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Experiment

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1319:, 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. 1110:. 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 1489:. 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. 806:
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.
1541:. 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. 1519:, 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. 97: 5118: 2807: 1496:, 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 614:
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
1504:. 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. 5104: 1339: 982: 1454: 847:—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. 5142: 1224:. 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 5130: 2335: 681:, 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 69: 1228:("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. 1124:. 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 1181:, 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. 723:, 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 1444:
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
795:—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 54: 810:
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
1158:, 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. 742:, 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 1249:
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
503: 4239: 1988: 47: 4744: 2381: 700:—any factors that would mar the accuracy or repeatability of the experiment or the ability to interpret the results. Confounding is commonly eliminated through 895:
A considerable amount of progress on the design and analysis of experiments occurred in the early 20th century, with contributions from statisticians such as
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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
2155: 2130: 2102: 1920: 1732: 1673: 738:, the prevalence of experimental research varies widely across disciplines. When used, however, experiments typically follow the form of the 1533:
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.
860:(1564–1642) accurately measured time and experimented to make accurate measurements and conclusions about the speed of a falling body. 2287: 2260: 2231: 1972: 1947: 1807: 1650: 4541: 4433: 2781: 2619: 2374: 2279: 1707: 1422: 1065: 642: 4719: 4593: 1232: 1082:
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
5071: 4030: 1130: 685:, an experiment can never "prove" a hypothesis, it can only add support. On the other hand, an experiment that provides a 535: 188: 4080: 1403: 1046: 946:
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.
1086:). A good example would be a drug trial. The sample or group receiving the drug would be the experimental group ( 558: 520: 307: 4696: 5066: 4833: 4381: 4346: 4310: 4095: 3537: 3446: 3405: 3317: 3008: 2847: 2756: 2751: 2716: 2600: 2518: 2473: 2468: 1208: 743: 724: 4103: 4087: 1161:
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
4919: 4914: 3377: 3307: 2953: 2448: 1493: 1111: 844: 797: 788: 747: 739: 686: 619: 451: 394: 292: 245: 225: 195: 934:), a 'true experiment' is a method of social research in which there are two kinds of 5162: 5076: 5043: 4906: 4867: 4678: 4647: 4111: 4065: 3670: 3372: 3199: 2963: 2958: 2586: 2528: 2463: 2047: 1937: 1844: 1095: 947: 896: 877: 824: 755: 446: 436: 3229: 1469:
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
746:(the difference in outcomes between the treatment and control groups) or another 5061: 5023: 4706: 4607: 4469: 4282: 4249: 3741: 3658: 3653: 3297: 3254: 3234: 3214: 3204: 2973: 2592: 2523: 2508: 2478: 1479: 1338: 1312: 1288: 1260: 1197: 1193: 1189: 981: 766: 716: 697: 634: 629:, which are designed to minimize the effects of variables other than the single 414: 360: 260: 215: 61: 2084: 2082: 3907: 3087: 3018: 2968: 2943: 2863: 2008:"Promises and Perils of Experimentation: The Mutual-Internal-Validity Problem" 1836: 1598: 1436: 1221: 1143: 927: 889: 865: 864:(1743–1794), a French chemist, used experiment to describe new areas, such as 828: 678: 667: 598: 590: 468: 340: 312: 230: 220: 210: 2208: 2031: 2023: 1939:
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".
1254:. Natural experiments rely solely on observations of the variables of the 2334: 1991:. Department of Psychology, University of California Davis. Archived from 3576: 3194: 3071: 3066: 3061: 3033: 2253:
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
1207:, two or more "treatments" are applied to estimate the 670:. Researchers also use experimentation to test existing 2173:"Why Propensity Scores Should Not Be Used for Matching" 27:
