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Experiment

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1308:, 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. 1099:. 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 1478:. 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. 795:
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.
1530:. 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. 1508:, 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. 86: 5107: 2796: 1485:, 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 603:
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
1493:. 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. 5093: 1328: 971: 1443: 836:—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. 5131: 1213:. 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 5119: 2324: 670:, 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 58: 1217:("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. 1113:. 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 1170:, 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. 712:, 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 1433:
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
784:—by controlling his experiments due to factors such as self-criticality, reliance on visible results of the experiments as well as a criticality in terms of earlier results. He was one of the first scholars to use an inductive-experimental method for achieving results. In his 43: 799:
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
1147:, 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. 731:, 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 1238:
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
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A considerable amount of progress on the design and analysis of experiments occurred in the early 20th century, with contributions from statisticians such as
4883: 4507: 1526:—introduces potential ethical considerations, such as balancing benefit and harm, fairly distributing interventions (e.g., treatments for a disease), and 561: 3148: 1429:
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
2144: 2119: 2091: 1909: 1721: 1662: 727:, the prevalence of experimental research varies widely across disciplines. When used, however, experiments typically follow the form of the 1522:
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.
849:(1564–1642) accurately measured time and experimented to make accurate measurements and conclusions about the speed of a falling body. 2276: 2249: 2220: 1961: 1936: 1796: 1639: 4530: 4422: 2770: 2608: 2363: 2268: 1696: 1411: 1054: 631: 4708: 4582: 1221: 1071:
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
5060: 4019: 1119: 674:, an experiment can never "prove" a hypothesis, it can only add support. On the other hand, an experiment that provides a 524: 177: 4069: 1392: 1035: 935:
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.
1075:). A good example would be a drug trial. The sample or group receiving the drug would be the experimental group ( 547: 509: 296: 4685: 5055: 4822: 4370: 4335: 4299: 4084: 3526: 3435: 3394: 3306: 2997: 2836: 2745: 2740: 2705: 2589: 2507: 2462: 2457: 1197: 732: 713: 4092: 4076: 1150:
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
4908: 4903: 3366: 3296: 2942: 2437: 1482: 1100: 833: 786: 777: 736: 728: 675: 608: 440: 383: 281: 234: 214: 184: 923:), a 'true experiment' is a method of social research in which there are two kinds of 5151: 5065: 5032: 4895: 4856: 4667: 4636: 4100: 4054: 3659: 3361: 3188: 2952: 2947: 2575: 2517: 2452: 2036: 1926: 1833: 1084: 936: 885: 866: 813: 744: 435: 425: 3218: 1458:
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
735:(the difference in outcomes between the treatment and control groups) or another 5050: 5012: 4695: 4596: 4458: 4271: 4238: 3730: 3647: 3642: 3286: 3243: 3223: 3203: 3193: 2962: 2581: 2512: 2497: 2467: 1468: 1327: 1301: 1277: 1249: 1186: 1182: 1178: 970: 755: 705: 686: 623: 618:, which are designed to minimize the effects of variables other than the single 403: 349: 249: 204: 50: 2073: 2071: 3896: 3076: 3007: 2957: 2932: 2852: 1997:"Promises and Perils of Experimentation: The Mutual-Internal-Validity Problem" 1825: 1587: 1425: 1210: 1132: 916: 878: 854: 853:(1743–1794), a French chemist, used experiment to describe new areas, such as 817: 667: 656: 587: 579: 457: 329: 301: 219: 209: 199: 2197: 2020: 2012: 1928:
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".
1243:. Natural experiments rely solely on observations of the variables of the 2323: 1980:. Department of Psychology, University of California Davis. Archived from 3565: 3183: 3060: 3055: 3050: 3022: 2242:
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
1196:, two or more "treatments" are applied to estimate the 659:. Researchers also use experimentation to test existing 2162:"Why Propensity Scores Should Not Be Used for Matching" 16:
