: 3852: 3741: 3699: 2804: 1365: 1008: 570: 3773: 5076: 4035: 2938: 1166:
Once equivalent groups have been formed, the experimenter tries to treat them identically except for the one
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Stohr-Hunt, Patricia (1996). "An Analysis of Frequency of Hands-on Experience and Science Achievement".
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Even very young children perform rudimentary experiments to learn about the world and how things work.
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The story of philosophy : the lives and opinions of the great philosophers of the western world
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he describes the fundamentally new approach to knowledge and research in an experimental sense:
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A controlled experiment often compares the results obtained from experimental samples against
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active in the 17th century, became an influential supporter of experimental science in the
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erratic, and from it deducing axioms , and from established axioms again new experiments.
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can disprove a theory or hypothesis, but a theory can always be salvaged by appropriate
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with some observer's control, as illustrated, the observation is also an experiment.
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methods that take into account the amount of variation between individuals and the
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General Relativistic Dynamics: Extending Einstein's Legacy Throughout the Universe
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examination of it, so that he may avoid falling into either prejudice or leniency.
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Design and Analysis of Experiments, Volume I: Introduction to Experimental Design
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Lavoisier in the Year One: The Birth of a New Science in an Age of Revolution
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The physics of everyday phenomena : a conceptual introduction to physics
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Experimental and quasi-experimental designs for generalized causal inference
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El-Bizri, Nader (2005). "A Philosophical Perspective on Alhazen's Optics".
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Natural experiments in the social sciences : a design-based approach
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10.1002/(SICI)1098-2736(199601)33:1<101::AID-TEA6>3.0.CO;2-Z
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one. In many laboratory experiments it is good practice to have several
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that helps people decide between two or more competing explanations—or
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illustration) to estimate the amount of protein in the unknown sample.
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An example that is often used in teaching laboratories is a controlled
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There are various differences in experimental practice in each of the
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Holland, Paul W. (December 1986). "Statistics and Causal Inference".
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Fantastic realities : 49 mind journeys and a trip to Stockholm
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of something previously untried. Experiments provide insight into
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Shadish, William R.; Cook, Thomas D.; Campbell, Donald T. (2002).
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requires special safeguards against outside variables such as the
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and the other measurements. Scientific controls are a part of the
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Lin, Hause; Werner, Kaitlyn M.; Inzlicht, Michael (2021-02-16).
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that the subject responds to. The goal of the experiment is to
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performs a gravity test on the moon with a hammer and feather.
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Routledge Handbook of Research Methods in Military Studies
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Field experiments are so named to distinguish them from
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Scientific procedure performed to validate a hypothesis
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Lessons In Electric Circuits – Volume VI – Experiments
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samples for the test being performed and have both a
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Autoregressive conditional heteroskedasticity (ARCH)
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Cambridge handbook of experimental political science