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.  2848: 2375: 2171:King, Gary; Nielsen, Richard (October 2019). 2148:Statistical models : theory and practice 1184:In human experiments, researchers may give a 696:An experiment must also control the possible 566: 8: 942:is manipulated by the experimenter, and the 693:modifications at the expense of simplicity. 4902: 4889: 4806: 4612: 4481: 4456: 4227: 4203: 3931: 3714: 3515: 3502: 3285: 3272: 2911: 2902: 2889: 2855: 2841: 2833: 2382: 2368: 2360: 1687: 1685: 573: 559: 95: 75: 2255:. Cambridge: Cambridge University Press. 2226:. Cambridge: Cambridge University Press. 2198: 2188: 1802:. Cambridge: Cambridge University Press. 1423:Learn how and when to remove this message 1066:Learn how and when to remove this message 2298:. New York: Routledge. pp. 228–238. 2121:; Pisani, Robert; Purves, Roger (2007). 892:experiments is preferred when possible. 504:Library and information science software 2060: 1631:Journal of Research in Science Teaching 1621: 1569:Concept development and experimentation 87: 4819:Kaplan–Meier estimator (product limit) 1967:(New illustrated ed.). Springer. 1896: 1723:Wilczek, Frank; Devine, Betsy (2006). 1461:for observation (input and output are 499:Geographic information system software 2012:Perspectives on Psychological Science 7: 5129: 4829:Accelerated failure time (AFT) model 1361:adding citations to reliable sources 1231:Experiments can be also designed to 1004:adding citations to reliable sources 662:procedure that arbitrates competing 5141: 4424:Analysis of variance (ANOVA, anova) 2731:Generalized randomized block design 2355:Stanford Encyclopedia of Philosophy 4519:Cochran–Mantel–Haenszel statistics 3145:Pearson product-moment correlation 2125:(4th ed.). New York: Norton. 1873:Ibn al-Haytham, Abu Ali Al-Hasan. 1858:Ibn al-Haytham, Abu Ali Al-Hasan. 1196:the response to the stimulus by a 1165:that he or she wishes to isolate. 1094:or regular treatment would be the 25: 2782:Sequential probability ratio test 2224:Design of comparative experiments 1175:. Such experiments are generally 5140: 5128: 5116: 5103: 5102: 2805: 2707:Polynomial and rational modeling 2333: 1337: 980: 4778:Least-squares spectral analysis 1348:needs additional citations for 991:needs additional citations for 3759:Mean-unbiased minimum-variance 2474:Replication versus subsampling 1825:Arabic Sciences and Philosophy 677:An experiment usually tests a 625:Experiments typically include 1: 5072:Geographic information system 4288:Simultaneous equations models 1963:Brock, Thomas D, ed. (1988). 1942:. W.W. Norton & Company. 1936:Bell, Madison Smartt (2005). 1664:Cooperstock, Fred I. (2009). 1235:onto nearby untreated units. 1090:); and the one receiving the 872:and to develop the theory of 4255:Coefficient of determination 3866:Uniformly most powerful test 2701:Response surface methodology 2609:Analysis of variance (Anova) 1692:Griffith, W. Thomas (2001). 1509:Food and Drug Administration 608:natural experimental studies 4824:Proportional hazards models 4768:Spectral density estimation 4750:Vector autoregression (VAR) 4184:Maximum posterior estimator 3416:Randomized controlled trial 2771:Randomized controlled trial 2146:Freedman, David A. (2009). 926:In some disciplines (e.g., 915:(1909–1980), among others. 39:Experiment (disambiguation) 5205: 4584:Multivariate distributions 3004:Average absolute deviation 2097:(Second ed.). Wiley. 1965:Pasteur and Modern Science 1875:Dubitationes in Ptolemaeum 1526: 1326: 1242: 1233:estimate spillover effects 965: 780: 36: 29: 5098: 4901: 4888: 4572:Structural equation model 4480: 4455: 4226: 4202: 3934: 3908:Score/Lagrange multiplier 3514: 3501: 3323:Sample size determination 3284: 3271: 2901: 2888: 2870: 2790: 2324:Resources in your library 1837:10.1017/S0957423905000172 1564:Black box experimentation 1517:propensity score matching 1275:Much research in several 526:Qualitative data analysis 5067:Environmental statistics 4589:Elliptical distributions 4382:Generalized linear model 4311:Simple linear regression 4081:Hodges–Lehmann estimator 3538:Probability distribution 3447:Stochastic approximation 3009:Coefficient of variation 2757:Repeated measures design 2469:Restricted randomization 2024:10.1177/1745691620974773 827:(1561–1626), an English 744:average treatment effect 4727:Cross-correlation (XCF) 4335:Non-standard predictors 3769:Lehmann–ScheffĂ© theorem 3442:Adaptive clinical trial 1589:Experimental psychology 1279:disciplines, including 913:William Gemmell Cochran 683:philosophies of science 5123:Mathematics portal 4944:Engineering statistics 4852:Nelson–Aalen estimator 4429:Analysis of covariance 4316:Ordinary least squares 4240:Pearson product-moment 3644:Statistical functional 3555:Empirical distribution 3388:Controlled experiments 3117:Frequency distribution 2895:Descriptive statistics 2812:Mathematics portal 2574:Ordinary least squares 2251:Dunning, Thad (2012). 1989:"Types of experiments" 1470: 1449:Observational studies 962:Controlled experiments 886:germ theory of disease 882:spontaneous generation 854: 818: 808: 783:History of experiments 771:experimental economics 706:randomized experiments 658:, an experiment is an 405:Inferential statistics 351:Descriptive statistics 298:Human subject research 73: 65: 5179:Design of experiments 5039:Population statistics 4981:System identification 4715:Autocorrelation (ACF) 4643:Exponential smoothing 4557:Discriminant analysis 4552:Canonical correlation 4416:Partition of variance 4278:Regression validation 4122:(Jonckheere–Terpstra) 4021:Likelihood-ratio test 3710:Frequentist inference 3622:Location–scale family 3543:Sampling distribution 3508:Statistical inference 3475:Cross-sectional study 3462:Observational studies 3421:Randomized experiment 3250:Stem-and-leaf display 3052:Central limit theorem 2409:Scientific experiment 2391:Design of experiments 2351:Experiment in Physics 2222:Bailey, R.A. (2008). 