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.  2837: 2364: 2160:King, Gary; Nielsen, Richard (October 2019). 2137:Statistical models : theory and practice 1173:In human experiments, researchers may give a 685:An experiment must also control the possible 555: 8: 931:is manipulated by the experimenter, and the 682:modifications at the expense of simplicity. 4891: 4878: 4795: 4601: 4470: 4445: 4216: 4192: 3920: 3703: 3504: 3491: 3274: 3261: 2900: 2891: 2878: 2844: 2830: 2822: 2371: 2357: 2349: 1676: 1674: 562: 548: 84: 64: 2244:. Cambridge: Cambridge University Press. 2215:. Cambridge: Cambridge University Press. 2187: 2177: 1791:. Cambridge: Cambridge University Press. 1412:Learn how and when to remove this message 1055:Learn how and when to remove this message 2287:. New York: Routledge. pp. 228–238. 2110:; Pisani, Robert; Purves, Roger (2007). 881:experiments is preferred when possible. 493:Library and information science software 2049: 1620:Journal of Research in Science Teaching 1610: 1558:Concept development and experimentation 76: 4808:Kaplan–Meier estimator (product limit) 1956:(New illustrated ed.). Springer. 1885: 1712:Wilczek, Frank; Devine, Betsy (2006). 1450:for observation (input and output are 488:Geographic information system software 2001:Perspectives on Psychological Science 7: 5118: 4818:Accelerated failure time (AFT) model 1350:adding citations to reliable sources 1220:Experiments can be also designed to 993:adding citations to reliable sources 651:procedure that arbitrates competing 5130: 4413:Analysis of variance (ANOVA, anova) 2720:Generalized randomized block design 2344:Stanford Encyclopedia of Philosophy 4508:Cochran–Mantel–Haenszel statistics 3134:Pearson product-moment correlation 2114:(4th ed.). New York: Norton. 1862:Ibn al-Haytham, Abu Ali Al-Hasan. 1847:Ibn al-Haytham, Abu Ali Al-Hasan. 1185:the response to the stimulus by a 1154:that he or she wishes to isolate. 1083:or regular treatment would be the 14: 2771:Sequential probability ratio test 2213:Design of comparative experiments 1164:. Such experiments are generally 5129: 5117: 5105: 5092: 5091: 2794: 2696:Polynomial and rational modeling 2322: 1326: 969: 4767:Least-squares spectral analysis 1337:needs additional citations for 980:needs additional citations for 3748:Mean-unbiased minimum-variance 2463:Replication versus subsampling 1814:Arabic Sciences and Philosophy 666:An experiment usually tests a 614:Experiments typically include 1: 5061:Geographic information system 4277:Simultaneous equations models 1952:Brock, Thomas D, ed. (1988). 1931:. W.W. Norton & Company. 1925:Bell, Madison Smartt (2005). 1653:Cooperstock, Fred I. (2009). 1224:onto nearby untreated units. 1079:); and the one receiving the 861:and to develop the theory of 4244:Coefficient of determination 3855:Uniformly most powerful test 2690:Response surface methodology 2598:Analysis of variance (Anova) 1681:Griffith, W. Thomas (2001). 1498:Food and Drug Administration 597:natural experimental studies 4813:Proportional hazards models 4757:Spectral density estimation 4739:Vector autoregression (VAR) 4173:Maximum posterior estimator 3405:Randomized controlled trial 2760:Randomized controlled trial 2135:Freedman, David A. (2009). 915:In some disciplines (e.g., 904:(1909–1980), among others. 28:Experiment (disambiguation) 5194: 4573:Multivariate distributions 2993:Average absolute deviation 2086:(Second ed.). Wiley. 1954:Pasteur and Modern Science 1864:Dubitationes in Ptolemaeum 1515: 1315: 1231: 1222:estimate spillover effects 954: 769: 25: 18: 5087: 4890: 4877: 4561:Structural equation model 4469: 4444: 4215: 4191: 3923: 3897:Score/Lagrange multiplier 3503: 3490: 3312:Sample size determination 3273: 3260: 2890: 2877: 2859: 2779: 2313:Resources in your library 1826:10.1017/S0957423905000172 1553:Black box experimentation 1506:propensity score matching 1264:Much research in several 515:Qualitative data analysis 5056:Environmental statistics 4578:Elliptical distributions 4371:Generalized linear model 4300:Simple linear regression 4070:Hodges–Lehmann estimator 3527:Probability distribution 3436:Stochastic approximation 2998:Coefficient of variation 2746:Repeated measures design 2458:Restricted randomization 2013:10.1177/1745691620974773 816:(1561–1626), an English 733:average treatment effect 4716:Cross-correlation (XCF) 4324:Non-standard predictors 3758:Lehmann–ScheffĂ© theorem 3431:Adaptive clinical trial 1578:Experimental psychology 1268:disciplines, including 902:William Gemmell Cochran 672:philosophies of science 5112:Mathematics portal 4933:Engineering statistics 4841:Nelson–Aalen estimator 4418:Analysis of covariance 4305:Ordinary least squares 4229:Pearson product-moment 3633:Statistical functional 3544:Empirical distribution 3377:Controlled experiments 3106:Frequency distribution 2884:Descriptive statistics 2801:Mathematics portal 2563:Ordinary least squares 2240:Dunning, Thad (2012). 1978:"Types of experiments" 1459: 1438:Observational studies 951:Controlled experiments 875:germ theory of disease 871:spontaneous generation 843: 807: 797: 772:History of experiments 760:experimental economics 695:randomized experiments 647:, an experiment is an 394:Inferential statistics 340:Descriptive statistics 287:Human subject research 62: 54: 5168:Design of experiments 5028:Population statistics 4970:System identification 4704:Autocorrelation (ACF) 4632:Exponential smoothing 4546:Discriminant analysis 4541:Canonical correlation 4405:Partition of variance 4267:Regression validation 4111:(Jonckheere–Terpstra) 4010:Likelihood-ratio test 3699:Frequentist inference 3611:Location–scale family 3532:Sampling distribution 3497:Statistical inference 3464:Cross-sectional study 3451:Observational studies 3410:Randomized experiment 3239:Stem-and-leaf display 3041:Central limit theorem 2398:Scientific experiment 2380:Design of experiments 2340:Experiment in Physics 2211:Bailey, R.A. (2008). 