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Boston: McGraw-Hill. pp.  2853: 2380: 2176:King, Gary; Nielsen, Richard (October 2019). 2153:Statistical models : theory and practice 1727: 1189:In human experiments, researchers may give a 701:An experiment must also control the possible 571: 947:is manipulated by the experimenter, and the 698:modifications at the expense of simplicity. 2175: 1668: 2898: 2860: 2846: 2387: 2373: 1877: 1862: 1692: 1690: 1633: 578: 564: 95: 3511: 2394: 2260:. Cambridge: Cambridge University Press. 2231:. Cambridge: Cambridge University Press. 2203: 2193: 1807:. Cambridge: Cambridge University Press. 1627: 1428:Learn how and when to remove this message 1071:Learn how and when to remove this message 966: 2303:. New York: Routledge. pp. 228–238. 2150: 2126:; Pisani, Robert; Purves, Roger (2007). 1827: 1696: 1457: 1453: 897:experiments is preferred when possible. 509:Library and information science software 67: 43: 2255: 2065: 1752: 1687: 1636:Journal of Research in Science Teaching 1574:Concept development and experimentation 14: 5166: 4824:Kaplan–Meier estimator (product limit) 2298: 2226: 1972:(New illustrated ed.). Springer. 1913: 1901: 1728:Wilczek, Frank; Devine, Betsy (2006). 1721: 1466:for observation (input and output are 1243: 504:Geographic information system software 4897: 4464: 4211: 3510: 3280: 2897: 2841: 2368: 2017:Perspectives on Psychological Science 1967: 5134: 4834:Accelerated failure time (AFT) model 1940: 1366:adding citations to reliable sources 1337: 1327: 1236:Experiments can be also designed to 1009:adding citations to reliable sources 980: 667:procedure that arbitrates competing 5146: 4429:Analysis of variance (ANOVA, anova) 3281: 2736:Generalized randomized block design 2360:Stanford Encyclopedia of Philosophy 24: 4524:Cochran–Mantel–Haenszel statistics 3150:Pearson product-moment correlation 2249: 2130:(4th ed.). New York: Norton. 1878:Ibn al-Haytham, Abu Ali Al-Hasan. 1863:Ibn al-Haytham, Abu Ali Al-Hasan. 1201:the response to the stimulus by a 1170:that he or she wishes to isolate. 1099:or regular treatment would be the 25: 5205: 2787:Sequential probability ratio test 2308: 2229:Design of comparative experiments 1180:. Such experiments are generally 5145: 5133: 5121: 5108: 5107: 4898: 2810: 2712:Polynomial and rational modeling 2338: 1342: 985: 4783:Least-squares spectral analysis 2220: 2169: 2144: 2116: 2070: 2059: 2004: 1986: 1961: 1934: 1907: 1886: 1353:needs additional citations for 996:needs additional citations for 3764:Mean-unbiased minimum-variance 2867: 2479:Replication versus subsampling 1871: 1856: 1830:Arabic Sciences and Philosophy 1821: 1781: 1746: 1662: 682:An experiment usually tests a 630:Experiments typically include 13: 1: 5077:Geographic information system 4293:Simultaneous equations models 1968:Brock, Thomas D, ed. (1988). 1947:. W.W. Norton & Company. 1941:Bell, Madison Smartt (2005). 1669:Cooperstock, Fred I. (2009). 1240:onto nearby untreated units. 1095:); and the one receiving the 877:and to develop the theory of 4260:Coefficient of determination 3871:Uniformly most powerful test 2706:Response surface methodology 2614:Analysis of variance (Anova) 1697:Griffith, W. Thomas (2001). 1514:Food and Drug Administration 613:natural experimental studies 7: 4829:Proportional hazards models 4773:Spectral density estimation 4755:Vector autoregression (VAR) 4189:Maximum posterior estimator 3421:Randomized controlled trial 2776:Randomized controlled trial 2151:Freedman, David A. (2009). 1556: 931:In some disciplines (e.g., 920:(1909–1980), among others. 654: 39:Experiment (disambiguation) 10: 5210: 4589:Multivariate distributions 3009:Average absolute deviation 2102:(Second ed.). Wiley. 1970:Pasteur and Modern Science 1880:Dubitationes in Ptolemaeum 1531: 1331: 1247: 1238:estimate spillover effects 970: 785: 781: 36: 29: 5103: 5057: 4994: 4947: 4910: 4906: 4893: 4865: 4847: 4814: 4805: 4763: 4710: 4671: 4620: 4611: 4577:Structural equation model 4532: 4489: 4485: 4460: 4419: 4385: 4339: 4306: 4268: 4235: 4231: 4207: 4147: 4056: 3975: 3939: 3930: 3913:Score/Lagrange multiplier 3898: 3851: 3796: 3722: 3713: 3523: 3519: 3506: 3465: 3439: 3391: 3346: 3328:Sample size determination 3293: 3289: 3276: 3180: 3135: 3109: 3091: 3047: 2999: 2919: 2910: 2906: 2893: 2875: 2795: 2664: 2559: 2492: 2402: 2329:Resources in your library 1842:10.1017/S0957423905000172 1569:Black box experimentation 1527: 1522:propensity score matching 1280:Much research in several 531:Qualitative data analysis 5072:Environmental statistics 4594:Elliptical distributions 4387:Generalized linear model 4316:Simple linear regression 4086:Hodges–Lehmann estimator 3543:Probability distribution 3452:Stochastic approximation 3014:Coefficient of variation 2762:Repeated measures design 2474:Restricted randomization 2029:10.1177/1745691620974773 1620: 923: 832:(1561–1626), an English 749:average treatment effect 4732:Cross-correlation (XCF) 4340:Non-standard predictors 3774:Lehmann–ScheffĂ© theorem 3447:Adaptive clinical trial 1594:Experimental psychology 1284:disciplines, including 918:William Gemmell Cochran 688:philosophies of science 5128:Mathematics portal 4949:Engineering statistics 4857:Nelson–Aalen estimator 4434:Analysis of covariance 4321:Ordinary least squares 4245:Pearson product-moment 3649:Statistical functional 3560:Empirical distribution 3393:Controlled experiments 3122:Frequency distribution 2900:Descriptive statistics 2817:Mathematics portal 2579:Ordinary least squares 2256:Dunning, Thad (2012). 