1909:Durant, Will (2012). 1574:Design of experiments 1498:central limit theorem 1456: 1297:cultural anthropology 1265:explanatory variables 1205:design of experiments 1167:Human experimentation 972:Design of experiments 189:Philosophical schools 71: 59: 4962:Probabilistic design 4547:Principal components 4390:Exponential families 4342:Nonlinear regression 4321:General linear model 4283:Mixed effects models 4273:Errors and residuals 4250:Confounding variable 4152:Bayesian probability 4130:Van der Waerden test 4120:Ordered alternative 3885:Multiple comparisons 3764:Rao–Blackwellization 3727:Estimating equations 3683:Statistical distance 3401:Factorial experiment 2934:Arithmetic-Geometric 2683:Fractional factorial 2342:at Wikimedia Commons 1995:on 19 December 2014. 1609:Long-term experiment 1584:Experimental physics 1487:Baconian experiments 1465:). When there are a 1357:improve this article 1084:independent variable 1000:improve this article 940:independent variable 874:conservation of mass 631:independent variable 514:Reference management 464:Scientific modelling 206:Critical rationalism 37:For other uses, see 5184:Science experiments 5034:Official statistics 4957:Methods engineering 4638:Seasonal adjustment 4406:Poisson regressions 4326:Bayesian regression 4265:Regression analysis 4245:Partial correlation 4217:Regression analysis 3816:Prediction interval 3811:Likelihood interval 3801:Confidence interval 3793:Interval estimation 3754:Unbiased estimators 3572:Model specification 3452:Up-and-down designs 3140:Partial correlation 3096:Index of dispersion 3014:Interquartile range 2817:Statistical outline 2777:Sequential analysis 2742:Graeco-Latin square 2651:Multiple comparison 2598:Hierarchical model: 2190:10.1017/pan.2019.11 2089:Hinkelmann, Klaus; 1895:, i, 63. Quoted in 1792:Kuklinski, James H. 1643:1996JRScT..33..101S 1604:List of experiments 1579:Experimentum crucis 1502:Markov's inequality 1475:observational study 1239:Natural experiments 884:and to develop the 837:English renaissance 763:branches of science 702:scientific controls 698:confounding factors 593:, or determine the 494:Argument technology 5054:Spatial statistics 4934:Medical statistics 4834:First hitting time 4788:Whittle likelihood 4439:Degrees of freedom 4434:Multivariate ANOVA 4367:Heteroscedasticity 4179:Bayesian estimator 4144:Bayesian inference 3993:Kolmogorov–Smirnov 3878:Randomization test 3848:Testing hypotheses 3821:Tolerance interval 3732:Maximum likelihood 3627:Exponential family 3560:Density estimation 3520:Statistical theory 3480:Natural experiment 3426:Scientific control 3343:Survey methodology 3029:Standard deviation 2822:Statistical topics 2414:Statistical design 2177:Political Analysis 1784:Druckman, James N. 1594:Empirical research 1471: 1245:Natural experiment 1131:colorimetric assay 968:Scientific control 944:dependent variable 488:Tools and software 432:Secondary research 356:Discourse analysis 74: 66: 32:Experimental music 5156: 5155: 5094: 5093: 5090: 5089: 5029:National accounts 4999:Actuarial science 4991:Social statistics 4884: 4883: 4880: 4879: 4876: 4875: 4811:Survival function 4796: 4795: 4658:Granger causality 4499:Contingency table 4474:Survival analysis 4451: 4450: 4447: 4446: 4303:Linear regression 4198: 4197: 4194: 4193: 4169:Credible interval 4138: 4137: 3921: 3920: 3737:Method of moments 3606:Parametric family 3567:Statistical model 3497: 3496: 3493: 3492: 3411:Random assignment 3333:Statistical power 3267: 3266: 3263: 3262: 3112:Contingency table 3082: 3081: 2949:Generalized/power 2830: 2829: 2717:Central composite 2615:Cochran's theorem 2569:Linear regression 2546:Nuisance variable 2459:Random assignment 2436:Experimental unit 2338:Media related to 2310:Library resources 2157:978-0-521-74385-3 2132:978-0-393-92972-0 2104:978-0-471-72756-9 2091:Kempthorne, Oscar 1922:978-0-671-69500-2 1734:978-981-256-649-2 1675:978-981-4271-16-5 1546:Manhattan Project 1442:external validity 1433: 1432: 1425: 1407: 1323:Field experiments 1252:quasi-experiments 1218:scientific method 1211:between the mean 1135:spectrophotometer 1076: 1075: 1068: 1050: 956:validity concerns 948:experimenter bias 932:political science 911:(1900–1978), and 909:Gertrude Mary Cox 862:Antoine Lavoisier 752:systematic review 721:physical sciences 710:random assignment 656:scientific method 639:scientific method 583: 582: 549:Philosophy portal 457:Systematic review 442:Literature review 400:Historical method 383:Social experiment 318:Scientific method 303:Narrative inquiry 154:Interdisciplinary 148:Research strategy 119:Research question 114:Research proposal 57: 16:(Redirected from 5196: 5189:Causal inference 5144: 5143: 5132: 5131: 5121: 5120: 5106: 5105: 5009:Crime statistics 4903: 4890: 4807: 4773:Fourier analysis 4760:Frequency domain 4740: 4687: 4653:Structural break 4613: 4562:Cluster analysis 4509:Log-linear model 4482: 4457: 4398: 4372:Homoscedasticity 4228: 4204: 4123: 4115: 4107: 4106:(Kruskal–Wallis) 4091: 4076: 4031:Cross validation 4016: 3998:Anderson–Darling 3945: 3932: 3903:Likelihood-ratio 3895:Parametric tests 3873:Permutation test 3856:1- & 2-tails 3747:Minimum distance 3719:Point estimation 3715: 3666:Optimal decision 3617: 3516: 3503: 3485:Quasi-experiment 3435:Adaptive designs 3286: 3273: 3150:Rank correlation 2912: 2903: 2890: 2857: 2850: 2843: 2834: 2810: 2809: 2747:Orthogonal array 2384: 2377: 2370: 2361: 2337: 2299: 2285: 2266: 2238: 2237: 2219: 2213: 2212: 2202: 2192: 2168: 2162: 2161: 2143: 2137: 2136: 2115: 2109: 2108: 2086: 2077: 2076: 2069: 2063: 2058: 2052: 2051: 2003: 1997: 1996: 1985: 1979: 1978: 1960: 1954: 1953: 1933: 1927: 1926: 1906: 1900: 1885: 1879: 1878: 1870: 1864: 1863: 1855: 1849: 1848: 1820: 1814: 1813: 1788:Green, Donald P. 1780: 1774: 1773: 1756:(396): 945–960. 