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Blinded experiment

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5742: 5254: 464:, an officer shows a group of photos to a witness and asks the witness to identify the individual who committed the crime. Since the officer is typically aware of who the suspect is, they may (subconsciously or consciously) influence the witness to choose the individual that they believe committed the crime. There is a growing movement in law enforcement to move to a blind procedure in which the officer who shows the photos to the witness does not know who the suspect is. 491: 5240: 5278: 5266: 332:. Success or failure of blinding is rarely reported or measured; it is implicitly assumed that experiments reported as "blind" are truly blind. Critics have pointed out that without assessment and reporting, there is no way to know if a blind succeeded. This shortcoming is especially concerning given that even a small error in blinding can produce a 58:, and other sources. A blind can be imposed on any participant of an experiment, including subjects, researchers, technicians, data analysts, and evaluators. In some cases, while blinding would be useful, it is impossible or unethical. For example, it is not possible to blind a patient to their treatment in a physical therapy intervention. A good 316:
to determine if they have received an active treatment by gathering information on social media and message boards. While researchers counsel patients not to use social media to discuss clinical trials, their accounts are not monitored. This behavior is believed to be a source of unblinding. CONSORT standards and
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Studies of blinded pharmacological trials across widely varying domains find evidence of high levels of unblinding. Unblinding has been shown to affect both patients and clinicians. This evidence challenges the common assumption that blinding is highly effective in pharmacological trials. Unblinding
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A problem arises in the assessment of blinding because asking subjects to guess masked information may prompt them to try to infer that information. Researchers speculate that this may contribute to premature unblinding. Furthermore, it has been reported that some subjects of clinical trials attempt
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guidelines state that these terms should no longer be used because they are ambiguous. For instance, "double-blind" could mean that the data analysts and patients were blinded; or the patients and outcome assessors were blinded; or the patients and people offering the intervention were blinded, etc.
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Premature unblinding may also occur when a participant infers from experimental conditions information that has been masked to them. A common cause for unblinding is the presence of side effects (or effects) in the treatment group. In pharmacological trials, premature unblinding can be reduced with
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A 2018 study on acupuncture which used needles that did not penetrate the skin as a sham treatment found that 68% of patients and 83% of acupuncturists correctly identified their group allocation. The authors concluded that the blinding had failed, but that more advanced placebos may someday offer
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if they deduce or otherwise obtain information that has been masked to them. For example, a patient who experiences a side effect may correctly guess their treatment, becoming unblinded. Unblinding is common in blinded experiments, particularly in pharmacological trials. In particular, trials on
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found no fewer than four methods of blinding patients to acupuncture treatment: 1) superficial needling of true acupuncture points, 2) use of acupuncture points which are not indicated for the condition being treated, 3) insertion of needles outside of true acupuncture points, and 4) the use of
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found that assessment of blinding was reported in only 23 out of 408 randomized controlled trials for chronic pain (5.6%). The study concluded upon analysis of pooled data that the overall quality of the blinding was poor, and the blinding was "not successful." Additionally, both pharmaceutical
209:, double-blind studies blind both patients and researchers to treatment allocations, and triple-blinded studies blind patients, researcher, and some other third party (such as a monitoring committee) to treatment allocations. However, the meaning of these terms can vary from study to study. 478:
Auditions for symphony orchestras take place behind a curtain so that the judges cannot see the performer. Blinding the judges to the gender of the performers has been shown to increase the hiring of women. Blind tests can also be used to compare the quality of musical instruments.
291:. Removing a blind upon completion of a study is never mandatory, but is typically performed as a courtesy to study participants. Unblinding that occurs after the conclusion of a study is not a source of bias, because data collection and analysis are both complete at this time. 271:. As a result, it is not possible to measure unblinding in a way that is completely objective. Nonetheless, it is still possible to make informed judgments about the quality of a blind. Poorly blinded studies rank above unblinded studies and below well-blinded studies in the 236:"Unblinding" occurs in a blinded experiment when information becomes available to one from whom it has been masked. In clinical studies, unblinding may occur unintentionally when a patient deduces their treatment group. Unblinding that occurs before the conclusion of an 312:, which conceals treatment allocation by ensuring the presence of side effects in both groups. However, side effects are not the only cause of unblinding; any perceptible difference between the treatment and control groups can contribute to premature unblinding. 452:, so it is important in these fields to properly blind the researchers. In some cases, while blind experiments would be useful, they are impractical or unethical. Blinded data analysis can reduce bias, but is rarely used in social science research. 216:
The terms also fail to convey the information that was masked and the amount of unblinding that occurred. It is not sufficient to specify the number of parties that have been blinded. To describe an experiment's blinding, it is necessary to report
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It is standard practice in physics to perform blinded data analysis. After data analysis is complete, one is allowed to unblind the data. A prior agreement to publish the data regardless of the results of the analysis may be made to prevent
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dictates when a subject should be unblinded prematurely. A code-break procedure should only allow for unblinding in cases of emergency. Unblinding that occurs in compliance with code-break procedure is strictly documented and reported.