1994:"Types of experiments" 1475: 1454:Observational studies 967:Controlled experiments 891:germ theory of disease 887:spontaneous generation 859: 823: 813: 788:History of experiments 776:experimental economics 711:randomized experiments 663:, an experiment is an 410:Inferential statistics 356:Descriptive statistics 303:Human subject research 73: 65: 5184:Design of experiments 5044:Population statistics 4986:System identification 4720:Autocorrelation (ACF) 4648:Exponential smoothing 4562:Discriminant analysis 4557:Canonical correlation 4421:Partition of variance 4283:Regression validation 4127:(Jonckheere–Terpstra) 4026:Likelihood-ratio test 3715:Frequentist inference 3627:Location–scale family 3548:Sampling distribution 3513:Statistical inference 3480:Cross-sectional study 3467:Observational studies 3426:Randomized experiment 3255:Stem-and-leaf display 3057:Central limit theorem 2414:Scientific experiment 2396:Design of experiments 2356:Experiment in Physics 2227:Bailey, R.A. (2008). 1914:Durant, Will (2012). 1579:Design of experiments 1503:central limit theorem 1461: 1302:cultural anthropology 1270:explanatory variables 1210:design of experiments 1172:Human experimentation 977:Design of experiments 854: 818: 808: 194:Philosophical schools 71: 59: 18:Scientific experiment 4967:Probabilistic design 4552:Principal components 4395:Exponential families 4347:Nonlinear regression 4326:General linear model 4288:Mixed effects models 4278:Errors and residuals 4255:Confounding variable 4157:Bayesian probability 4135:Van der Waerden test 4125:Ordered alternative 3890:Multiple comparisons 3769:Rao–Blackwellization 3732:Estimating equations 3688:Statistical distance 3406:Factorial experiment 2939:Arithmetic-Geometric 2688:Fractional factorial 2347:at Wikimedia Commons 2000:on 19 December 2014. 1614:Long-term experiment 1589:Experimental physics 1492:Baconian experiments 1470:). When there are a 1362:improve this article 1089:independent variable 1005:improve this article 945:independent variable 879:conservation of mass 636:independent variable 519:Reference management 469:Scientific modelling 211:Critical rationalism 37:For other uses, see 5189:Science experiments 5039:Official statistics 4962:Methods engineering 4643:Seasonal adjustment 4411:Poisson regressions 4331:Bayesian regression 4270:Regression analysis 4250:Partial correlation 4222:Regression analysis 3821:Prediction interval 3816:Likelihood interval 3806:Confidence interval 3798:Interval estimation 3759:Unbiased estimators 3577:Model specification 3457:Up-and-down designs 3145:Partial correlation 3101:Index of dispersion 3019:Interquartile range 2822:Statistical outline 2782:Sequential analysis 2747:Graeco-Latin square 2656:Multiple comparison 2603:Hierarchical model: 2195:10.1017/pan.2019.11 2094:Hinkelmann, Klaus; 1900:, i, 63. Quoted in 1797:Kuklinski, James H. 1648:1996JRScT..33..101S 1609:List of experiments 1584:Experimentum crucis 1507:Markov's inequality 1480:observational study 1244:Natural experiments 889:and to develop the 842:English renaissance 768:branches of science 707:scientific controls 703:confounding factors 598:, or determine the 499:Argument technology 5059:Spatial statistics 4939:Medical statistics 4839:First hitting time 4793:Whittle likelihood 4444:Degrees of freedom 4439:Multivariate ANOVA 4372:Heteroscedasticity 4184:Bayesian estimator 4149:Bayesian inference 3998:Kolmogorov–Smirnov 3883:Randomization test 3853:Testing hypotheses 3826:Tolerance interval 3737:Maximum likelihood 3632:Exponential family 3565:Density estimation 3525:Statistical theory 3485:Natural experiment 3431:Scientific control 3348:Survey methodology 3034:Standard deviation 2827:Statistical topics 2419:Statistical design 2182:Political Analysis 1789:Druckman, James N. 1599:Empirical research 1476: 1250:Natural experiment 1136:colorimetric assay 973:Scientific control 949:dependent variable 493:Tools and software 437:Secondary research 361:Discourse analysis 74: 66: 32:Experimental music 5161: 5160: 5099: 5098: 5095: 5094: 5034:National accounts 5004:Actuarial science 4996:Social statistics 4889: 4888: 4885: 4884: 4881: 4880: 4816:Survival function 4801: 4800: 4663:Granger causality 4504:Contingency table 4479:Survival analysis 4456: 4455: 4452: 4451: 4308:Linear regression 4203: 4202: 4199: 4198: 4174:Credible interval 4143: 4142: 3926: 3925: 3742:Method of moments 3611:Parametric family 3572:Statistical model 3502: 3501: 3498: 3497: 3416:Random assignment 3338:Statistical power 3272: 3271: 3268: 3267: 3117:Contingency table 3087: 3086: 2954:Generalized/power 2835: 2834: 2722:Central composite 2620:Cochran's theorem 2574:Linear regression 2551:Nuisance variable 2464:Random assignment 2441:Experimental unit 2343:Media related to 2315:Library resources 2162:978-0-521-74385-3 2137:978-0-393-92972-0 2109:978-0-471-72756-9 2096:Kempthorne, Oscar 1927:978-0-671-69500-2 1739:978-981-256-649-2 1680:978-981-4271-16-5 1551:Manhattan Project 1447:external validity 1438: 1437: 1430: 1412: 1328:Field experiments 1257:quasi-experiments 1223:scientific method 1216:between the mean 1140:spectrophotometer 1081: 1080: 1073: 1055: 961:validity concerns 953:experimenter bias 937:political science 916:(1900–1978), and 914:Gertrude Mary Cox 867:Antoine Lavoisier 757:systematic review 726:physical sciences 715:random assignment 661:scientific method 644:scientific method 588: 587: 554:Philosophy portal 462:Systematic review 447:Literature review 405:Historical method 388:Social experiment 323:Scientific method 308:Narrative inquiry 159:Interdisciplinary 153:Research strategy 57: 16:(Redirected from 5201: 5194:Causal inference 5149: 5148: 5137: 5136: 5126: 5125: 5111: 5110: 5014:Crime statistics 4908: 4907: 4895: 