1745: 1739: 1738: 1720: 1714: 1713: 1689: 1680: 1679: 1661: 1655: 1654: 1626: 1539:informed consent 1515:methods such as 1428: 1421: 1417: 1414: 1408: 1406: 1365: 1341: 1333: 1329:Field experiment 1108:negative control 1104:positive control 1071: 1064: 1060: 1057: 1051: 1049: 1008: 984: 976: 905:Oscar Kempthorne 603:cause-and-effect 575: 568: 561: 521:Science software 420:Cultural mapping 388:Quasi-experiment 378:Field experiment 346:Content analysis 241:Critical realism 159:Multimethodology 99: 76: 58: 21: 5204: 5203: 5199: 5198: 5197: 5195: 5194: 5193: 5159: 5158: 5157: 5152: 5115: 5086: 5048: 4985: 4971:quality control 4938: 4920:Clinical trials 4897: 4872: 4856: 4844:Hazard function 4838: 4792: 4754: 4738: 4701: 4697:Breusch–Godfrey 4685: 4662: 4602: 4577:Factor analysis 4523: 4504:Graphical model 4476: 4443: 4410: 4396: 4376: 4330: 4297: 4259: 4222: 4221: 4190: 4134: 4121: 4113: 4105: 4089: 4074: 4053:Rank statistics 4047: 4026:Model selection 4014: 3972:Goodness of fit 3966: 3943: 3917: 3889: 3842: 3787: 3776:Median unbiased 3704: 3615: 3548:Order statistic 3510: 3489: 3456: 3430: 3382: 3337: 3280: 3278:Data collection 3259: 3171: 3126: 3100: 3078: 3038: 2990: 2907:Continuous data 2897: 2884: 2866: 2861: 2831: 2826: 2804: 2786: 2763:Crossover study 2754: 2752:Latin hypercube 2688:Plackett–Burman 2667: 2664: 2663: 2655: 2558: 2550: 2491: 2483: 2400: 2393: 2388: 2330: 2329: 2328: 2318: 2317: 2313: 2306: 2293: 2282: 2269: 2263: 2250: 2247: 2245:Further reading 2242: 2241: 2234: 2221: 2220: 2216: 2170: 2169: 2165: 2158: 2145: 2144: 2140: 2133: 2119:Freedman, David 2117: 2116: 2112: 2105: 2088: 2087: 2080: 2071: 2070: 2066: 2059: 2055: 2005: 2004: 2000: 1987: 1986: 1982: 1975: 1962: 1961: 1957: 1950: 1935: 1934: 1930: 1923: 1908: 1907: 1903: 1886: 1882: 1872: 1871: 1867: 1857: 1856: 1852: 1822: 1821: 1817: 1810: 1798:, eds. (2011). 1782: 1781: 1777: 1762:10.2307/2289064 1747: 1746: 1742: 1735: 1722: 1721: 1717: 1710: 1691: 1690: 1683: 1676: 1663: 1662: 1658: 1628: 1627: 1623: 1618: 1613: 1559:Allegiance bias 1554: 1531: 1529:Research ethics 1525: 1459:black box model 1451: 1429: 1418: 1412: 1409: 1366: 1364: 1354: 1342: 1331: 1325: 1285:human geography 1247: 1241: 1226:null hypothesis 1088:treatment group 1072: 1061: 1055: 1052: 1009: 1007: 997: 985: 974: 966:Main articles: 964: 921: 858:Galileo Galilei 785: 779: 765:. For example, 736:social sciences 652: 641:. Ideally, all 579: 543: 542: 489: 481: 480: 427:Phenomenography 366:Autoethnography 331: 323: 322: 283:Grounded theory 278:Critical theory 273:Art methodology 268:Action research 263: 253: 252: 191: 181: 180: 149: 141: 140: 109: 107:Research design 44: 42: 35: 28: 23: 22: 15: 12: 11: 5: 5202: 5200: 5192: 5191: 5186: 5181: 5176: 5171: 5161: 5160: 5154: 5153: 5151: 5150: 5138: 5126: 5112: 5099: 5096: 5095: 5092: 5091: 5088: 5087: 5085: 5084: 5079: 5074: 5069: 5064: 5058: 5056: 5050: 5049: 5047: 5046: 5041: 5036: 5031: 5026: 5021: 5016: 5011: 5006: 5001: 4995: 4993: 4987: 4986: 4984: 4983: 4978: 4973: 4964: 4959: 4954: 4948: 4946: 4940: 4939: 4937: 4936: 4931: 4926: 4917: 4915:Bioinformatics 4911: 4909: 4899: 4898: 4893: 4886: 4885: 4882: 4881: 4878: 4877: 4874: 4873: 4871: 4870: 4864: 4862: 4858: 4857: 4855: 4854: 4848: 4846: 4840: 4839: 4837: 4836: 4831: 4826: 4821: 4815: 4813: 4804: 4798: 4797: 4794: 4793: 4791: 4790: 4785: 4780: 4775: 4770: 4764: 4762: 4756: 4755: 4753: 4752: 4747: 4742: 4734: 4729: 4724: 4723: 4722: 4720:partial (PACF) 4711: 4709: 4703: 4702: 4700: 4699: 4694: 4689: 4681: 4676: 4670: 4668: 4667:Specific tests 4664: 4663: 4661: 4660: 4655: 4650: 4645: 4640: 4635: 4630: 4625: 4619: 4617: 4610: 4604: 4603: 4601: 4600: 4599: 4598: 4597: 4596: 4581: 4580: 4579: 4569: 4567:Classification 4564: 4559: 4554: 4549: 4544: 4539: 4533: 4531: 4525: 4524: 4522: 4521: 4516: 4514:McNemar's test 4511: 4506: 4501: 4496: 4490: 4488: 4478: 4477: 4460: 4453: 4452: 4449: 4448: 4445: 4444: 4442: 4441: 4436: 4431: 4426: 4420: 4418: 4412: 4411: 4409: 4408: 4392: 4386: 4384: 4378: 4377: 4375: 4374: 4369: 4364: 4359: 4354: 4352:Semiparametric 4349: 4344: 4338: 4336: 4332: 4331: 4329: 4328: 4323: 4318: 4313: 4307: 4305: 4299: 4298: 4296: 4295: 4290: 4285: 4280: 4275: 4269: 4267: 4261: 4260: 4258: 4257: 4252: 4247: 4242: 4236: 4234: 4224: 4223: 4220: 4219: 4214: 4208: 4207: 4200: 4199: 4196: 4195: 4192: 4191: 4189: 4188: 4187: 4186: 4176: 4171: 4166: 4165: 4164: 4159: 4148: 4146: 4140: 4139: 4136: 4135: 4133: 4132: 4127: 4126: 4125: 4117: 4109: 4093: 4090:(Mann–Whitney) 4085: 4084: 4083: 4070: 4069: 4068: 4057: 4055: 4049: 4048: 4046: 4045: 4044: 4043: 4038: 4033: 4023: 4018: 4015:(Shapiro–Wilk) 4010: 4005: 4000: 3995: 3990: 3982: 3976: 3974: 3968: 3967: 3965: 3964: 3956: 3947: 3935: 3929: 3927:Specific tests 3923: 3922: 3919: 3918: 3916: 3915: 3910: 3905: 3899: 3897: 3891: 3890: 3888: 3887: 3882: 3881: 3880: 3870: 3869: 3868: 3858: 3852: 3850: 3844: 3843: 3841: 3840: 3839: 3838: 3833: 3823: 3818: 3813: 3808: 3803: 