1898:Durant, Will (2012). 1563:Design of experiments 1487:central limit theorem 1445: 1286:cultural anthropology 1254:explanatory variables 1194:design of experiments 1156:Human experimentation 961:Design of experiments 178:Philosophical schools 60: 48: 4951:Probabilistic design 4536:Principal components 4379:Exponential families 4331:Nonlinear regression 4310:General linear model 4272:Mixed effects models 4262:Errors and residuals 4239:Confounding variable 4141:Bayesian probability 4119:Van der Waerden test 4109:Ordered alternative 3874:Multiple comparisons 3753:Rao–Blackwellization 3716:Estimating equations 3672:Statistical distance 3390:Factorial experiment 2923:Arithmetic-Geometric 2672:Fractional factorial 2331:at Wikimedia Commons 1984:on 19 December 2014. 1598:Long-term experiment 1573:Experimental physics 1476:Baconian experiments 1454:). When there are a 1346:improve this article 1073:independent variable 989:improve this article 929:independent variable 863:conservation of mass 620:independent variable 503:Reference management 453:Scientific modelling 195:Critical rationalism 26:For other uses, see 5173:Science experiments 5023:Official statistics 4946:Methods engineering 4627:Seasonal adjustment 4395:Poisson regressions 4315:Bayesian regression 4254:Regression analysis 4234:Partial correlation 4206:Regression analysis 3805:Prediction interval 3800:Likelihood interval 3790:Confidence interval 3782:Interval estimation 3743:Unbiased estimators 3561:Model specification 3441:Up-and-down designs 3129:Partial correlation 3085:Index of dispersion 3003:Interquartile range 2806:Statistical outline 2766:Sequential analysis 2731:Graeco-Latin square 2640:Multiple comparison 2587:Hierarchical model: 2179:10.1017/pan.2019.11 2078:Hinkelmann, Klaus; 1884:, i, 63. Quoted in 1781:Kuklinski, James H. 1632:1996JRScT..33..101S 1593:List of experiments 1568:Experimentum crucis 1491:Markov's inequality 1464:observational study 1228:Natural experiments 873:and to develop the 826:English renaissance 752:branches of science 691:scientific controls 687:confounding factors 582:, or determine the 483:Argument technology 5043:Spatial statistics 4923:Medical statistics 4823:First hitting time 4777:Whittle likelihood 4428:Degrees of freedom 4423:Multivariate ANOVA 4356:Heteroscedasticity 4168:Bayesian estimator 4133:Bayesian inference 3982:Kolmogorov–Smirnov 3867:Randomization test 3837:Testing hypotheses 3810:Tolerance interval 3721:Maximum likelihood 3616:Exponential family 3549:Density estimation 3509:Statistical theory 3469:Natural experiment 3415:Scientific control 3332:Survey methodology 3018:Standard deviation 2811:Statistical topics 2403:Statistical design 2166:Political Analysis 1773:Druckman, James N. 1583:Empirical research 1460: 1234:Natural experiment 1120:colorimetric assay 957:Scientific control 933:dependent variable 477:Tools and software 421:Secondary research 345:Discourse analysis 63: 55: 21:Experimental music 5145: 5144: 5083: 5082: 5079: 5078: 5018:National accounts 4988:Actuarial science 4980:Social statistics 4873: 4872: 4869: 4868: 4865: 4864: 4800:Survival function 4785: 4784: 4647:Granger causality 4488:Contingency table 4463:Survival analysis 4440: 4439: 4436: 4435: 4292:Linear regression 4187: 4186: 4183: 4182: 4158:Credible interval 4127: 4126: 3910: 3909: 3726:Method of moments 3595:Parametric family 3556:Statistical model 3486: 3485: 3482: 3481: 3400:Random assignment 3322:Statistical power 3256: 3255: 3252: 3251: 3101:Contingency table 3071: 3070: 2938:Generalized/power 2819: 2818: 2706:Central composite 2604:Cochran's theorem 2558:Linear regression 2535:Nuisance variable 2448:Random assignment 2425:Experimental unit 2327:Media related to 2299:Library resources 2146:978-0-521-74385-3 2121:978-0-393-92972-0 2093:978-0-471-72756-9 2080:Kempthorne, Oscar 1911:978-0-671-69500-2 1723:978-981-256-649-2 1664:978-981-4271-16-5 1535:Manhattan Project 1431:external validity 1422: 1421: 1414: 1396: 1312:Field experiments 1241:quasi-experiments 1207:scientific method 1200:between the mean 1124:spectrophotometer 1065: 1064: 1057: 1039: 945:validity concerns 937:experimenter bias 921:political science 900:(1900–1978), and 898:Gertrude Mary Cox 851:Antoine Lavoisier 741:systematic review 710:physical sciences 699:random assignment 645:scientific method 628:scientific method 572: 571: 538:Philosophy portal 446:Systematic review 431:Literature review 389:Historical method 372:Social experiment 307:Scientific method 292:Narrative inquiry 143:Interdisciplinary 137:Research strategy 108:Research question 103:Research proposal 46: 5185: 5178:Causal inference 5133: 5132: 5121: 5120: 5110: 5109: 5095: 5094: 4998:Crime statistics 4892: 4879: 4796: 4762:Fourier analysis 4749:Frequency domain 4729: 4676: 4642:Structural break 4602: 4551:Cluster analysis 4498:Log-linear model 4471: 4446: 4387: 4361:Homoscedasticity 4217: 4193: 4112: 4104: 4096: 4095:(Kruskal–Wallis) 4080: 4065: 4020:Cross validation 4005: 3987:Anderson–Darling 3934: 3921: 3892:Likelihood-ratio 3884:Parametric tests 3862:Permutation test 3845:1- & 2-tails 3736:Minimum distance 3708:Point estimation 3704: 3655:Optimal decision 3606: 3505: 3492: 3474:Quasi-experiment 3424:Adaptive designs 3275: 3262: 3139:Rank correlation 2901: 2892: 2879: 2846: 2839: 2832: 2823: 2799: 2798: 2736:Orthogonal array 2373: 2366: 2359: 2350: 2326: 2288: 2274: 2255: 2227: 2226: 2208: 2202: 2201: 2191: 2181: 2157: 2151: 2150: 2132: 2126: 2125: 2104: 2098: 2097: 2075: 2066: 2065: 2058: 2052: 2047: 2041: 2040: 1992: 1986: 1985: 1974: 1968: 1967: 1949: 1943: 1942: 1922: 1916: 1915: 1895: 1889: 1874: 1868: 1867: 1859: 1853: 1852: 1844: 1838: 1837: 1809: 1803: 1802: 1777:Green, Donald P. 1769: 1763: 1762: 1745:(396): 945–960. 