4894: 4812: 4811: 4778:Fourier analysis 4765:Frequency domain 4745: 4692: 4658:Structural break 4618: 4617: 4567:Cluster analysis 4514:Log-linear model 4487: 4486: 4462: 4461: 4403: 4377:Homoscedasticity 4233: 4232: 4209: 4208: 4128: 4120: 4112: 4111:(Kruskal–Wallis) 4096: 4081: 4036:Cross validation 4021: 4003:Anderson–Darling 3950: 3937: 3936: 3908:Likelihood-ratio 3900:Parametric tests 3878:Permutation test 3861:1- & 2-tails 3752:Minimum distance 3724:Point estimation 3720: 3719: 3671:Optimal decision 3622: 3521: 3520: 3508: 3507: 3490:Quasi-experiment 3440:Adaptive designs 3291: 3290: 3278: 3277: 3155:Rank correlation 2917: 2916: 2908: 2907: 2895: 2894: 2862: 2855: 2848: 2839: 2838: 2815: 2814: 2752:Orthogonal array 2389: 2382: 2375: 2366: 2365: 2342: 2304: 2290: 2271: 2243: 2242: 2224: 2218: 2217: 2207: 2197: 2173: 2167: 2166: 2148: 2142: 2141: 2120: 2114: 2113: 2091: 2082: 2081: 2074: 2068: 2063: 2057: 2056: 2008: 2002: 2001: 1990: 1984: 1983: 1965: 1959: 1958: 1938: 1932: 1931: 1911: 1905: 1890: 1884: 1883: 1875: 1869: 1868: 1860: 1854: 1853: 1825: 1819: 1818: 1793:Green, Donald P. 1785: 1779: 1778: 1761:(396): 945–960. 1750: 1744: 1743: 1725: 1719: 1718: 1694: 1685: 1684: 1666: 1660: 1659: 1631: 1544:informed consent 1520:methods such as 1433: 1426: 1422: 1419: 1413: 1411: 1370: 1346: 1338: 1334:Field experiment 1113:negative control 1109:positive control 1076: 1069: 1065: 1062: 1056: 1054: 1013: 989: 981: 910:Oscar Kempthorne 608:cause-and-effect 580: 573: 566: 526:Science software 425:Cultural mapping 393:Quasi-experiment 383:Field experiment 351:Content analysis 246:Critical realism 164:Multimethodology 99: 76: 75: 58: 21: 5209: 5208: 5204: 5203: 5202: 5200: 5199: 5198: 5164: 5163: 5162: 5157: 5120: 5091: 5053: 4990: 4976:quality control 4943: 4925:Clinical trials 4902: 4877: 4861: 4849:Hazard function 4843: 4797: 4759: 4743: 4706: 4702:Breusch–Godfrey 4690: 4667: 4607: 4582:Factor analysis 4528: 4509:Graphical model 4481: 4448: 4415: 4401: 4381: 4335: 4302: 4264: 4227: 4226: 4195: 4139: 4126: 4118: 4110: 4094: 4079: 4058:Rank statistics 4052: 4031:Model selection 4019: 3977:Goodness of fit 3971: 3948: 3922: 3894: 3847: 3792: 3781:Median unbiased 3709: 3620: 3553:Order statistic 3515: 3494: 3461: 3435: 3387: 3342: 3285: 3283:Data collection 3264: 3176: 3131: 3105: 3083: 3043: 2995: 2912:Continuous data 2902: 2889: 2871: 2866: 2836: 2831: 2809: 2791: 2768:Crossover study 2759: 2757:Latin hypercube 2693:Plackett–Burman 2672: 2669: 2668: 2660: 2563: 2555: 2496: 2488: 2405: 2398: 2393: 2335: 2334: 2333: 2323: 2322: 2318: 2311: 2287: 2268: 2252: 2250:Further reading 2247: 2246: 2239: 2225: 2221: 2174: 2170: 2163: 2149: 2145: 2138: 2124:Freedman, David 2121: 2117: 2110: 2092: 2085: 2076: 2075: 2071: 2064: 2060: 2009: 2005: 1992: 1991: 1987: 1980: 1966: 1962: 1955: 1939: 1935: 1928: 1912: 1908: 1891: 1887: 1876: 1872: 1861: 1857: 1826: 1822: 1815: 1803:, eds. (2011). 1786: 1782: 1767:10.2307/2289064 1751: 1747: 1740: 1726: 1722: 1715: 1695: 1688: 1681: 1667: 1663: 1632: 1628: 1623: 1618: 1564:Allegiance bias 1559: 1536: 1534:Research ethics 1530: 1464:black box model 1456: 1434: 1423: 1417: 1414: 1371: 1369: 1359: 1347: 1336: 1330: 1290:human geography 1252: 1246: 1231:null hypothesis 1093:treatment group 1077: 1066: 1060: 1057: 1014: 1012: 1002: 990: 979: 971:Main articles: 969: 926: 863:Galileo Galilei 790: 784: 770:. For example, 741:social sciences 657: 646:. Ideally, all 584: 548: 547: 494: 486: 485: 432:Phenomenography 371:Autoethnography 336: 328: 327: 288:Grounded theory 283:Critical theory 278:Art methodology 273:Action research 268: 258: 257: 196: 186: 185: 154: 146: 145: 109: 107:Research design 44: 42: 35: 28: 23: 22: 15: 12: 11: 5: 5207: 5197: 5196: 5191: 5186: 5181: 5176: 5159: 5158: 5156: 5155: 5143: 5131: 5117: 5104: 5101: 5100: 5097: 5096: 5093: 5092: 5090: 5089: 5084: 5079: 5074: 5069: 5063: 5061: 5055: 5054: 5052: 5051: 5046: 5041: 5036: 5031: 5026: 5021: 5016: 5011: 5006: 5000: 4998: 4992: 4991: 4989: 4988: 4983: 4978: 4969: 4964: 4959: 4953: 4951: 4945: 4944: 4942: 4941: 4936: 4931: 4922: 4920:Bioinformatics 4916: 4914: 4904: 4903: 4891: 4890: 4887: 4886: 4883: 4882: 4879: 4878: 4876: 4875: 4869: 4867: 4863: 4862: 4860: 4859: 4853: 4851: 4845: 4844: 4842: 4841: 4836: 4831: 4826: 4820: 4818: 4809: 4803: 4802: 4799: 4798: 4796: 4795: 4790: 4785: 4780: 4775: 4769: 4767: 4761: 4760: 4758: 4757: 4752: 4747: 4739: 4734: 4729: 4728: 4727: 4725:partial (PACF) 4716: 4714: 4708: 4707: 4705: 4704: 4699: 4694: 4686: 4681: 4675: 4673: 4672:Specific tests 4669: 4668: 4666: 4665: 4660: 4655: 4650: 4645: 4640: 4635: 4630: 4624: 4622: 4615: 4609: 4608: 4606: 4605: 4604: 4603: 4602: 4601: 4586: 4585: 4584: 4574: 4572:Classification 4569: 4564: 4559: 4554: 4549: 4544: 4538: 4536: 4530: 4529: 4527: 4526: 4521: 4519:McNemar's test 4516: 4511: 4506: 4501: 4495: 4493: 4483: 4482: 4458: 4457: 4454: 4453: 4450: 4449: 4447: 4446: 4441: 4436: 4431: 4425: 4423: 4417: 4416: 4414: 4413: 4397: 4391: 4389: 4383: 4382: 4380: 4379: 4374: 4369: 4364: 4359: 4357:Semiparametric 4354: 4349: 4343: 4341: 4337: 4336: 4334: 4333: 4328: 4323: 4318: 4312: 4310: 4304: 4303: 4301: 4300: 4295: 4290: 4285: 4280: 4274: 4272: 4266: 4265: 4263: 4262: 4257: 4252: 4247: 4241: 4239: 4229: 4228: 4225: 4224: 4219: 4213: 4205: 4204: 4201: 4200: 4197: 4196: 4194: 4193: 4192: 4191: 4181: 4176: 4171: 4170: 4169: 4164: 4153: 4151: 4145: 4144: 4141: 4140: 4138: 4137: 4132: 4131: 4130: 4122: 4114: 4098: 4095:(Mann–Whitney) 4090: 4089: 4088: 4075: 