3797: 3795: 3789: 3788: 3786: 3785: 3780: 3779: 3778: 3773: 3772: 3771: 3766: 3751: 3750: 3749: 3744: 3739: 3734: 3723: 3721: 3712: 3706: 3705: 3703: 3702: 3697: 3692: 3691: 3690: 3680: 3675: 3674: 3673: 3663: 3662: 3661: 3656: 3651: 3641: 3636: 3631: 3630: 3629: 3624: 3619: 3603: 3602: 3601: 3596: 3591: 3581: 3580: 3579: 3574: 3564: 3563: 3562: 3552: 3551: 3550: 3540: 3535: 3530: 3524: 3522: 3512: 3511: 3506: 3499: 3498: 3495: 3494: 3491: 3490: 3488: 3487: 3482: 3477: 3472: 3466: 3464: 3458: 3457: 3455: 3454: 3449: 3444: 3438: 3436: 3432: 3431: 3429: 3428: 3423: 3418: 3413: 3408: 3403: 3398: 3392: 3390: 3384: 3383: 3381: 3380: 3378:Standard error 3375: 3370: 3365: 3364: 3363: 3358: 3347: 3345: 3339: 3338: 3336: 3335: 3330: 3325: 3320: 3315: 3310: 3308:Optimal design 3305: 3300: 3294: 3292: 3282: 3281: 3276: 3269: 3268: 3265: 3264: 3261: 3260: 3258: 3257: 3252: 3247: 3242: 3237: 3232: 3227: 3222: 3217: 3212: 3207: 3202: 3197: 3192: 3187: 3181: 3179: 3173: 3172: 3170: 3169: 3164: 3163: 3162: 3157: 3147: 3142: 3136: 3134: 3128: 3127: 3125: 3124: 3119: 3114: 3108: 3106: 3105:Summary tables 3102: 3101: 3099: 3098: 3092: 3090: 3084: 3083: 3080: 3079: 3077: 3076: 3075: 3074: 3069: 3064: 3054: 3048: 3046: 3040: 3039: 3037: 3036: 3031: 3026: 3021: 3016: 3011: 3006: 3000: 2998: 2992: 2991: 2989: 2988: 2983: 2978: 2977: 2976: 2971: 2966: 2961: 2956: 2951: 2946: 2941: 2939:Contraharmonic 2936: 2931: 2920: 2918: 2909: 2899: 2898: 2893: 2886: 2885: 2883: 2882: 2877: 2871: 2868: 2867: 2862: 2860: 2859: 2852: 2845: 2837: 2828: 2827: 2825: 2824: 2819: 2814: 2802: 2797: 2791: 2788: 2787: 2785: 2784: 2779: 2774: 2766: 2765: 2760: 2749: 2744: 2739: 2734: 2728: 2720: 2719: 2714: 2709: 2704: 2696: 2695: 2690: 2685: 2680: 2672: 2670: 2657: 2656: 2654: 2653: 2648: 2642: 2641: 2629: 2617: 2612: 2604: 2603: 2595: 2590: 2582: 2581: 2576: 2571: 2565: 2563: 2552: 2551: 2549: 2548: 2543: 2538: 2531: 2526: 2521: 2516: 2511: 2506: 2498: 2496: 2485: 2484: 2482: 2481: 2476: 2471: 2466: 2461: 2456: 2449:Optimal design 2444: 2443: 2438: 2433: 2421: 2416: 2411: 2405: 2403: 2395: 2394: 2389: 2387: 2386: 2379: 2372: 2364: 2358: 2357: 2348: 2343: 2327: 2326: 2320: 2319: 2308: 2307: 2305: 2304:External links 2302: 2301: 2300: 2291: 2280: 2267: 2262:978-1107698000 2261: 2246: 2243: 2240: 2239: 2233:978-0521683579 2232: 2214: 2183:(4): 435–454. 2163: 2156: 2138: 2131: 2110: 2103: 2078: 2064: 2053: 2018:(4): 854–863. 1998: 1980: 1974:978-3540501015 1973: 1955: 1949:978-0393051551 1948: 1928: 1921: 1901: 1899:, p. 170. 1880: 1865: 1850: 1831:(2): 189–218. 1815: 1809:978-0521174558 1808: 1775: 1740: 1733: 1715: 1708: 1681: 1674: 1656: 1637:(1): 101–109. 1620: 1619: 1617: 1614: 1612: 1611: 1606: 1601: 1596: 1591: 1586: 1581: 1576: 1571: 1566: 1561: 1555: 1553: 1550: 1535:human subjects 1527:Main article: 1524: 1521: 1494:selection bias 1450: 1447: 1431: 1430: 1345: 1343: 1336: 1327:Main article: 1324: 1321: 1243:Main article: 1240: 1237: 1172:placebo effect 1112:standard curve 1074: 1073: 988: 986: 979: 963: 960: 920: 917: 845:Ibn al-Haytham 798:Book of Optics 789:Ibn al-Haytham 781:Main article: 778: 775: 748:test statistic 740:clinical trial 687:counterexample 651: 648: 581: 580: 578: 577: 570: 563: 555: 552: 551: 545: 544: 541: 540: 539: 538: 533: 528: 518: 517: 516: 511: 501: 496: 490: 487: 486: 483: 482: 479: 478: 473: 472: 471: 461: 460: 459: 454: 452:Scoping review 449: 444: 439: 429: 424: 423: 422: 412: 407: 402: 397: 395:Field research 392: 391: 390: 385: 380: 370: 369: 368: 358: 353: 348: 343: 338: 332: 329: 328: 325: 324: 321: 320: 315: 310: 305: 300: 295: 293:Historiography 290: 285: 280: 275: 270: 264: 259: 258: 255: 254: 251: 250: 249: 248: 246:Subtle realism 243: 233: 228: 226:Postpositivism 223: 218: 213: 208: 203: 201:Constructivism 198: 196:Antipositivism 192: 187: 186: 183: 182: 179: 178: 173: 172: 171: 161: 156: 150: 147: 146: 143: 142: 139: 138: 137: 136: 131: 121: 116: 110: 105: 104: 101: 100: 92: 91: 85: 84: 26: 24: 14: 13: 10: 9: 6: 4: 3: 2: 5201: 5190: 5187: 5185: 5182: 5180: 5177: 5175: 5172: 5170: 5167: 5166: 5164: 5149: 5148: 5139: 5137: 5136: 5127: 5125: 5124: 5119: 5113: 5111: 5110: 5101: 5100: 5097: 5083: 5080: 5078: 5077:Geostatistics 5075: 5073: 5070: 5068: 5065: 5063: 5060: 5059: 5057: 5055: 5051: 5045: 5044:Psychometrics 5042: 5040: 5037: 5035: 5032: 5030: 5027: 5025: 5022: 5020: 5017: 5015: 5012: 5010: 5007: 5005: 5002: 5000: 4997: 4996: 4994: 4992: 4988: 4982: 4979: 4977: 4974: 4972: 4968: 4965: 4963: 4960: 4958: 4955: 4953: 4950: 4949: 4947: 4945: 4941: 4935: 4932: 4930: 4927: 4925: 4921: 4918: 4916: 4913: 4912: 4910: 4908: 4907:Biostatistics 4904: 4900: 4896: 4891: 4887: 4869: 4868:Log-rank test 4866: 4865: 4863: 4859: 4853: 4850: 4849: 4847: 4845: 4841: 4835: 4832: 4830: 4827: 4825: 4822: 4820: 4817: 4816: 4814: 4812: 4808: 4805: 4803: 4799: 4789: 4786: 4784: 4781: 4779: 4776: 4774: 4771: 4769: 4766: 4765: 4763: 4761: 4757: 4751: 4748: 4746: 4743: 4741: 4739:(Box–Jenkins) 4735: 4733: 4730: 4728: 4725: 4721: 4718: 4717: 4716: 4713: 4712: 4710: 4708: 4704: 4698: 4695: 4693: 4692:Durbin–Watson 4690: 4688: 4682: 4680: 4677: 4675: 4674:Dickey–Fuller 4672: 4671: 4669: 4665: 4659: 4656: 4654: 4651: 4649: 4648:Cointegration 4646: 4644: 4641: 4639: 4636: 4634: 4631: 4629: 4626: 4624: 4623:Decomposition 4621: 4620: 4618: 4614: 4611: 4609: 4605: 4595: 4592: 4591: 4590: 4587: 