1734: 1728: 1727: 1709: 1703: 1702: 1678: 1669: 1668: 1650: 1644: 1643: 1615: 1528:informed consent 1504:methods such as 1417: 1410: 1406: 1403: 1397: 1395: 1354: 1330: 1322: 1318:Field experiment 1097:negative control 1093:positive control 1060: 1053: 1049: 1046: 1040: 1038: 997: 973: 965: 894:Oscar Kempthorne 592:cause-and-effect 564: 557: 550: 510:Science software 409:Cultural mapping 377:Quasi-experiment 367:Field experiment 335:Content analysis 230:Critical realism 148:Multimethodology 88: 65: 47: 5193: 5192: 5188: 5187: 5186: 5184: 5183: 5182: 5148: 5147: 5146: 5141: 5104: 5075: 5037: 4974: 4960:quality control 4927: 4909:Clinical trials 4886: 4861: 4845: 4833:Hazard function 4827: 4781: 4743: 4727: 4690: 4686:Breusch–Godfrey 4674: 4651: 4591: 4566:Factor analysis 4512: 4493:Graphical model 4465: 4432: 4399: 4385: 4365: 4319: 4286: 4248: 4211: 4210: 4179: 4123: 4110: 4102: 4094: 4078: 4063: 4042:Rank statistics 4036: 4015:Model selection 4003: 3961:Goodness of fit 3955: 3932: 3906: 3878: 3831: 3776: 3765:Median unbiased 3693: 3604: 3537:Order statistic 3499: 3478: 3445: 3419: 3371: 3326: 3269: 3267:Data collection 3248: 3160: 3115: 3089: 3067: 3027: 2979: 2896:Continuous data 2886: 2873: 2855: 2850: 2820: 2815: 2793: 2775: 2752:Crossover study 2743: 2741:Latin hypercube 2677:Plackett–Burman 2656: 2653: 2652: 2644: 2547: 2539: 2480: 2472: 2389: 2382: 2377: 2319: 2318: 2317: 2307: 2306: 2302: 2295: 2282: 2271: 2258: 2252: 2239: 2236: 2234:Further reading 2231: 2230: 2223: 2210: 2209: 2205: 2159: 2158: 2154: 2147: 2134: 2133: 2129: 2122: 2108:Freedman, David 2106: 2105: 2101: 2094: 2077: 2076: 2069: 2060: 2059: 2055: 2048: 2044: 1994: 1993: 1989: 1976: 1975: 1971: 1964: 1951: 1950: 1946: 1939: 1924: 1923: 1919: 1912: 1897: 1896: 1892: 1875: 1871: 1861: 1860: 1856: 1846: 1845: 1841: 1811: 1810: 1806: 1799: 1787:, eds. (2011). 1771: 1770: 1766: 1751:10.2307/2289064 1736: 1735: 1731: 1724: 1711: 1710: 1706: 1699: 1680: 1679: 1672: 1665: 1652: 1651: 1647: 1617: 1616: 1612: 1607: 1602: 1548:Allegiance bias 1543: 1520: 1518:Research ethics 1514: 1448:black box model 1440: 1418: 1407: 1401: 1398: 1355: 1353: 1343: 1331: 1320: 1314: 1274:human geography 1236: 1230: 1215:null hypothesis 1077:treatment group 1061: 1050: 1044: 1041: 998: 996: 986: 974: 963: 955:Main articles: 953: 910: 847:Galileo Galilei 774: 768: 754:. For example, 725:social sciences 641: 630:. Ideally, all 568: 532: 531: 478: 470: 469: 416:Phenomenography 355:Autoethnography 320: 312: 311: 272:Grounded theory 267:Critical theory 262:Art methodology 257:Action research 252: 242: 241: 180: 170: 169: 138: 130: 129: 98: 96:Research design 33: 31: 24: 17: 12: 11: 5: 5191: 5189: 5181: 5180: 5175: 5170: 5165: 5160: 5150: 5149: 5143: 5142: 5140: 5139: 5127: 5115: 5101: 5088: 5085: 5084: 5081: 5080: 5077: 5076: 5074: 5073: 5068: 5063: 5058: 5053: 5047: 5045: 5039: 5038: 5036: 5035: 5030: 5025: 5020: 5015: 5010: 5005: 5000: 4995: 4990: 4984: 4982: 4976: 4975: 4973: 4972: 4967: 4962: 4953: 4948: 4943: 4937: 4935: 4929: 4928: 4926: 4925: 4920: 4915: 4906: 4904:Bioinformatics 4900: 4898: 4888: 4887: 4882: 4875: 4874: 4871: 4870: 4867: 4866: 4863: 4862: 4860: 4859: 4853: 4851: 4847: 4846: 4844: 4843: 4837: 4835: 4829: 4828: 4826: 4825: 4820: 4815: 4810: 4804: 4802: 4793: 4787: 4786: 4783: 4782: 4780: 4779: 4774: 4769: 4764: 4759: 4753: 4751: 4745: 4744: 4742: 4741: 4736: 4731: 4723: 4718: 4713: 4712: 4711: 4709:partial (PACF) 4700: 4698: 4692: 4691: 4689: 4688: 4683: 4678: 4670: 4665: 4659: 4657: 4656:Specific tests 4653: 4652: 4650: 4649: 4644: 4639: 4634: 4629: 4624: 4619: 4614: 4608: 4606: 4599: 4593: 4592: 4590: 4589: 4588: 4587: 4586: 4585: 4570: 4569: 4568: 4558: 4556:Classification 4553: 4548: 4543: 4538: 4533: 4528: 4522: 4520: 4514: 4513: 4511: 4510: 4505: 4503:McNemar's test 4500: 4495: 4490: 4485: 4479: 4477: 4467: 4466: 4449: 4442: 4441: 4438: 4437: 4434: 4433: 4431: 4430: 4425: 4420: 4415: 4409: 4407: 4401: 4400: 4398: 4397: 4381: 4375: 4373: 4367: 4366: 4364: 4363: 4358: 4353: 4348: 4343: 4341:Semiparametric 4338: 4333: 4327: 4325: 4321: 4320: 4318: 4317: 4312: 4307: 4302: 4296: 4294: 4288: 4287: 4285: 4284: 4279: 4274: 4269: 4264: 4258: 4256: 4250: 4249: 4247: 4246: 4241: 4236: 4231: 4225: 4223: 4213: 4212: 4209: 4208: 4203: 4197: 4196: 4189: 4188: 4185: 4184: 4181: 4180: 4178: 4177: 4176: 4175: 4165: 4160: 4155: 4154: 4153: 4148: 4137: 4135: 4129: 4128: 4125: 4124: 4122: 4121: 4116: 4115: 4114: 4106: 4098: 4082: 4079:(Mann–Whitney) 4074: 4073: 4072: 4059: 4058: 4057: 4046: 4044: 4038: 4037: 4035: 4034: 4033: 4032: 4027: 4022: 4012: 4007: 4004:(Shapiro–Wilk) 3999: 3994: 3989: 3984: 3979: 3971: 3965: 3963: 3957: 3956: 3954: 3953: 3945: 3936: 3924: 3918: 3916:Specific tests 3912: 3911: 3908: 3907: 3905: 3904: 3899: 3894: 3888: 3886: 3880: 3879: 3877: 3876: 3871: 3870: 3869: 3859: 3858: 3857: 3847: 