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Dinnett EM, Mungall MM, Kent JA, Ronald ES, McIntyre KE, Anderson E, Gaw A (2005). "Unblinding of trial participants to their treatment allocation: lessons from the Prospective Study of Pravastatin in the Elderly at Risk (PROSPER)".
263:?). In a perfectly blinded experiment, the responses should be consistent with no knowledge of the masked information. However, if unblinding has occurred, the responses will indicate the degree of unblinding. Since unblinding 398:. Researchers concluded that unblinding inflates effect size in antidepressant trials. Some researchers believe that antidepressants are not effective for the treatment of depression and only outperform placebos due to 204:
are commonly used to describe blinding. These terms describe experiments in which (respectively) one, two, or three parties are blinded to some information. Most often, single-blind studies blind patients to their
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A number of biases are present when a study is insufficiently blinded. Patient-reported outcomes can be different if the patient is not blinded to their treatment. Likewise, failure to blind researchers results in
117:. In the investigations, the researchers (physically) blindfolded mesmerists and asked them to identify objects that the experimenters had previously filled with "vital fluid". The subjects were unable to do so. 151:-era attitude that scientific observation can only be objectively valid when undertaken by a well-educated, informed scientist. The first study recorded to have a blinded researcher was conducted in 1907 by 1162:
Bello, Segun; Moustgaard, Helene; Hróbjartsson, Asbjørn (2017). "Unreported formal assessment of unblinding occurred in 4 of 10 randomized clinical trials, unreported loss of blinding in 1 of 10 trials".
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Shortly after the start of the Cold War double-blind reviews became the norm for conducting scientific medical research, as well as the means by which peers evaluated scholarship, both in science and in
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An early example of a double-blind protocol was the Nuremberg salt test of 1835 performed by Friedrich Wilhelm von Hoven, Nuremberg's highest-ranking public health official, as well as a close friend of
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Blinding is considered essential in medicine, but is often difficult to achieve. For example, it is difficult to compare surgical and non-surgical interventions in blind trials. In some cases,
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placebo needles which are designed not to penetrate the skin. The authors concluded that there was "no clear association between type of sham intervention used and the results of the trials."
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trials: at least three-quarters of patients were able to correctly guess their treatment assignment. Unblinding also occurs in clinicians. Better blinding of patients and clinicians reduces
252:(or complete failure of blinding) on one end, perfect blinding on the other, and poor or good blinding between. Thus, the common view of studies as blinded or unblinded is an example of a 147:, which advocated for the blinding of researchers. Bernard's recommendation that an experiment's observer should not know the hypothesis being tested contrasted starkly with the prevalent 565:
Bello, Segun; Moustgaard, Helene; Hróbjartsson, Asbjørn (October 2014). "The risk of unblinding was infrequently and incompletely reported in 300 randomized clinical trial publications".
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are poorly blinded. Unblinding that occurs before the conclusion of a study is a source of experimental error, as the bias that was eliminated by blinding is re-introduced. The
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Moher, David; Hopewell, Sally; Schulz, Kenneth F.; Montori, Victor; Gøtzsche, Peter C.; Devereaux, P. J.; Elbourne, Diana; Egger, Matthias; Altman, Douglas G. (23 March 2010).
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violin to one with a guitar-like design. A violinist played each instrument while a committee of scientists and musicians listened from another room so as to avoid prejudice.
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Premature unblinding is any unblinding that occurs before the conclusion of a study. In contrast with post-study unblinding, premature unblinding is a source of bias. A
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Perlis, Roy H.; Ostacher, Michael; Fava, Maurizio; Nierenberg, Andrew A.; Sachs, Gary S.; Rosenbaum, Jerrold F. (2010). "Assuring that double-blind is blind".
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Success of blinding is assessed by questioning study participants about information that has been masked to them (e.g. did the participant receive the drug or
2359: 5030: 4654: 177:). These biases are typically the result of subconscious influences, and are present even when study participants believe they are not influenced by them. 79: 3295: 5641: 2193:
Vase, L; Baram, S; Takakura, N; Takayama, M; Yajima, H; Kawase, A; Schuster, L; Kaptchuk, TJ; Schou, S; Jensen, TS; Zachariae, R; Svensson, P (2015).