4586: 4585: 4582: 4578: 4575: 4574: 4573: 4570: 4568: 4565: 4563: 4560: 4558: 4555: 4553: 4550: 4548: 4545: 4543: 4540: 4538: 4535: 4534: 4532: 4530: 4526: 4520: 4517: 4515: 4512: 4510: 4507: 4505: 4502: 4500: 4497: 4495: 4494:Cohen's kappa 4492: 4491: 4489: 4487: 4483: 4479: 4475: 4471: 4467: 4463: 4458: 4454: 4440: 4437: 4435: 4432: 4430: 4427: 4425: 4422: 4421: 4419: 4417: 4413: 4407: 4403: 4399: 4393: 4391: 4388: 4387: 4385: 4383: 4379: 4373: 4370: 4368: 4365: 4363: 4360: 4358: 4355: 4353: 4350: 4348: 4347:Nonparametric 4345: 4343: 4340: 4339: 4337: 4333: 4327: 4324: 4322: 4319: 4317: 4314: 4312: 4309: 4308: 4306: 4304: 4300: 4294: 4291: 4289: 4286: 4284: 4281: 4279: 4276: 4274: 4271: 4270: 4268: 4266: 4262: 4256: 4253: 4251: 4248: 4246: 4243: 4241: 4238: 4237: 4235: 4233: 4229: 4225: 4218: 4215: 4213: 4210: 4209: 4205: 4201: 4185: 4182: 4181: 4180: 4177: 4175: 4172: 4170: 4167: 4163: 4160: 4158: 4155: 4154: 4153: 4150: 4149: 4147: 4145: 4141: 4131: 4128: 4124: 4118: 4116: 4110: 4108: 4102: 4101: 4100: 4097: 4096:Nonparametric 4094: 4092: 4086: 4082: 4079: 4078: 4077: 4071: 4067: 4066:Sample median 4064: 4063: 4062: 4059: 4058: 4056: 4054: 4050: 4042: 4039: 4037: 4034: 4032: 4029: 4028: 4027: 4024: 4022: 4019: 4017: 4011: 4009: 4006: 4004: 4001: 3999: 3996: 3994: 3991: 3989: 3987: 3983: 3981: 3978: 3977: 3975: 3973: 3969: 3963: 3961: 3957: 3955: 3953: 3948: 3946: 3941: 3937: 3936: 3933: 3930: 3928: 3924: 3914: 3911: 3909: 3906: 3904: 3901: 3900: 3898: 3896: 3892: 3886: 3883: 3879: 3876: 3875: 3874: 3871: 3867: 3864: 3863: 3862: 3859: 3857: 3854: 3853: 3851: 3849: 3845: 3837: 3834: 3832: 3829: 3828: 3827: 3824: 3822: 3819: 3817: 3814: 3812: 3809: 3807: 3804: 3802: 3799: 3798: 3796: 3794: 3790: 3784: 3781: 3777: 3774: 3770: 3767: 3765: 3762: 3761: 3760: 3757: 3756: 3755: 3752: 3748: 3745: 3743: 3740: 3738: 3735: 3733: 3730: 3729: 3728: 3725: 3724: 3722: 3720: 3716: 3713: 3711: 3707: 3701: 3698: 3696: 3693: 3689: 3686: 3685: 3684: 3681: 3679: 3676: 3672: 3671:loss function 3669: 3668: 3667: 3664: 3660: 3657: 3655: 3652: 3650: 3647: 3646: 3645: 3642: 3640: 3637: 3635: 3632: 3628: 3625: 3623: 3620: 3618: 3612: 3609: 3608: 3607: 3604: 3600: 3597: 3595: 3592: 3590: 3587: 3586: 3585: 3582: 3578: 3575: 3573: 3570: 3569: 3568: 3565: 3561: 3558: 3557: 3556: 3553: 3549: 3546: 3545: 3544: 3541: 3539: 3536: 3534: 3531: 3529: 3526: 3525: 3523: 3521: 3517: 3513: 3509: 3504: 3500: 3486: 3483: 3481: 3478: 3476: 3473: 3471: 3468: 3467: 3465: 3463: 3459: 3453: 3450: 3448: 3445: 3443: 3440: 3439: 3437: 3433: 3427: 3424: 3422: 3419: 3417: 3414: 3412: 3409: 3407: 3404: 3402: 3399: 3397: 3394: 3393: 3391: 3389: 3385: 3379: 3376: 3374: 3373:Questionnaire 3371: 3369: 3366: 3362: 3359: 3357: 3354: 3353: 3352: 3349: 3348: 3346: 3344: 3340: 3334: 3331: 3329: 3326: 3324: 3321: 3319: 3316: 3314: 3311: 3309: 3306: 3304: 3301: 3299: 3296: 3295: 3293: 3291: 3287: 3283: 3279: 3274: 3270: 3256: 3253: 3251: 3248: 3246: 3243: 3241: 3238: 3236: 3233: 3231: 3228: 3226: 3223: 3221: 3218: 3216: 3213: 3211: 3208: 3206: 3203: 3201: 3200:Control chart 3198: 3196: 3193: 3191: 3188: 3186: 3183: 3182: 3180: 3178: 3174: 3168: 3165: 3161: 3158: 3156: 3153: 3152: 3151: 3148: 3146: 3143: 3141: 3138: 3137: 3135: 3133: 3129: 3123: 3120: 3118: 3115: 3113: 3110: 3109: 3107: 3103: 3097: 3094: 3093: 3091: 3089: 3085: 3073: 3070: 3068: 3065: 3063: 3060: 3059: 3058: 3055: 3053: 3050: 3049: 3047: 3045: 3041: 3035: 3032: 3030: 3027: 3025: 3022: 3020: 3017: 3015: 3012: 3010: 3007: 3005: 3002: 3001: 2999: 2997: 2993: 2987: 2984: 2982: 2979: 2975: 2972: 2970: 2967: 2965: 2962: 2960: 2957: 2955: 2952: 2950: 2947: 2945: 2942: 2940: 2937: 2935: 2932: 2930: 2927: 2926: 2925: 2922: 2921: 2919: 2917: 2913: 2910: 2908: 2904: 2900: 2896: 2891: 2887: 2881: 2878: 2876: 2873: 2872: 2869: 2865: 2858: 2853: 2851: 2846: 2844: 2839: 2838: 2835: 2823: 2820: 2818: 2815: 2813: 2808: 2803: 2801: 2798: 2796: 2793: 2792: 2789: 2783: 2780: 2778: 2775: 2773: 2772: 2768: 2767: 2764: 2761: 2759: 2758: 2753: 2750: 2748: 2745: 2743: 2740: 2738: 2735: 2732: 2729: 2727: 2726: 2722: 2721: 2718: 2715: 2713: 2710: 2708: 2705: 2703: 2702: 2698: 2697: 2694: 2691: 2689: 2686: 2684: 2681: 2679: 2678: 2674: 2673: 2671: 2669: 2662: 2658: 2652: 2649: 2647: 2646:Compare means 2644: 2643: 2640: 2638: 2634: 2630: 2628: 2626: 2622: 2618: 2616: 2613: 2611: 2610: 2606: 2605: 2602: 2599: 2596: 2594: 2591: 2589: 2588: 2587:Random effect 2584: 2583: 2580: 2577: 2575: 2572: 2570: 2567: 2566: 2564: 2562: 2557: 2553: 2547: 2544: 2542: 2539: 2537: 2536: 2532: 2530: 2529:Orthogonality 2527: 2525: 2522: 2520: 2517: 2515: 2512: 2510: 2507: 2505: 2504: 2500: 2499: 2497: 2495: 2490: 2486: 2480: 2477: 2475: 2472: 2470: 2467: 2465: 2464:Randomization 2462: 2460: 2457: 2455: 2451: 2450: 2446: 2445: 2442: 2439: 2437: 2434: 2432: 2429: 2425: 2422: 2420: 2417: 2415: 2412: 2410: 2407: 2406: 2404: 2402: 2396: 2392: 2385: 2380: 2378: 2373: 2371: 2366: 2365: 2362: 2356: 2352: 2349: 2347: 2344: 2341: 2336: 2332: 2331: 2325: 2322: 2321: 2316: 2311: 2303: 2297: 2292: 2289: 2283: 2281:0-395-61556-9 2277: 2273: 2268: 2264: 2258: 2254: 2249: 2248: 2244: 2235: 2229: 2225: 2218: 2215: 2210: 2206: 2201: 2200:1721.1/128459 2196: 2191: 2186: 2182: 2178: 2174: 2167: 2164: 2159: 2153: 2149: 2142: 2139: 2134: 2128: 2124: 2120: 2114: 2111: 2106: 2100: 2096: 2092: 2085: 2083: 2079: 2074: 2068: 2065: 