3841: 3839: 3833: 3832: 3830: 3829: 3828: 3827: 3822: 3812: 3807: 3802: 3797: 3792: 3786: 3784: 3778: 3777: 3775: 3774: 3769: 3768: 3767: 3762: 3761: 3760: 3755: 3740: 3739: 3738: 3733: 3728: 3723: 3712: 3710: 3701: 3695: 3694: 3692: 3691: 3686: 3681: 3680: 3679: 3669: 3664: 3663: 3662: 3652: 3651: 3650: 3645: 3640: 3630: 3625: 3620: 3619: 3618: 3613: 3608: 3592: 3591: 3590: 3585: 3580: 3570: 3569: 3568: 3563: 3553: 3552: 3551: 3541: 3540: 3539: 3529: 3524: 3519: 3513: 3511: 3501: 3500: 3495: 3488: 3487: 3484: 3483: 3480: 3479: 3477: 3476: 3471: 3466: 3461: 3455: 3453: 3447: 3446: 3444: 3443: 3438: 3433: 3427: 3425: 3421: 3420: 3418: 3417: 3412: 3407: 3402: 3397: 3392: 3387: 3381: 3379: 3373: 3372: 3370: 3369: 3367:Standard error 3364: 3359: 3354: 3353: 3352: 3347: 3336: 3334: 3328: 3327: 3325: 3324: 3319: 3314: 3309: 3304: 3299: 3297:Optimal design 3294: 3289: 3283: 3281: 3271: 3270: 3265: 3258: 3257: 3254: 3253: 3250: 3249: 3247: 3246: 3241: 3236: 3231: 3226: 3221: 3216: 3211: 3206: 3201: 3196: 3191: 3186: 3181: 3176: 3170: 3168: 3162: 3161: 3159: 3158: 3153: 3152: 3151: 3146: 3136: 3131: 3125: 3123: 3117: 3116: 3114: 3113: 3108: 3103: 3097: 3095: 3094:Summary tables 3091: 3090: 3088: 3087: 3081: 3079: 3073: 3072: 3069: 3068: 3066: 3065: 3064: 3063: 3058: 3053: 3043: 3037: 3035: 3029: 3028: 3026: 3025: 3020: 3015: 3010: 3005: 3000: 2995: 2989: 2987: 2981: 2980: 2978: 2977: 2972: 2967: 2966: 2965: 2960: 2955: 2950: 2945: 2940: 2935: 2930: 2928:Contraharmonic 2925: 2920: 2909: 2907: 2898: 2888: 2887: 2882: 2875: 2874: 2872: 2871: 2866: 2860: 2857: 2856: 2851: 2849: 2848: 2841: 2834: 2826: 2817: 2816: 2814: 2813: 2808: 2803: 2791: 2786: 2780: 2777: 2776: 2774: 2773: 2768: 2763: 2755: 2754: 2749: 2738: 2733: 2728: 2723: 2717: 2709: 2708: 2703: 2698: 2693: 2685: 2684: 2679: 2674: 2669: 2661: 2659: 2646: 2645: 2643: 2642: 2637: 2631: 2630: 2618: 2606: 2601: 2593: 2592: 2584: 2579: 2571: 2570: 2565: 2560: 2554: 2552: 2541: 2540: 2538: 2537: 2532: 2527: 2520: 2515: 2510: 2505: 2500: 2495: 2487: 2485: 2474: 2473: 2471: 2470: 2465: 2460: 2455: 2450: 2445: 2438:Optimal design 2433: 2432: 2427: 2422: 2410: 2405: 2400: 2394: 2392: 2384: 2383: 2378: 2376: 2375: 2368: 2361: 2353: 2347: 2346: 2337: 2332: 2316: 2315: 2309: 2308: 2297: 2296: 2294: 2293:External links 2291: 2290: 2289: 2280: 2269: 2256: 2251:978-1107698000 2250: 2235: 2232: 2229: 2228: 2222:978-0521683579 2221: 2203: 2172:(4): 435–454. 2152: 2145: 2127: 2120: 2099: 2092: 2067: 2053: 2042: 2007:(4): 854–863. 1987: 1969: 1963:978-3540501015 1962: 1944: 1938:978-0393051551 1937: 1917: 1910: 1890: 1888:, p. 170. 1869: 1854: 1839: 1820:(2): 189–218. 1804: 1798:978-0521174558 1797: 1764: 1729: 1722: 1704: 1697: 1670: 1663: 1645: 1626:(1): 101–109. 1609: 1608: 1606: 1603: 1601: 1600: 1595: 1590: 1585: 1580: 1575: 1570: 1565: 1560: 1555: 1550: 1544: 1542: 1539: 1524:human subjects 1516:Main article: 1513: 1510: 1483:selection bias 1439: 1436: 1420: 1419: 1334: 1332: 1325: 1316:Main article: 1313: 1310: 1232:Main article: 1229: 1226: 1161:placebo effect 1101:standard curve 1063: 1062: 977: 975: 968: 952: 949: 909: 906: 834:Ibn al-Haytham 787:Book of Optics 778:Ibn al-Haytham 770:Main article: 767: 764: 737:test statistic 729:clinical trial 676:counterexample 640: 637: 570: 569: 567: 566: 559: 552: 544: 541: 540: 534: 533: 530: 529: 528: 527: 522: 517: 507: 506: 505: 500: 490: 485: 479: 476: 475: 472: 471: 468: 467: 462: 461: 460: 450: 449: 448: 443: 441:Scoping review 438: 433: 428: 418: 413: 412: 411: 401: 396: 391: 386: 384:Field research 381: 380: 379: 374: 369: 359: 358: 357: 347: 342: 337: 332: 327: 321: 318: 317: 314: 313: 310: 309: 304: 299: 294: 289: 284: 282:Historiography 279: 274: 269: 264: 259: 253: 248: 247: 244: 243: 240: 239: 238: 237: 235:Subtle realism 232: 222: 217: 215:Postpositivism 212: 207: 202: 197: 192: 190:Constructivism 187: 185:Antipositivism 181: 176: 175: 172: 171: 168: 167: 162: 161: 160: 150: 145: 139: 136: 135: 132: 131: 128: 127: 126: 125: 120: 110: 105: 99: 94: 93: 90: 89: 81: 80: 74: 73: 15: 13: 10: 9: 6: 4: 3: 2: 5190: 5179: 5176: 5174: 5171: 5169: 5166: 5164: 5161: 5159: 5156: 5155: 5153: 5138: 5137: 5128: 5126: 5125: 5116: 5114: 5113: 5108: 5102: 5100: 5099: 5090: 5089: 5086: 5072: 5069: 5067: 5066:Geostatistics 5064: 5062: 5059: 5057: 5054: 5052: 5049: 5048: 5046: 5044: 5040: 5034: 5033:Psychometrics 5031: 5029: 5026: 5024: 5021: 5019: 5016: 5014: 5011: 5009: 5006: 5004: 5001: 4999: 4996: 4994: 4991: 4989: 4986: 4985: 4983: 4981: 4977: 4971: 4968: 4966: 4963: 4961: 4957: 4954: 4952: 4949: 4947: 4944: 4942: 4939: 4938: 4936: 4934: 4930: 4924: 4921: 4919: 4916: 4914: 4910: 4907: 4905: 4902: 4901: 4899: 4897: 4896:Biostatistics 4893: 4889: 4885: 4880: 4876: 4858: 4857:Log-rank test 4855: 4854: 4852: 4848: 4842: 4839: 4838: 4836: 4834: 4830: 4824: 4821: 4819: 4816: 4814: 4811: 4809: 4806: 4805: 4803: 4801: 4797: 4794: 4792: 4788: 4778: 4775: 4773: 4770: 4768: 4765: 4763: 4760: 4758: 4755: 4754: 4752: 4750: 4746: 4740: 4737: 4735: 4732: 4730: 4728:(Box–Jenkins) 4724: 4722: 4719: 4717: 4714: 4710: 4707: 4706: 4705: 4702: 4701: 4699: 4697: 4693: 4687: 4684: 4682: 4681:Durbin–Watson 4679: 4677: 4671: 4669: 4666: 4664: 4663:Dickey–Fuller 4661: 4660: 4658: 4654: 4648: 4645: 4643: 4640: 4638: 4637:Cointegration 4635: 4633: 4630: 4628: 4625: 4623: 4620: 4618: 4615: 4613: 4612:Decomposition 4610: 4609: 4607: 4603: 