4074: 4073: 4062: 4060: 4054: 4053: 4051: 4050: 4049: 4048: 4043: 4038: 4028: 4023: 4020:(Shapiro–Wilk) 4015: 4010: 4005: 4000: 3995: 3987: 3981: 3979: 3973: 3972: 3970: 3969: 3961: 3952: 3940: 3934: 3932:Specific tests 3928: 3927: 3924: 3923: 3921: 3920: 3915: 3910: 3904: 3902: 3896: 3895: 3893: 3892: 3887: 3886: 3885: 3875: 3874: 3873: 3863: 3857: 3855: 3849: 3848: 3846: 3845: 3844: 3843: 3838: 3828: 3823: 3818: 3813: 3808: 3802: 3800: 3794: 3793: 3791: 3790: 3785: 3784: 3783: 3778: 3777: 3776: 3771: 3756: 3755: 3754: 3749: 3744: 3739: 3728: 3726: 3717: 3711: 3710: 3708: 3707: 3702: 3697: 3696: 3695: 3685: 3680: 3679: 3678: 3668: 3667: 3666: 3661: 3656: 3646: 3641: 3636: 3635: 3634: 3629: 3624: 3608: 3607: 3606: 3601: 3596: 3586: 3585: 3584: 3579: 3569: 3568: 3567: 3557: 3556: 3555: 3545: 3540: 3535: 3529: 3527: 3517: 3516: 3504: 3503: 3500: 3499: 3496: 3495: 3493: 3492: 3487: 3482: 3477: 3471: 3469: 3463: 3462: 3460: 3459: 3454: 3449: 3443: 3441: 3437: 3436: 3434: 3433: 3428: 3423: 3418: 3413: 3408: 3403: 3397: 3395: 3389: 3388: 3386: 3385: 3383:Standard error 3380: 3375: 3370: 3369: 3368: 3363: 3352: 3350: 3344: 3343: 3341: 3340: 3335: 3330: 3325: 3320: 3315: 3313:Optimal design 3310: 3305: 3299: 3297: 3287: 3286: 3274: 3273: 3270: 3269: 3266: 3265: 3263: 3262: 3257: 3252: 3247: 3242: 3237: 3232: 3227: 3222: 3217: 3212: 3207: 3202: 3197: 3192: 3186: 3184: 3178: 3177: 3175: 3174: 3169: 3168: 3167: 3162: 3152: 3147: 3141: 3139: 3133: 3132: 3130: 3129: 3124: 3119: 3113: 3111: 3110:Summary tables 3107: 3106: 3104: 3103: 3097: 3095: 3089: 3088: 3085: 3084: 3082: 3081: 3080: 3079: 3074: 3069: 3059: 3053: 3051: 3045: 3044: 3042: 3041: 3036: 3031: 3026: 3021: 3016: 3011: 3005: 3003: 2997: 2996: 2994: 2993: 2988: 2983: 2982: 2981: 2976: 2971: 2966: 2961: 2956: 2951: 2946: 2944:Contraharmonic 2941: 2936: 2925: 2923: 2914: 2904: 2903: 2891: 2890: 2888: 2887: 2882: 2876: 2873: 2872: 2865: 2864: 2857: 2850: 2842: 2833: 2832: 2830: 2829: 2824: 2819: 2807: 2802: 2796: 2793: 2792: 2790: 2789: 2784: 2779: 2771: 2770: 2765: 2754: 2749: 2744: 2739: 2733: 2725: 2724: 2719: 2714: 2709: 2701: 2700: 2695: 2690: 2685: 2677: 2675: 2662: 2661: 2659: 2658: 2653: 2647: 2646: 2634: 2622: 2617: 2609: 2608: 2600: 2595: 2587: 2586: 2581: 2576: 2570: 2568: 2557: 2556: 2554: 2553: 2548: 2543: 2536: 2531: 2526: 2521: 2516: 2511: 2503: 2501: 2490: 2489: 2487: 2486: 2481: 2476: 2471: 2466: 2461: 2454:Optimal design 2449: 2448: 2443: 2438: 2426: 2421: 2416: 2410: 2408: 2400: 2399: 2392: 2391: 2384: 2377: 2369: 2363: 2362: 2353: 2348: 2332: 2331: 2325: 2324: 2313: 2312: 2310: 2309:External links 2307: 2306: 2305: 2296: 2285: 2272: 2267:978-1107698000 2266: 2251: 2248: 2245: 2244: 2238:978-0521683579 2237: 2219: 2188:(4): 435–454. 2168: 2161: 2143: 2136: 2115: 2108: 2083: 2069: 2058: 2023:(4): 854–863. 2003: 1985: 1979:978-3540501015 1978: 1960: 1954:978-0393051551 1953: 1933: 1926: 1906: 1904:, p. 170. 1885: 1870: 1855: 1836:(2): 189–218. 1820: 1814:978-0521174558 1813: 1780: 1745: 1738: 1720: 1713: 1686: 1679: 1661: 1642:(1): 101–109. 1625: 1624: 1622: 1619: 1617: 1616: 1611: 1606: 1601: 1596: 1591: 1586: 1581: 1576: 1571: 1566: 1560: 1558: 1555: 1540:human subjects 1532:Main article: 1529: 1526: 1499:selection bias 1455: 1452: 1436: 1435: 1350: 1348: 1341: 1332:Main article: 1329: 1326: 1248:Main article: 1245: 1242: 1177:placebo effect 1117:standard curve 1079: 1078: 993: 991: 984: 968: 965: 925: 922: 850:Ibn al-Haytham 803:Book of Optics 794:Ibn al-Haytham 786:Main article: 783: 780: 753:test statistic 745:clinical trial 692:counterexample 656: 653: 586: 585: 583: 582: 575: 568: 560: 557: 556: 550: 549: 546: 545: 544: 543: 538: 533: 523: 522: 521: 516: 506: 501: 495: 492: 491: 488: 487: 484: 483: 478: 477: 476: 466: 465: 464: 459: 457:Scoping review 454: 449: 444: 434: 429: 428: 427: 417: 412: 407: 402: 400:Field research 397: 396: 395: 390: 385: 375: 374: 373: 363: 358: 353: 348: 343: 337: 334: 333: 330: 329: 326: 325: 320: 315: 310: 305: 300: 298:Historiography 295: 290: 285: 280: 275: 269: 264: 263: 260: 259: 256: 255: 254: 253: 251:Subtle realism 248: 238: 233: 231:Postpositivism 228: 223: 218: 213: 208: 206:Constructivism 203: 201:Antipositivism 197: 192: 191: 188: 187: 184: 183: 178: 177: 176: 166: 161: 155: 152: 151: 148: 147: 144: 143: 142: 141: 136: 126: 121: 116: 110: 105: 104: 101: 100: 92: 91: 85: 84: 26: 9: 6: 4: 3: 2: 5206: 5195: 5192: 5190: 5187: 5185: 5182: 5180: 5177: 5175: 5172: 5171: 5169: 5154: 5153: 5144: 5142: 5141: 5132: 5130: 5129: 5124: 5118: 5116: 5115: 5106: 5105: 5102: 5088: 5085: 5083: 5082:Geostatistics 5080: 5078: 5075: 5073: 5070: 5068: 5065: 5064: 5062: 5060: 5056: 5050: 5049:Psychometrics 5047: 5045: 5042: 5040: 5037: 5035: 5032: 5030: 5027: 5025: 5022: 5020: 5017: 5015: 5012: 5010: 5007: 5005: 5002: 5001: 4999: 4997: 4993: 4987: 4984: 4982: 4979: 4977: 4973: 4970: 4968: 4965: 4963: 4960: 4958: 4955: 4954: 4952: 4950: 4946: 4940: 4937: 4935: 4932: 4930: 4926: 4923: 4921: 4918: 4917: 4915: 4913: 4912:Biostatistics 4909: 4905: 4901: 4896: 4892: 4874: 4873:Log-rank test 4871: 4870: 4868: 4864: 4858: 4855: 4854: 4852: 4850: 4846: 4840: 4837: 4835: 4832: 4830: 4827: 4825: 4822: 4821: 4819: 4817: 4813: 4810: 4808: 4804: 4794: 4791: 4789: 4786: 4784: 4781: 4779: 4776: 4774: 4771: 4770: 4768: 4766: 4762: 4756: 4753: 4751: 4748: 4746: 4744:(Box–Jenkins) 4740: 4738: 4735: 4733: 4730: 4726: 4723: 4722: 4721: 4718: 4717: 4715: 4713: 4709: 4703: 4700: 4698: 4697:Durbin–Watson 4695: 4693: 4687: 4685: 4682: 4680: 