2062: 2057: 2054: 2049: 2045: 2041: 2037: 2033: 2029: 2025: 2021: 2017: 2013: 2009: 2002: 1999: 1994: 1990: 1984: 1981: 1976: 1970: 1966: 1959: 1956: 1951: 1945: 1941: 1940: 1932: 1929: 1924: 1918: 1914: 1913: 1905: 1902: 1898: 1894: 1893:Novum Organum 1890: 1884: 1881: 1876: 1869: 1866: 1861: 1854: 1851: 1846: 1842: 1838: 1834: 1830: 1826: 1819: 1816: 1811: 1805: 1801: 1797: 1796:Lupia, Arthur 1793: 1789: 1785: 1779: 1776: 1771: 1767: 1763: 1759: 1755: 1751: 1744: 1741: 1736: 1730: 1726: 1719: 1716: 1711: 1709:0-07-232837-1 1705: 1701: 1697: 1696: 1688: 1686: 1682: 1677: 1671: 1667: 1660: 1657: 1652: 1648: 1644: 1640: 1636: 1632: 1625: 1622: 1615: 1610: 1607: 1605: 1602: 1600: 1597: 1595: 1592: 1590: 1587: 1585: 1582: 1580: 1577: 1575: 1572: 1570: 1567: 1565: 1562: 1560: 1557: 1556: 1551: 1549: 1547: 1542: 1540: 1536: 1530: 1522: 1520: 1518: 1514: 1510: 1505: 1503: 1499: 1495: 1490: 1488: 1483: 1481: 1476: 1468: 1464: 1460: 1455: 1448: 1446: 1443: 1438: 1427: 1424: 1416: 1405: 1402: 1398: 1395: 1391: 1388: 1384: 1381: 1377: 1374: â€“  1373: 1369: 1368:Find sources: 1362: 1358: 1352: 1351: 1346:This article 1344: 1340: 1335: 1334: 1330: 1322: 1320: 1318: 1314: 1310: 1306: 1302: 1298: 1294: 1290: 1286: 1282: 1278: 1273: 1270: 1266: 1262: 1257: 1253: 1246: 1238: 1236: 1234: 1229: 1227: 1223: 1219: 1214: 1210: 1206: 1201: 1199: 1195: 1191: 1187: 1182: 1180: 1179: 1174: 1173: 1168: 1164: 1159: 1157: 1153: 1149: 1145: 1139: 1136: 1132: 1127: 1123: 1120: 1115: 1113: 1109: 1105: 1101: 1097: 1093: 1089: 1085: 1081: 1070: 1067: 1059: 1048: 1045: 1041: 1038: 1034: 1031: 1027: 1024: 1020: 1017: â€“  1016: 1012: 1011:Find sources: 1005: 1001: 995: 994: 989:This article 987: 983: 978: 977: 973: 969: 961: 959: 957: 951: 949: 945: 941: 937: 933: 929: 924: 918: 916: 914: 910: 907:(1919–2000), 906: 903:(1894–1981), 902: 899:(1890–1962), 898: 897:Ronald Fisher 893: 891: 887: 883: 879: 878:Louis Pasteur 875: 871: 867: 863: 859: 853: 848: 846: 842: 838: 834: 830: 826: 825:Francis Bacon 822: 817: 812: 807: 802: 800: 799: 794: 790: 784: 776: 774: 772: 768: 764: 759: 757: 756:meta-analysis 753: 749: 745: 741: 737: 733: 728: 726: 722: 718: 713: 711: 707: 703: 699: 694: 692: 688: 684: 680: 675: 673: 669: 665: 661: 657: 649: 647: 644: 640: 636: 632: 628: 623: 621: 617: 611: 609: 604: 600: 596: 592: 588: 576: 571: 569: 564: 562: 557: 556: 554: 553: 550: 547: 546: 537: 534: 532: 529: 527: 524: 523: 522: 519: 515: 512: 510: 509:Bibliometrics 507: 506: 505: 502: 500: 497: 495: 492: 491: 485: 484: 477: 474: 470: 467: 466: 465: 462: 458: 455: 453: 450: 448: 447:Meta-analysis 445: 443: 440: 438: 437:Bibliometrics 435: 434: 433: 430: 428: 425: 421: 418: 417: 416: 413: 411: 408: 406: 403: 401: 398: 396: 393: 389: 386: 384: 381: 379: 376: 375: 374: 371: 367: 364: 363: 362: 359: 357: 354: 352: 349: 347: 344: 342: 339: 337: 334: 333: 327: 326: 319: 316: 314: 311: 309: 308:Phenomenology 306: 304: 301: 299: 296: 294: 291: 289: 286: 284: 281: 279: 276: 274: 271: 269: 266: 265: 262: 257: 256: 247: 244: 242: 239: 238: 237: 234: 232: 229: 227: 224: 222: 219: 217: 214: 212: 209: 207: 204: 202: 199: 197: 194: 193: 190: 185: 184: 177: 174: 170: 167: 166: 165: 162: 160: 157: 155: 152: 151: 145: 144: 135: 132: 130: 127: 126: 125: 122: 120: 117: 115: 112: 111: 108: 103: 102: 98: 94: 93: 90: 86: 82: 78: 77: 70: 63: 40: 33: 19: 5145: 5133: 5114: 5107: 5019:Econometrics 4969: / 4952:Chemometrics 4929:Epidemiology 4922: / 4895:Applications 4737:ARIMA model 4684:Q-statistic 4633:Stationarity 4529:Multivariate 4472: / 4468: / 4466:Multivariate 4464: / 4404: / 4400: / 4174:Bayes factor 4073:Signed rank 3985: 3959: 3951: 3939: 3634:Completeness 3470:Cohort study 3387: 3368:Opinion poll 3303:Missing data 3290:Study design 3245:Scatter plot 3167:Scatter plot 3160:Spearman's ρ 3122:Grouped data 2769: 2755: 2737:Latin square 2723: 2699: 2675: 2636: 2632: 2625:multivariate 2624: 2620: 2607: 2585: 2533: 2501: 2447: 2408: 2314: 2295: 2271: 2252: 2223: 2217: 2180: 2176: 2166: 2147: 2141: 2122: 2113: 2094: 2067: 2061:Dunning 2012 2056: 2015: 2011: 2001: 1993:the original 1983: 1964: 1958: 1938: 1931: 1911: 1904: 1892: 1888: 1883: 1877:. p. 3. 1874: 1868: 1862:. p. 5. 1859: 1853: 1828: 1824: 1818: 1799: 1778: 1753: 1749: 1743: 1724: 1718: 1694: 1665: 1659: 1634: 1630: 1624: 1543: 1532: 1506: 1491: 1484: 1472: 1462: 1445:laboratory. 1434: 1419: 1410: 1400: 1393: 1386: 1379: 1372:"Experiment" 1367: 1355:Please help 1350:verification 1347: 1305:paleontology 1274: 1268: 1248: 1230: 1202: 1183: 1178:double blind 1176: 1170: 1162: 1160: 1152:microbiology 1140: 1116: 1079: 1077: 1062: 1053: 1043: 1036: 1029: 1022: 1015:"Experiment" 1010: 998:Please help 993:verification 990: 952: 925: 922: 901:Jerzy Neyman 894: 870:biochemistry 855: 850: 843:—similar to 823: 819: 814: 809: 804: 796: 786: 767:agricultural 760: 729: 714: 695: 676: 653: 635:measurements 624: 612: 586: 584: 372: 288:Hermeneutics 176:Quantitative 18:Experimental 5169:Experiments 5147:WikiProject 5062:Cartography 5024:Jurimetrics 4976:Reliability 4707:Time domain 4686:(Ljung–Box) 4608:Time-series 4486:Categorical 4470:Time-series 4462:Categorical 4397:(Bernoulli) 4232:Correlation 4212:Correlation 4008:Jarque–Bera 3980:Chi-squared 3742:M-estimator 3695:Asymptotics 3639:Sufficiency 3406:Interaction 3318:Replication 3298:Effect size 3255:Violin plot 3235:Radar chart 3215:Forest