4600: 4598: 4594: 4584: 4581: 4580: 4579: 4576: 4575: 4574: 4571: 4567: 4564: 4563: 4562: 4559: 4557: 4554: 4552: 4549: 4547: 4544: 4542: 4539: 4537: 4534: 4532: 4529: 4527: 4524: 4523: 4521: 4519: 4515: 4509: 4506: 4504: 4501: 4499: 4496: 4494: 4491: 4489: 4486: 4484: 4483:Cohen's kappa 4481: 4480: 4478: 4476: 4472: 4468: 4464: 4460: 4456: 4452: 4447: 4443: 4429: 4426: 4424: 4421: 4419: 4416: 4414: 4411: 4410: 4408: 4406: 4402: 4396: 4392: 4388: 4382: 4380: 4377: 4376: 4374: 4372: 4368: 4362: 4359: 4357: 4354: 4352: 4349: 4347: 4344: 4342: 4339: 4337: 4336:Nonparametric 4334: 4332: 4329: 4328: 4326: 4322: 4316: 4313: 4311: 4308: 4306: 4303: 4301: 4298: 4297: 4295: 4293: 4289: 4283: 4280: 4278: 4275: 4273: 4270: 4268: 4265: 4263: 4260: 4259: 4257: 4255: 4251: 4245: 4242: 4240: 4237: 4235: 4232: 4230: 4227: 4226: 4224: 4222: 4218: 4214: 4207: 4204: 4202: 4199: 4198: 4194: 4190: 4174: 4171: 4170: 4169: 4166: 4164: 4161: 4159: 4156: 4152: 4149: 4147: 4144: 4143: 4142: 4139: 4138: 4136: 4134: 4130: 4120: 4117: 4113: 4107: 4105: 4099: 4097: 4091: 4090: 4089: 4086: 4085:Nonparametric 4083: 4081: 4075: 4071: 4068: 4067: 4066: 4060: 4056: 4055:Sample median 4053: 4052: 4051: 4048: 4047: 4045: 4043: 4039: 4031: 4028: 4026: 4023: 4021: 4018: 4017: 4016: 4013: 4011: 4008: 4006: 4000: 3998: 3995: 3993: 3990: 3988: 3985: 3983: 3980: 3978: 3976: 3972: 3970: 3967: 3966: 3964: 3962: 3958: 3952: 3950: 3946: 3944: 3942: 3937: 3935: 3930: 3926: 3925: 3922: 3919: 3917: 3913: 3903: 3900: 3898: 3895: 3893: 3890: 3889: 3887: 3885: 3881: 3875: 3872: 3868: 3865: 3864: 3863: 3860: 3856: 3853: 3852: 3851: 3848: 3846: 3843: 3842: 3840: 3838: 3834: 3826: 3823: 3821: 3818: 3817: 3816: 3813: 3811: 3808: 3806: 3803: 3801: 3798: 3796: 3793: 3791: 3788: 3787: 3785: 3783: 3779: 3773: 3770: 3766: 3763: 3759: 3756: 3754: 3751: 3750: 3749: 3746: 3745: 3744: 3741: 3737: 3734: 3732: 3729: 3727: 3724: 3722: 3719: 3718: 3717: 3714: 3713: 3711: 3709: 3705: 3702: 3700: 3696: 3690: 3687: 3685: 3682: 3678: 3675: 3674: 3673: 3670: 3668: 3665: 3661: 3660:loss function 3658: 3657: 3656: 3653: 3649: 3646: 3644: 3641: 3639: 3636: 3635: 3634: 3631: 3629: 3626: 3624: 3621: 3617: 3614: 3612: 3609: 3607: 3601: 3598: 3597: 3596: 3593: 3589: 3586: 3584: 3581: 3579: 3576: 3575: 3574: 3571: 3567: 3564: 3562: 3559: 3558: 3557: 3554: 3550: 3547: 3546: 3545: 3542: 3538: 3535: 3534: 3533: 3530: 3528: 3525: 3523: 3520: 3518: 3515: 3514: 3512: 3510: 3506: 3502: 3498: 3493: 3489: 3475: 3472: 3470: 3467: 3465: 3462: 3460: 3457: 3456: 3454: 3452: 3448: 3442: 3439: 3437: 3434: 3432: 3429: 3428: 3426: 3422: 3416: 3413: 3411: 3408: 3406: 3403: 3401: 3398: 3396: 3393: 3391: 3388: 3386: 3383: 3382: 3380: 3378: 3374: 3368: 3365: 3363: 3362:Questionnaire 3360: 3358: 3355: 3351: 3348: 3346: 3343: 3342: 3341: 3338: 3337: 3335: 3333: 3329: 3323: 3320: 3318: 3315: 3313: 3310: 3308: 3305: 3303: 3300: 3298: 3295: 3293: 3290: 3288: 3285: 3284: 3282: 3280: 3276: 3272: 3268: 3263: 3259: 3245: 3242: 3240: 3237: 3235: 3232: 3230: 3227: 3225: 3222: 3220: 3217: 3215: 3212: 3210: 3207: 3205: 3202: 3200: 3197: 3195: 3192: 3190: 3189:Control chart 3187: 3185: 3182: 3180: 3177: 3175: 3172: 3171: 3169: 3167: 3163: 3157: 3154: 3150: 3147: 3145: 3142: 3141: 3140: 3137: 3135: 3132: 3130: 3127: 3126: 3124: 3122: 3118: 3112: 3109: 3107: 3104: 3102: 3099: 3098: 3096: 3092: 3086: 3083: 3082: 3080: 3078: 3074: 3062: 3059: 3057: 3054: 3052: 3049: 3048: 3047: 3044: 3042: 3039: 3038: 3036: 3034: 3030: 3024: 3021: 3019: 3016: 3014: 3011: 3009: 3006: 3004: 3001: 2999: 2996: 2994: 2991: 2990: 2988: 2986: 2982: 2976: 2973: 2971: 2968: 2964: 2961: 2959: 2956: 2954: 2951: 2949: 2946: 2944: 2941: 2939: 2936: 2934: 2931: 2929: 2926: 2924: 2921: 2919: 2916: 2915: 2914: 2911: 2910: 2908: 2906: 2902: 2899: 2897: 2893: 2889: 2885: 2880: 2876: 2870: 2867: 2865: 2862: 2861: 2858: 2854: 2847: 2842: 2840: 2835: 2833: 2828: 2827: 2824: 2812: 2809: 2807: 2804: 2802: 2797: 2792: 2790: 2787: 2785: 2782: 2781: 2778: 2772: 2769: 2767: 2764: 2762: 2761: 2757: 2756: 2753: 2750: 2748: 2747: 2742: 2739: 2737: 2734: 2732: 2729: 2727: 2724: 2721: 2718: 2716: 2715: 2711: 2710: 2707: 2704: 2702: 2699: 2697: 2694: 2692: 2691: 2687: 2686: 2683: 2680: 2678: 2675: 2673: 2670: 2668: 2667: 2663: 2662: 2660: 2658: 2651: 2647: 2641: 2638: 2636: 2635:Compare means 2633: 2632: 2629: 2627: 2623: 2619: 2617: 2615: 2611: 2607: 2605: 2602: 2600: 2599: 2595: 2594: 2591: 2588: 2585: 2583: 2580: 2578: 2577: 2576:Random effect 2573: 2572: 2569: 2566: 2564: 2561: 2559: 2556: 2555: 2553: 2551: 2546: 2542: 2536: 2533: 2531: 2528: 2526: 2525: 2521: 2519: 2518:Orthogonality 2516: 2514: 2511: 2509: 2506: 2504: 2501: 2499: 2496: 2494: 2493: 2489: 2488: 2486: 2484: 2479: 2475: 2469: 2466: 2464: 2461: 2459: 2456: 2454: 2453:Randomization 2451: 2449: 2446: 2444: 2440: 2439: 2435: 2434: 2431: 2428: 2426: 2423: 2421: 2418: 2414: 2411: 2409: 2406: 2404: 2401: 2399: 2396: 2395: 2393: 2391: 2385: 2381: 2374: 2369: 2367: 2362: 2360: 2355: 2354: 2351: 2345: 2341: 2338: 2336: 2333: 2330: 2325: 2321: 2320: 2314: 2311: 2310: 2305: 2300: 2292: 2286: 2281: 2278: 2272: 2270:0-395-61556-9 2266: 2262: 2257: 2253: 2247: 2243: 2238: 2237: 2233: 2224: 2218: 2214: 2207: 2204: 2199: 2195: 2190: 2189:1721.1/128459 2185: 2180: 2175: 2171: 2167: 2163: 2156: 2153: 2148: 2142: 2138: 2131: 2128: 2123: 2117: 2113: 2109: 2103: 2100: 2095: 2089: 2085: 2081: 2074: 2072: 