4679:Dickey–Fuller 4677: 4676: 4674: 4670: 4664: 4661: 4659: 4656: 4654: 4653:Cointegration 4651: 4649: 4646: 4644: 4641: 4639: 4636: 4634: 4631: 4629: 4628:Decomposition 4626: 4625: 4623: 4619: 4616: 4614: 4610: 4600: 4597: 4596: 4595: 4592: 4591: 4590: 4587: 4583: 4580: 4579: 4578: 4575: 4573: 4570: 4568: 4565: 4563: 4560: 4558: 4555: 4553: 4550: 4548: 4545: 4543: 4540: 4539: 4537: 4535: 4531: 4525: 4522: 4520: 4517: 4515: 4512: 4510: 4507: 4505: 4502: 4500: 4499:Cohen's kappa 4497: 4496: 4494: 4492: 4488: 4484: 4480: 4476: 4472: 4468: 4463: 4459: 4445: 4442: 4440: 4437: 4435: 4432: 4430: 4427: 4426: 4424: 4422: 4418: 4412: 4408: 4404: 4398: 4396: 4393: 4392: 4390: 4388: 4384: 4378: 4375: 4373: 4370: 4368: 4365: 4363: 4360: 4358: 4355: 4353: 4352:Nonparametric 4350: 4348: 4345: 4344: 4342: 4338: 4332: 4329: 4327: 4324: 4322: 4319: 4317: 4314: 4313: 4311: 4309: 4305: 4299: 4296: 4294: 4291: 4289: 4286: 4284: 4281: 4279: 4276: 4275: 4273: 4271: 4267: 4261: 4258: 4256: 4253: 4251: 4248: 4246: 4243: 4242: 4240: 4238: 4234: 4230: 4223: 4220: 4218: 4215: 4214: 4210: 4206: 4190: 4187: 4186: 4185: 4182: 4180: 4177: 4175: 4172: 4168: 4165: 4163: 4160: 4159: 4158: 4155: 4154: 4152: 4150: 4146: 4136: 4133: 4129: 4123: 4121: 4115: 4113: 4107: 4106: 4105: 4102: 4101:Nonparametric 4099: 4097: 4091: 4087: 4084: 4083: 4082: 4076: 4072: 4071:Sample median 4069: 4068: 4067: 4064: 4063: 4061: 4059: 4055: 4047: 4044: 4042: 4039: 4037: 4034: 4033: 4032: 4029: 4027: 4024: 4022: 4016: 4014: 4011: 4009: 4006: 4004: 4001: 3999: 3996: 3994: 3992: 3988: 3986: 3983: 3982: 3980: 3978: 3974: 3968: 3966: 3962: 3960: 3958: 3953: 3951: 3946: 3942: 3941: 3938: 3935: 3933: 3929: 3919: 3916: 3914: 3911: 3909: 3906: 3905: 3903: 3901: 3897: 3891: 3888: 3884: 3881: 3880: 3879: 3876: 3872: 3869: 3868: 3867: 3864: 3862: 3859: 3858: 3856: 3854: 3850: 3842: 3839: 3837: 3834: 3833: 3832: 3829: 3827: 3824: 3822: 3819: 3817: 3814: 3812: 3809: 3807: 3804: 3803: 3801: 3799: 3795: 3789: 3786: 3782: 3779: 3775: 3772: 3770: 3767: 3766: 3765: 3762: 3761: 3760: 3757: 3753: 3750: 3748: 3745: 3743: 3740: 3738: 3735: 3734: 3733: 3730: 3729: 3727: 3725: 3721: 3718: 3716: 3712: 3706: 3703: 3701: 3698: 3694: 3691: 3690: 3689: 3686: 3684: 3681: 3677: 3676:loss function 3674: 3673: 3672: 3669: 3665: 3662: 3660: 3657: 3655: 3652: 3651: 3650: 3647: 3645: 3642: 3640: 3637: 3633: 3630: 3628: 3625: 3623: 3617: 3614: 3613: 3612: 3609: 3605: 3602: 3600: 3597: 3595: 3592: 3591: 3590: 3587: 3583: 3580: 3578: 3575: 3574: 3573: 3570: 3566: 3563: 3562: 3561: 3558: 3554: 3551: 3550: 3549: 3546: 3544: 3541: 3539: 3536: 3534: 3531: 3530: 3528: 3526: 3522: 3518: 3514: 3509: 3505: 3491: 3488: 3486: 3483: 3481: 3478: 3476: 3473: 3472: 3470: 3468: 3464: 3458: 3455: 3453: 3450: 3448: 3445: 3444: 3442: 3438: 3432: 3429: 3427: 3424: 3422: 3419: 3417: 3414: 3412: 3409: 3407: 3404: 3402: 3399: 3398: 3396: 3394: 3390: 3384: 3381: 3379: 3378:Questionnaire 3376: 3374: 3371: 3367: 3364: 3362: 3359: 3358: 3357: 3354: 3353: 3351: 3349: 3345: 3339: 3336: 3334: 3331: 3329: 3326: 3324: 3321: 3319: 3316: 3314: 3311: 3309: 3306: 3304: 3301: 3300: 3298: 3296: 3292: 3288: 3284: 3279: 3275: 3261: 3258: 3256: 3253: 3251: 3248: 3246: 3243: 3241: 3238: 3236: 3233: 3231: 3228: 3226: 3223: 3221: 3218: 3216: 3213: 3211: 3208: 3206: 3205:Control chart 3203: 3201: 3198: 3196: 3193: 3191: 3188: 3187: 3185: 3183: 3179: 3173: 3170: 3166: 3163: 3161: 3158: 3157: 3156: 3153: 3151: 3148: 3146: 3143: 3142: 3140: 3138: 3134: 3128: 3125: 3123: 3120: 3118: 3115: 3114: 3112: 3108: 3102: 3099: 3098: 3096: 3094: 3090: 3078: 3075: 3073: 3070: 3068: 3065: 3064: 3063: 3060: 3058: 3055: 3054: 3052: 3050: 3046: 3040: 3037: 3035: 3032: 3030: 3027: 3025: 3022: 3020: 3017: 3015: 3012: 3010: 3007: 3006: 3004: 3002: 2998: 2992: 2989: 2987: 2984: 2980: 2977: 2975: 2972: 2970: 2967: 2965: 2962: 2960: 2957: 2955: 2952: 2950: 2947: 2945: 2942: 2940: 2937: 2935: 2932: 2931: 2930: 2927: 2926: 2924: 2922: 2918: 2915: 2913: 2909: 2905: 2901: 2896: 2892: 2886: 2883: 2881: 2878: 2877: 2874: 2870: 2863: 2858: 2856: 2851: 2849: 2844: 2843: 2840: 2828: 2825: 2823: 2820: 2818: 2813: 2808: 2806: 2803: 2801: 2798: 2797: 2794: 2788: 2785: 2783: 2780: 2778: 2777: 2773: 2772: 2769: 2766: 2764: 2763: 2758: 2755: 2753: 2750: 2748: 2745: 2743: 2740: 2737: 2734: 2732: 2731: 2727: 2726: 2723: 2720: 2718: 2715: 2713: 2710: 2708: 2707: 2703: 2702: 2699: 2696: 2694: 2691: 2689: 2686: 2684: 2683: 2679: 2678: 2676: 2674: 2667: 2663: 2657: 2654: 2652: 2651:Compare means 2649: 2648: 2645: 2643: 2639: 2635: 2633: 2631: 2627: 2623: 2621: 2618: 2616: 2615: 2611: 2610: 2607: 2604: 2601: 2599: 2596: 2594: 2593: 2592:Random effect 2589: 2588: 2585: 2582: 2580: 2577: 2575: 2572: 2571: 2569: 2567: 2562: 2558: 2552: 2549: 2547: 2544: 2542: 2541: 2537: 2535: 2534:Orthogonality 2532: 2530: 2527: 2525: 2522: 2520: 2517: 2515: 2512: 2510: 2509: 2505: 2504: 2502: 2500: 2495: 2491: 2485: 2482: 2480: 2477: 2475: 2472: 2470: 2469:Randomization 2467: 2465: 2462: 2460: 2456: 2455: 2451: 2450: 2447: 2444: 2442: 2439: 2437: 2434: 2430: 2427: 2425: 2422: 2420: 2417: 2415: 2412: 2411: 2409: 2407: 2401: 2397: 2390: 2385: 2383: 2378: 2376: 2371: 2370: 2367: 2361: 2357: 2354: 2352: 2349: 2346: 2341: 2337: 2336: 2330: 2327: 2326: 2321: 2316: 2302: 2297: 2294: 2288: 2286:0-395-61556-9 2282: 2278: 2273: 2269: 2263: 2259: 2254: 2253: 2240: 2234: 2230: 2223: 2215: 2211: 2206: 2205:1721.1/128459 2201: 2196: 2191: 2187: 2183: 2179: 2172: 2164: 2158: 2154: 2147: 2139: 2133: 2129: 2125: 2119: 2111: 