plot 3205:Correlogram 3155:Kendall's τ 2712:Box–Behnken 2593:Mixed model 2524:Confounding 2519:Interaction 2509:Effect size 2479:Sample size 2340:Experiments 1897:Durant 2012 1480:confounding 1463:observables 1313:meteorology 1289:archaeology 1261:correlation 1198:test method 1188:(person) a 1144:statistical 1133:in which a 1129:assay is a 829:philosopher 725:replication 717:engineering 704:and/or, in 361:Ethnography 261:Methodology 216:Fallibilism 164:Qualitative 134:Referencing 62:David Scott 5163:Categories 5014:Demography 4732:ARMA model 4537:Regression 4114:(Friedman) 4075:(Wilcoxon) 4013:Normality 4003:Lilliefors 3950:Student's 3826:Resampling 3700:Robustness 3688:divergence 3678:Efficiency 3616:(monotone) 3611:Likelihood 3528:Population 3361:Stratified 3313:Population 3132:Dependence 3088:Count data 3019:Percentile 2996:Dispersion 2929:Arithmetic 2864:Statistics 2668:randomized 2666:Completely 2637:covariance 2399:Scientific 2315:Experiment 2123:Statistics 1599:Laboratory 1437:laboratory 1413:March 2019 1383:newspapers 1222:hypotheses 1209:difference 1056:March 2019 1026:newspapers 928:psychology 890:laboratory 876:(matter). 866:combustion 708:, through 679:hypothesis 668:hypotheses 622:sciences. 599:likelihood 591:hypothesis 587:experiment 536:Statistics 531:Simulation 469:Simulation 410:Interviews 373:Experiment 341:Case study 313:Pragmatism 231:Pragmatism 221:Positivism 211:Empiricism 60:Astronaut 4395:Logistic 4162:posterior 4088:Rank sum 3836:Jackknife 3831:Bootstrap 3649:Bootstrap 3584:Parameter 3533:Statistic 3328:Statistic 3240:Run chart 3225:Pie chart 3220:Histogram 3210:Fan chart 3185:Bar chart 3067:L-moments 2954:Geometric 2677:Factorial 2561:inference 2541:Covariate 2503:Treatment 2489:Treatment 2209:1047-1987 2048:231877717 2032:1745-6916 1845:123057532 1317:astronomy 1293:sociology 1281:economics 1213:responses 1156:chemistry 1100:replicate 936:variables 841:deduction 833:scientist 660:empirical 643:variables 169:Art-based 5174:Research 5109:Category 4802:Survival 4679:Johansen 4402:Binomial 4357:Isotonic 3944:(normal) 3589:location 3396:Blocking 3351:Sampling 3230:Q–Q plot 3195:Box plot 3177:Graphics 3072:Skewness 3062:Kurtosis 3034:Variance 2964:Heronian 2959:Harmonic 2800:Category 2795:Glossary 2601:Bayesian 2579:Bayesian 2535:Blocking 2514:Contrast 2494:blocking 2454:Bayesian 2441:Blinding 2431:validity 2428:external 2424:Internal 2288:Excerpts 2093:(2008). 2040:33593177 1552:See also 1513:matching 1467:feedback 1263:between 1190:stimulus 1163:variable 1126:solution 734:and the 732:medicine 719:and the 672:theories 650:Overview 627:controls 595:efficacy 336:Analysis 129:Argument 89:Research 81:a series 79:Part of 5135:Commons 5082:Kriging 4967:Process 4924:studies 4783:Wavelet 4616:General 3783:Plug-in 3577:L space 3356:Cluster 3057:Moments 2875:Outline 2693:Taguchi 2661:Designs 2419:Control 1770:2289064 1639:Bibcode 1397:scholar 1309:ecology 1301:geology 1277:science 1203:In the 1194:measure 1186:subject 1119:protein 1096:control 1092:placebo 1080:control 1040:scholar 793:Ptolemy 777:History 654:In the 616:natural 415:Mapping 330:Methods 236:Realism 124:Writing 5004:Census 4594:Normal 4542:Manova 4362:Robust 4112:2-way 4104:1-way 3942:-test 3613:  3190:Biplot 2981:Median 2974:Lehmer 2916:Center 2733:(GRBD) 2633:Ancova 2621:Manova 2556:Models 2401:method 2312:about 2278:  2259:  2230:  2207:  2154:  2129:  2101:  2046:  2038:  2030:  1971:  1946:  1919:  1860:Optics 1843:  1806:  1768:  1731:  1706:  1672:  1523:Ethics 1399:  1392:  1385:  1378:  1370:  1315:, and 1256:system 1148:number 1106:and a 1042:  1035:  1028:  1021:  1013:  938:. The 919:Types 691:ad hoc 664:models 476:Survey 4628:Trend 4157:prior 4099:anova 3988:-test 3962:-test 3954:-test 3861:Power 3806:Pivot 3599:shape 3594:scale 3044:Shape 3024:Range 2969:Heinz 2944:Cubic 2880:Index 2725:Block 2353:from 2044:S2CID 1841:S2CID 1766:JSTOR 1616:Notes 1404:JSTOR 1390:books 1122:assay 1047:JSTOR 1033:books 620:human 4861:Test 4061:Sign 3913:Wald 2986:Mode 2924:Mean 2559:and 2492:and 2426:and 2276:ISBN 2257:ISBN 2228:ISBN 2205:ISSN 2152:ISBN 2127:ISBN 2099:ISBN 2036:PMID 2028:ISSN 1969:ISBN 1944:ISBN 1917:ISBN 1889:then 1804:ISBN 1729:ISBN 1704:ISBN 1670:ISBN 1500:and 1457:The 1376:news 1154:and 1019:news 970:and 868:and 831:and 754:and 618:and 4041:BIC 4036:AIC 2195:hdl 2185:doi 2020:doi 1833:doi 1758:doi 1700:3–4 1647:doi 1473:An 1359:by 1269:not 1002:by 930:or 730:In 715:In 666:or 597:or 585:An 5165:: 2452:: 2203:. 2193:. 2181:27 2179:. 2175:. 2081:^ 2042:. 2034:. 2026:. 2016:16 2014:. 2010:. 1839:. 1829:15 1827:. 1794:; 1790:; 1786:; 1764:. 1754:81 1752:. 1702:. 1684:^ 1645:. 1635:33 1633:. 1311:, 1307:, 1303:, 1299:, 1295:, 1291:, 1287:, 1283:, 1200:. 1114:. 958:. 758:. 712:. 610:. 83:on 3986:G 3960:F 3952:t 3940:Z 3659:V 3654:U 2856:e 2849:t 2842:v 2639:) 2635:( 2627:) 2623:( 2383:e 2376:t 2369:v 2290:) 2286:( 2284:. 2265:. 2236:. 2211:. 2197:: 2187:: 2160:. 2135:. 2107:. 2075:. 2050:. 2022:: 1977:. 1952:. 1925:. 1847:. 1835:: 1812:. 1772:. 1760:: 1737:. 1712:. 1678:. 1653:. 1649:: 1641:: 1426:) 1420:( 1415:) 1411:( 1401:· 1394:· 1387:· 1380:· 1353:. 1069:) 1063:( 1058:) 1054:( 1044:· 1037:· 1030:· 1023:· 996:. 574:e 567:t 560:v 41:. 34:. 20:)

Index

Experimental
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

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