2068: 2063: 2057: 2054: 2051: 2046: 2043: 2038: 2034: 2030: 2026: 2022: 2018: 2014: 2010: 2006: 2002: 1998: 1991: 1988: 1983: 1979: 1973: 1970: 1965: 1959: 1955: 1948: 1945: 1940: 1934: 1930: 1929: 1921: 1918: 1913: 1907: 1903: 1902: 1894: 1891: 1887: 1883: 1882:Novum Organum 1879: 1873: 1870: 1865: 1858: 1855: 1850: 1843: 1840: 1835: 1831: 1827: 1823: 1819: 1815: 1808: 1805: 1800: 1794: 1790: 1786: 1785:Lupia, Arthur 1782: 1778: 1774: 1768: 1765: 1760: 1756: 1752: 1748: 1744: 1740: 1733: 1730: 1725: 1719: 1715: 1708: 1705: 1700: 1698:0-07-232837-1 1694: 1690: 1686: 1685: 1677: 1675: 1671: 1666: 1660: 1656: 1649: 1646: 1641: 1637: 1633: 1629: 1625: 1621: 1614: 1611: 1604: 1599: 1596: 1594: 1591: 1589: 1586: 1584: 1581: 1579: 1576: 1574: 1571: 1569: 1566: 1564: 1561: 1559: 1556: 1554: 1551: 1549: 1546: 1545: 1540: 1538: 1536: 1531: 1529: 1525: 1519: 1511: 1509: 1507: 1503: 1499: 1494: 1492: 1488: 1484: 1479: 1477: 1472: 1470: 1465: 1457: 1453: 1449: 1444: 1437: 1435: 1432: 1427: 1416: 1413: 1405: 1394: 1391: 1387: 1384: 1380: 1377: 1373: 1370: 1366: 1363: â€“  1362: 1358: 1357:Find sources: 1351: 1347: 1341: 1340: 1335:This article 1333: 1329: 1324: 1323: 1319: 1311: 1309: 1307: 1303: 1299: 1295: 1291: 1287: 1283: 1279: 1275: 1271: 1267: 1262: 1259: 1255: 1251: 1246: 1242: 1235: 1227: 1225: 1223: 1218: 1216: 1212: 1208: 1203: 1199: 1195: 1190: 1188: 1184: 1180: 1176: 1171: 1169: 1168: 1163: 1162: 1157: 1153: 1148: 1146: 1142: 1138: 1134: 1128: 1125: 1121: 1116: 1112: 1109: 1104: 1102: 1098: 1094: 1090: 1086: 1082: 1078: 1074: 1070: 1059: 1056: 1048: 1037: 1034: 1030: 1027: 1023: 1020: 1016: 1013: 1009: 1006: â€“  1005: 1001: 1000:Find sources: 994: 990: 984: 983: 978:This article 976: 972: 967: 966: 962: 958: 950: 948: 946: 940: 938: 934: 930: 926: 922: 918: 913: 907: 905: 903: 899: 896:(1919–2000), 895: 892:(1894–1981), 891: 888:(1890–1962), 887: 886:Ronald Fisher 882: 880: 876: 872: 868: 867:Louis Pasteur 864: 860: 856: 852: 848: 842: 837: 835: 831: 827: 823: 819: 815: 814:Francis Bacon 811: 806: 801: 796: 791: 789: 788: 783: 779: 773: 765: 763: 761: 757: 753: 748: 746: 745:meta-analysis 742: 738: 734: 730: 726: 722: 717: 715: 711: 707: 702: 700: 696: 692: 688: 683: 681: 677: 673: 669: 664: 662: 658: 654: 650: 646: 638: 636: 633: 629: 625: 621: 617: 612: 610: 606: 600: 598: 593: 589: 585: 581: 577: 565: 560: 558: 553: 551: 546: 545: 543: 542: 539: 536: 535: 526: 523: 521: 518: 516: 513: 512: 511: 508: 504: 501: 499: 498:Bibliometrics 496: 495: 494: 491: 489: 486: 484: 481: 480: 474: 473: 466: 463: 459: 456: 455: 454: 451: 447: 444: 442: 439: 437: 436:Meta-analysis 434: 432: 429: 427: 426:Bibliometrics 424: 423: 422: 419: 417: 414: 410: 407: 406: 405: 402: 400: 397: 395: 392: 390: 387: 385: 382: 378: 375: 373: 370: 368: 365: 364: 363: 360: 356: 353: 352: 351: 348: 346: 343: 341: 338: 336: 333: 331: 328: 326: 323: 322: 316: 315: 308: 305: 303: 300: 298: 297:Phenomenology 295: 293: 290: 288: 285: 283: 280: 278: 275: 273: 270: 268: 265: 263: 260: 258: 255: 254: 251: 246: 245: 236: 233: 231: 228: 227: 226: 223: 221: 218: 216: 213: 211: 208: 206: 203: 201: 198: 196: 193: 191: 188: 186: 183: 182: 179: 174: 173: 166: 163: 159: 156: 155: 154: 151: 149: 146: 144: 141: 140: 134: 133: 124: 121: 119: 116: 115: 114: 111: 109: 106: 104: 101: 100: 97: 92: 91: 87: 83: 82: 79: 75: 71: 67: 66: 59: 52: 29: 22: 5134: 5122: 5103: 5096: 5008:Econometrics 4958: / 4941:Chemometrics 4918:Epidemiology 4911: / 4884:Applications 4726:ARIMA model 4673:Q-statistic 4622:Stationarity 4518:Multivariate 4461: / 4457: / 4455:Multivariate 4453: / 4393: / 4389: / 4163:Bayes factor 4062:Signed rank 3974: 3948: 3940: 3928: 3623:Completeness 3459:Cohort study 3376: 3357:Opinion poll 3292:Missing data 3279:Study design 3234:Scatter plot 3156:Scatter plot 3149:Spearman's ρ 3111:Grouped data 2758: 2744: 2726:Latin square 2712: 2688: 2664: 2625: 2621: 2614:multivariate 2613: 2609: 2596: 2574: 2522: 2490: 2436: 2397: 2303: 2284: 2260: 2241: 2212: 2206: 2169: 2165: 2155: 2136: 2130: 2111: 2102: 2083: 2056: 2050:Dunning 2012 2045: 2004: 2000: 1990: 1982:the original 1972: 1953: 1947: 1927: 1920: 1900: 1893: 1881: 1877: 1872: 1866:. p. 3. 1863: 1857: 1851:. p. 5. 1848: 1842: 1817: 1813: 1807: 1788: 1767: 1742: 1738: 1732: 1713: 1707: 1683: 1654: 1648: 1623: 1619: 1613: 1532: 1521: 1495: 1480: 1473: 1461: 1451: 1434:laboratory. 1423: 1408: 1399: 1389: 1382: 1375: 1368: 1361:"Experiment" 1356: 1344:Please help 1339:verification 1336: 1294:paleontology 1263: 1257: 1237: 1219: 1191: 1172: 1167:double blind 1165: 1159: 1151: 1149: 1141:microbiology 1129: 1105: 1068: 1066: 1051: 1042: 1032: 1025: 1018: 1011: 1004:"Experiment" 999: 987:Please help 982:verification 979: 941: 914: 911: 890:Jerzy Neyman 883: 859:biochemistry 844: 839: 832:—similar to 812: 808: 803: 798: 793: 785: 775: 756:agricultural 749: 718: 703: 684: 665: 642: 624:measurements 613: 601: 575: 573: 361: 277:Hermeneutics 165:Quantitative 5158:Experiments 5136:WikiProject 5051:Cartography 5013:Jurimetrics 4965:Reliability 4696:Time domain 4675:(Ljung–Box) 4597:Time-series 4475:Categorical 4459:Time-series 4451:Categorical 4386:(Bernoulli) 4221:Correlation 4201:Correlation 3997:Jarque–Bera 3969:Chi-squared 3731:M-estimator 3684:Asymptotics 3628:Sufficiency 3395:Interaction 3307:Replication 3287:Effect size 3244:Violin plot 3224:Radar chart 3204:Forest plot 3194:Correlogram 