2105: 2101: 2097: 2090: 2088: 2079: 2073: 2067: 2062: 2054: 2050: 2046: 2042: 2038: 2034: 2030: 2026: 2022: 2018: 2014: 2007: 1999: 1995: 1989: 1981: 1975: 1971: 1964: 1956: 1950: 1946: 1945: 1937: 1929: 1923: 1919: 1918: 1910: 1903: 1899: 1898:Novum Organum 1895: 1889: 1881: 1874: 1866: 1859: 1851: 1847: 1843: 1839: 1835: 1831: 1824: 1816: 1810: 1806: 1802: 1801:Lupia, Arthur 1798: 1794: 1790: 1784: 1776: 1772: 1768: 1764: 1760: 1756: 1749: 1741: 1735: 1731: 1724: 1716: 1714:0-07-232837-1 1710: 1706: 1702: 1701: 1693: 1691: 1682: 1676: 1672: 1665: 1657: 1653: 1649: 1645: 1641: 1637: 1630: 1626: 1615: 1612: 1610: 1607: 1605: 1602: 1600: 1597: 1595: 1592: 1590: 1587: 1585: 1582: 1580: 1577: 1575: 1572: 1570: 1567: 1565: 1562: 1561: 1554: 1552: 1547: 1545: 1541: 1535: 1525: 1523: 1519: 1515: 1510: 1508: 1504: 1500: 1495: 1493: 1488: 1486: 1481: 1473: 1469: 1465: 1460: 1451: 1448: 1443: 1432: 1429: 1421: 1410: 1407: 1403: 1400: 1396: 1393: 1389: 1386: 1382: 1379: â€“  1378: 1374: 1373:Find sources: 1367: 1363: 1357: 1356: 1351:This article 1349: 1345: 1340: 1339: 1335: 1325: 1323: 1319: 1315: 1311: 1307: 1303: 1299: 1295: 1291: 1287: 1283: 1278: 1275: 1271: 1267: 1262: 1258: 1251: 1241: 1239: 1234: 1232: 1228: 1224: 1219: 1215: 1211: 1206: 1204: 1200: 1196: 1192: 1187: 1185: 1184: 1179: 1178: 1173: 1169: 1164: 1162: 1158: 1154: 1150: 1144: 1141: 1137: 1132: 1128: 1125: 1120: 1118: 1114: 1110: 1106: 1102: 1098: 1094: 1090: 1086: 1075: 1072: 1064: 1053: 1050: 1046: 1043: 1039: 1036: 1032: 1029: 1025: 1022: â€“  1021: 1017: 1016:Find sources: 1010: 1006: 1000: 999: 994:This article 992: 988: 983: 982: 978: 974: 964: 962: 956: 954: 950: 946: 942: 938: 934: 929: 921: 919: 915: 912:(1919–2000), 911: 908:(1894–1981), 907: 904:(1890–1962), 903: 902:Ronald Fisher 898: 896: 892: 888: 884: 883:Louis Pasteur 880: 876: 872: 868: 864: 858: 853: 851: 847: 843: 839: 835: 831: 830:Francis Bacon 827: 822: 817: 812: 807: 805: 804: 799: 795: 789: 779: 777: 773: 769: 764: 762: 761:meta-analysis 758: 754: 750: 746: 742: 738: 733: 731: 727: 723: 718: 716: 712: 708: 704: 699: 697: 693: 689: 685: 680: 678: 674: 670: 666: 662: 652: 649: 645: 641: 637: 633: 628: 626: 622: 616: 614: 609: 605: 601: 597: 593: 581: 576: 574: 569: 567: 562: 561: 559: 558: 555: 552: 551: 542: 539: 537: 534: 532: 529: 528: 527: 524: 520: 517: 515: 514:Bibliometrics 512: 511: 510: 507: 505: 502: 500: 497: 496: 490: 489: 482: 479: 475: 472: 471: 470: 467: 463: 460: 458: 455: 453: 452:Meta-analysis 450: 448: 445: 443: 442:Bibliometrics 440: 439: 438: 435: 433: 430: 426: 423: 422: 421: 418: 416: 413: 411: 408: 406: 403: 401: 398: 394: 391: 389: 386: 384: 381: 380: 379: 376: 372: 369: 368: 367: 364: 362: 359: 357: 354: 352: 349: 347: 344: 342: 339: 338: 332: 331: 324: 321: 319: 316: 314: 313:Phenomenology 311: 309: 306: 304: 301: 299: 296: 294: 291: 289: 286: 284: 281: 279: 276: 274: 271: 270: 267: 262: 261: 252: 249: 247: 244: 243: 242: 239: 237: 234: 232: 229: 227: 224: 222: 219: 217: 214: 212: 209: 207: 204: 202: 199: 198: 195: 190: 189: 182: 179: 175: 172: 171: 170: 167: 165: 162: 160: 157: 156: 150: 149: 140: 137: 135: 132: 131: 130: 127: 125: 122: 120: 117: 115: 112: 111: 108: 103: 102: 98: 94: 93: 90: 87: 86: 82: 78: 77: 70: 63: 40: 33: 19: 5150: 5138: 5119: 5112: 5024:Econometrics 4974: / 4957:Chemometrics 4934:Epidemiology 4927: / 4900:Applications 4742:ARIMA model 4689:Q-statistic 4638:Stationarity 4534:Multivariate 4477: / 4473: / 4471:Multivariate 4469: / 4409: / 4405: / 4179:Bayes factor 4078:Signed rank 3990: 3964: 3956: 3944: 3639:Completeness 3475:Cohort study 3392: 3373:Opinion poll 3308:Missing data 3295:Study design 3250:Scatter plot 3172:Scatter plot 3165:Spearman's ρ 3127:Grouped data 2774: 2760: 2742:Latin square 2728: 2704: 2680: 2641: 2637: 2630:multivariate 2629: 2625: 2612: 2590: 2538: 2506: 2452: 2413: 2319: 2300: 2276: 2257: 2228: 2222: 2185: 2181: 2171: 2152: 2146: 2127: 2118: 2099: 2072: 2066:Dunning 2012 2061: 2020: 2016: 2006: 1998:the original 1988: 1969: 1963: 1943: 1936: 1916: 1909: 1897: 1893: 1888: 1882:. p. 3. 1879: 1873: 1867:. p. 5. 1864: 1858: 1833: 1829: 1823: 1804: 1783: 1758: 1754: 1748: 1729: 1723: 1699: 1670: 1664: 1639: 1635: 1629: 1548: 1537: 1511: 1496: 1489: 1477: 1467: 1450:laboratory. 1439: 1424: 1415: 1405: 1398: 1391: 1384: 1377:"Experiment" 1372: 1360:Please help 1355:verification 1352: 1310:paleontology 1279: 1273: 1253: 1235: 1207: 1188: 1183:double blind 1181: 1175: 1167: 1165: 1157:microbiology 1145: 1121: 1084: 1082: 1067: 1058: 1048: 1041: 1034: 1027: 1020:"Experiment" 1015: 1003:Please help 998:verification 995: 957: 930: 927: 906:Jerzy Neyman 899: 875:biochemistry 860: 855: 848:—similar to 828: 824: 819: 814: 809: 801: 791: 772:agricultural 765: 734: 719: 700: 681: 658: 640:measurements 629: 617: 591: 589: 377: 293:Hermeneutics 181:Quantitative 5174:Experiments 5152:WikiProject 5067:Cartography 5029:Jurimetrics 4981:Reliability 4712:Time domain 4691:(Ljung–Box) 4613:Time-series 4491:Categorical 4475:Time-series 4467:Categorical 4402:(Bernoulli) 4237:Correlation 4217:Correlation 4013:Jarque–Bera 3985:Chi-squared 3747:M-estimator 3700:Asymptotics 3644:Sufficiency 3411:Interaction 3323:Replication 3303:Effect size 3260:Violin plot 3240:Radar chart 3220:Forest plot 3210:Correlogram 3160:Kendall's τ 2717:Box–Behnken 2598:Mixed model 2529:Confounding 2524:Interaction 2514:Effect size 2484:Sample size 2345:Experiments 1902:Durant 2012 1485:confounding 1468:observables 1318:meteorology 1294:archaeology 1266:correlation 1203:test method 1193:(person) a 1149:statistical 1138:in which a 1134:assay is a 834:philosopher 730:replication 722:engineering 709:and/or, in 366:Ethnography 266:Methodology 221:Fallibilism 169:Qualitative 139:Referencing 62:David Scott 5168:Categories 5019:Demography 4737:ARMA model 4542:Regression 4119:(Friedman) 4080:(Wilcoxon) 4018:Normality 4008:Lilliefors 3955:Student's 3831:Resampling 3705:Robustness 3693:divergence 3683:Efficiency 3621:(monotone) 3616:Likelihood 3533:Population 3366:Stratified 3318:Population 3137:Dependence 3093:Count data 3024:Percentile 3001:Dispersion 2934:Arithmetic 2869:Statistics 2673:randomized 2671:Completely 2642:covariance 2404:Scientific 2320:Experiment 2128:Statistics 1604:Laboratory 1442:laboratory 1418:March 2019 1388:newspapers 1227:hypotheses 1214:difference 1061:March 2019 1031:newspapers 933:psychology 895:laboratory 881:(matter). 871:combustion 713:, through 684:hypothesis 673:hypotheses 627:sciences. 604:likelihood 596:hypothesis 592:experiment 541:Statistics 536:Simulation 474:Simulation 415:Interviews 378:Experiment 346:Case study 318:Pragmatism 236:Pragmatism 226:Positivism 216:Empiricism 60:Astronaut 4400:Logistic 4167:posterior 4093:Rank sum 3841:Jackknife 3836:Bootstrap 3654:Bootstrap 3589:Parameter 3538:Statistic 3333:Statistic 3245:Run chart 3230:Pie chart 3225:Histogram 3215:Fan chart 3190:Bar chart 3072:L-moments 2959:Geometric 2682:Factorial 2566:inference 2546:Covariate 2508:Treatment 2494:Treatment 2214:1047-1987 2053:231877717 2037:1745-6916 1850:123057532 1322:astronomy 1298:sociology 1286:economics 1218:responses 1161:chemistry 1105:replicate 941:variables 846:deduction 838:scientist 665:empirical 648:variables 174:Art-based 5179:Research 5114:Category 4807:Survival 4684:Johansen 4407:Binomial 4362:Isotonic 3949:(normal) 3594:location 3401:Blocking 3356:Sampling 3235:Q–Q plot 3200:Box plot 3182:Graphics 3077:Skewness 3067:Kurtosis 3039:Variance 2969:Heronian 2964:Harmonic 2805:Category 2800:Glossary 2606:Bayesian 2584:Bayesian 2540:Blocking 2519:Contrast 2499:blocking 2459:Bayesian 2446:Blinding 2436:validity 2433:external 2429:Internal 2293:Excerpts 2098:(2008). 2045:33593177 1557:See also 1518:matching 1472:feedback 1268:between 1195:stimulus 1168:variable 1131:solution 739:and the 737:medicine 724:and the 677:theories 655:Overview 632:controls 600:efficacy 341:Analysis 134:Argument 124:Question 119:Proposal 89:Research 81:a series 79:Part of 5140:Commons 5087:Kriging 4972:Process 4929:studies 4788:Wavelet 4621:General 3788:Plug-in 3582:L space 3361:Cluster 3062:Moments 2880:Outline 2698:Taguchi 2666:Designs 2424:Control 1775:2289064 1644:Bibcode 1402:scholar 1314:ecology 1306:geology 1282:science 1208:In the 1199:measure 1191:subject 1124:protein 1101:control 1097:placebo 1085:control 1045:scholar 798:Ptolemy 782:History 659:In the 621:natural 420:Mapping 335:Methods 241:Realism 129:Writing 5009:Census 4599:Normal 4547:Manova 4367:Robust 4117:2-way 4109:1-way 3947:-test 3618:  3195:Biplot 2986:Median 2979:Lehmer 2921:Center 2738:(GRBD) 2638:Ancova 2626:Manova 2561:Models 2406:method 2317:about 2283:  2264:  2235:  2212:  2159:  2134:  2106:  2051:  2043:  2035:  1976:  1951:  1924:  1865:Optics 1848:  1811:  1773:  1736:  1711:  1677:  1528:Ethics 1404:  1397:  1390:  1383:  1375:  1320:, and 1261:system 1153:number 1111:and a 1047:  1040:  1033:  1026:  1018:  943:. The 924:Types 696:ad hoc 669:models 481:Survey 114:Ethics 4633:Trend 4162:prior 4104:anova 3993:-test 3967:-test 3959:-test 3866:Power 3811:Pivot 3604:shape 3599:scale 3049:Shape 3029:Range 2974:Heinz 2949:Cubic 2885:Index 2730:Block 2358:from 2049:S2CID 1846:S2CID 1771:JSTOR 1621:Notes 1409:JSTOR 1395:books 1127:assay 1052:JSTOR 1038:books 625:human 4866:Test 4066:Sign 3918:Wald 2991:Mode 2929:Mean 2564:and 2497:and 2431:and 2281:ISBN 2262:ISBN 2233:ISBN 2210:ISSN 2157:ISBN 2132:ISBN 2104:ISBN 2041:PMID 2033:ISSN 1974:ISBN 1949:ISBN 1922:ISBN 1894:then 1809:ISBN 1734:ISBN 1709:ISBN 1675:ISBN 1505:and 1462:The 1381:news 1159:and 1024:news 975:and 873:and 836:and 759:and 623:and 4046:BIC 4041:AIC 2200:hdl 2190:doi 2025:doi 1838:doi 1763:doi 1705:3–4 1652:doi 1478:An 1364:by 1274:not 1007:by 935:or 735:In 720:In 671:or 602:or 590:An 5170:: 2457:: 2208:. 2198:. 2186:27 2184:. 2180:. 2086:^ 2047:. 2039:. 2031:. 2021:16 2019:. 2015:. 1844:. 1834:15 1832:. 1799:; 1795:; 1791:; 1769:. 1759:81 1757:. 1707:. 1689:^ 1650:. 1640:33 1638:. 1316:, 1312:, 1308:, 1304:, 1300:, 1296:, 1292:, 1288:, 1205:. 1119:. 963:. 763:. 717:. 615:. 83:on 3991:G 3965:F 3957:t 3945:Z 3664:V 3659:U 2861:e 2854:t 2847:v 2644:) 2640:( 2632:) 2628:( 2388:e 2381:t 2374:v 2295:) 2291:( 2289:. 2270:. 2241:. 2216:. 2202:: 2192:: 2165:. 2140:. 2112:. 2080:. 2055:. 2027:: 1982:. 1957:. 1930:. 1852:. 1840:: 1817:. 1777:. 1765:: 1742:. 1717:. 1683:. 1658:. 1654:: 1646:: 1431:) 1425:( 1420:) 1416:( 1406:· 1399:· 1392:· 1385:· 1358:. 1074:) 1068:( 1063:) 1059:( 1049:· 1042:· 1035:· 1028:· 1001:. 579:e 572:t 565:v 41:. 34:. 20:)

Index

Scientific experiment
Experimental music
Experiment (disambiguation)
David Scott

a series
Research
A laptop computer next to archival materials
Research design
Ethics
Proposal
Question
Writing
Argument
Referencing
Interdisciplinary
Multimethodology
Qualitative
Art-based
Quantitative
Philosophical schools
Antipositivism
Constructivism
Critical rationalism
Empiricism
Fallibilism
Positivism
Postpositivism
Pragmatism
Realism

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