3144:Kendall's τ 2701:Box–Behnken 2582:Mixed model 2513:Confounding 2508:Interaction 2498:Effect size 2468:Sample size 2329:Experiments 1886:Durant 2012 1469:confounding 1452:observables 1302:meteorology 1278:archaeology 1250:correlation 1187:test method 1177:(person) a 1133:statistical 1122:in which a 1118:assay is a 818:philosopher 714:replication 706:engineering 693:and/or, in 350:Ethnography 250:Methodology 205:Fallibilism 153:Qualitative 123:Referencing 51:David Scott 5152:Categories 5003:Demography 4721:ARMA model 4526:Regression 4103:(Friedman) 4064:(Wilcoxon) 4002:Normality 3992:Lilliefors 3939:Student's 3815:Resampling 3689:Robustness 3677:divergence 3667:Efficiency 3605:(monotone) 3600:Likelihood 3517:Population 3350:Stratified 3302:Population 3121:Dependence 3077:Count data 3008:Percentile 2985:Dispersion 2918:Arithmetic 2853:Statistics 2657:randomized 2655:Completely 2626:covariance 2388:Scientific 2304:Experiment 2112:Statistics 1588:Laboratory 1426:laboratory 1402:March 2019 1372:newspapers 1211:hypotheses 1198:difference 1045:March 2019 1015:newspapers 917:psychology 879:laboratory 865:(matter). 855:combustion 697:, through 668:hypothesis 657:hypotheses 611:sciences. 588:likelihood 580:hypothesis 576:experiment 525:Statistics 520:Simulation 458:Simulation 399:Interviews 362:Experiment 330:Case study 302:Pragmatism 220:Pragmatism 210:Positivism 200:Empiricism 49:Astronaut 4384:Logistic 4151:posterior 4077:Rank sum 3825:Jackknife 3820:Bootstrap 3638:Bootstrap 3573:Parameter 3522:Statistic 3317:Statistic 3229:Run chart 3214:Pie chart 3209:Histogram 3199:Fan chart 3174:Bar chart 3056:L-moments 2943:Geometric 2666:Factorial 2550:inference 2530:Covariate 2492:Treatment 2478:Treatment 2198:1047-1987 2037:231877717 2021:1745-6916 1834:123057532 1306:astronomy 1282:sociology 1270:economics 1202:responses 1145:chemistry 1089:replicate 925:variables 830:deduction 822:scientist 649:empirical 632:variables 158:Art-based 5163:Research 5098:Category 4791:Survival 4668:Johansen 4391:Binomial 4346:Isotonic 3933:(normal) 3578:location 3385:Blocking 3340:Sampling 3219:Q–Q plot 3184:Box plot 3166:Graphics 3061:Skewness 3051:Kurtosis 3023:Variance 2953:Heronian 2948:Harmonic 2789:Category 2784:Glossary 2590:Bayesian 2568:Bayesian 2524:Blocking 2503:Contrast 2483:blocking 2443:Bayesian 2430:Blinding 2420:validity 2417:external 2413:Internal 2277:Excerpts 2082:(2008). 2029:33593177 1541:See also 1502:matching 1456:feedback 1252:between 1179:stimulus 1152:variable 1115:solution 723:and the 721:medicine 708:and the 661:theories 639:Overview 616:controls 584:efficacy 325:Analysis 118:Argument 78:Research 70:a series 68:Part of 5124:Commons 5071:Kriging 4956:Process 4913:studies 4772:Wavelet 4605:General 3772:Plug-in 3566:L space 3345:Cluster 3046:Moments 2864:Outline 2682:Taguchi 2650:Designs 2408:Control 1759:2289064 1628:Bibcode 1386:scholar 1298:ecology 1290:geology 1266:science 1192:In the 1183:measure 1175:subject 1108:protein 1085:control 1081:placebo 1069:control 1029:scholar 782:Ptolemy 766:History 643:In the 605:natural 404:Mapping 319:Methods 225:Realism 113:Writing 4993:Census 4583:Normal 4531:Manova 4351:Robust 4101:2-way 4093:1-way 3931:-test 3602:  3179:Biplot 2970:Median 2963:Lehmer 2905:Center 2722:(GRBD) 2622:Ancova 2610:Manova 2545:Models 2390:method 2301:about 2267:  2248:  2219:  2196:  2143:  2118:  2090:  2035:  2027:  2019:  1960:  1935:  1908:  1849:Optics 1832:  1795:  1757:  1720:  1695:  1661:  1512:Ethics 1388:  1381:  1374:  1367:  1359:  1304:, and 1245:system 1137:number 1095:and a 1031:  1024:  1017:  1010:  1002:  927:. The 908:Types 680:ad hoc 653:models 465:Survey 4617:Trend 4146:prior 4088:anova 3977:-test 3951:-test 3943:-test 3850:Power 3795:Pivot 3588:shape 3583:scale 3033:Shape 3013:Range 2958:Heinz 2933:Cubic 2869:Index 2714:Block 2342:from 2033:S2CID 1830:S2CID 1755:JSTOR 1605:Notes 1393:JSTOR 1379:books 1111:assay 1036:JSTOR 1022:books 609:human 4850:Test 4050:Sign 3902:Wald 2975:Mode 2913:Mean 2548:and 2481:and 2415:and 2265:ISBN 2246:ISBN 2217:ISBN 2194:ISSN 2141:ISBN 2116:ISBN 2088:ISBN 2025:PMID 2017:ISSN 1958:ISBN 1933:ISBN 1906:ISBN 1878:then 1793:ISBN 1718:ISBN 1693:ISBN 1659:ISBN 1489:and 1446:The 1365:news 1143:and 1008:news 959:and 857:and 820:and 743:and 607:and 4030:BIC 4025:AIC 2184:hdl 2174:doi 2009:doi 1822:doi 1747:doi 1689:3–4 1636:doi 1462:An 1348:by 1258:not 991:by 919:or 719:In 704:In 655:or 586:or 574:An 5154:: 2441:: 2192:. 2182:. 2170:27 2168:. 2164:. 2070:^ 2031:. 2023:. 2015:. 2005:16 2003:. 1999:. 1828:. 1818:15 1816:. 1783:; 1779:; 1775:; 1753:. 1743:81 1741:. 1691:. 1673:^ 1634:. 1624:33 1622:. 1300:, 1296:, 1292:, 1288:, 1284:, 1280:, 1276:, 1272:, 1189:. 1103:. 947:. 747:. 701:. 599:. 72:on 3975:G 3949:F 3941:t 3929:Z 3648:V 3643:U 2845:e 2838:t 2831:v 2628:) 2624:( 2616:) 2612:( 2372:e 2365:t 2358:v 2279:) 2275:( 2273:. 2254:. 2225:. 2200:. 2186:: 2176:: 2149:. 2124:. 2096:. 2064:. 2039:. 2011:: 1966:. 1941:. 1914:. 1836:. 1824:: 1801:. 1761:. 1749:: 1726:. 1701:. 1667:. 1642:. 1638:: 1630:: 1415:) 1409:( 1404:) 1400:( 1390:· 1383:· 1376:· 1369:· 1342:. 1058:) 1052:( 1047:) 1043:( 1033:· 1026:· 1019:· 1012:· 985:. 563:e 556:t 549:v 30:. 23:.

Index

Experimental music
Experiment (disambiguation)
David Scott

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

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