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Greenberg, RP; Bornstein, RF; Greenberg, MD; Fisher, S (October 1992). "A meta-analysis of antidepressant outcome under "blinder" conditions".
922:"Bias due to lack of patient blinding in clinical trials. A systematic review of trials randomizing patients to blind and nonblind sub-studies" 1891:
Moncrieff, Joanna; Wessely, Simon; Hardy, Rebecca (2 January 2018). "Meta-analysis of trials comparing antidepressants with active placebos".
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White, K.; Kando, J.; Park, T.; Waternaux, C.; Brown, W. A. (December 1992). "Side effects and the "blindability" of clinical drug trials".
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and H. N. Webber to investigate the effects of caffeine. The need to blind researchers became widely recognized in the mid-20th century.
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may be caused by error in blinding. Some researchers have called for the mandatory assessment of blinding efficacy in clinical trials.
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In 1817, the first blind experiment recorded to have occurred outside of a scientific setting compared the musical quality of a
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guidelines recommend the reporting of all premature unblinding. In practice, unintentional unblinding is rarely reported.
4216: 5635: 5600: 5532: 5388: 5302: 4758: 4707: 4692: 4682: 4551: 4423: 4390: 4171: 4001: 2928: 2195:"Can acupuncture treatment be double-blinded? An evaluation of double-blind acupuncture treatment of postoperative pain" 1658: 608: 288: 206: 4827: 4128: 5797: 5756: 5705: 5617: 5102: 4903: 3882: 3551: 3015: 2892: 2864: 2793: 2547: 524: 419: 341: 4987: 4954: 2309: 5792: 5787: 5782: 5513: 4959: 4702: 4461: 4367: 4347: 4255: 3966: 3784: 3267: 3139: 2942: 2618: 2335: 1509: 382:
sponsorship and the presence of side effects were associated with lower rates of reporting assessment of blinding.
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reporting guidelines recommend that all studies assess and report unblinding. In practice, very few studies do so.
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Dincer, F; Linde, K. (December 2003). "Sham interventions in randomized clinical trials of acupuncture—a review".
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Schulz KF, Chalmers I, Altman DG (February 2002). "The landscape and lexicon of blinding in randomized trials".
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Schulz, Kenneth F.; Grimes, David A. (23 February 2002). "Blinding in randomised trials: hiding who got what".
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Bias due to poor blinding tends to favor the experimental group, resulting in inflated effect size and risk of
4239: 4223: 1471:"Changes in beliefs identify unblinding in randomized controlled trials: a method to meet CONSORT guidelines" 1361:
Quittell, Lynne M. (3 October 2018). "The Scientific and Social Implications of Unblinding a Study Subject".
1107:"CONSORT 2010 explanation and elaboration: updated guidelines for reporting parallel group randomised trials" 5659: 5111: 4724: 4664: 4601: 3961: 3823: 3813: 3663: 3577: 2763: 2721: 2699: 2669: 2569: 2513: 2496: 1735:"The Blind Leading the Not-So-Blind: A Meta-Analysis of Blinding in Pharmacological Trials for Chronic Pain" 90: 5646: 4872: 4809: 2872: 2630: 5622: 5566: 5508: 5149: 5079: 4564: 4451: 3448: 3345: 3252: 3131: 3030: 2709: 1414:"Placebo mania. Placebo controlled trials are needed to provide data on effectiveness of active treatment" 504: 340:(i.e. statistical significance is not robust to bias). As such, many statistically significant results in 317: 5270: 4148: 5751: 5595: 5495: 5469: 5448: 5428: 5365: 5348: 5325: 5174: 5116: 5059: 4885: 4778: 4687: 4413: 4297: 4156: 4038: 4030: 3845: 3741: 3719: 3678: 3643: 3610: 3556: 3531: 3486: 3425: 3385: 3187: 3010: 2713: 2600: 2591: 2538: 2508: 2472: 1713: 272: 5741: 5253: 4143: 42:
is withheld until after the experiment is complete. Good blinding can reduce or eliminate experimental
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Rees, Judy R.; Wade, Timothy J.; Levy, Deborah A.; Colford, John M.; Hilton, Joan F. (February 2005).
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Siegfried, Tom (2010). "Odds are, it's wrong: Science fails to face the shortcomings of statistics".
1026: 300: 148: 93:, it is considered essential. In clinical research, a trial that is not a blinded trial is called an 5711: 5676: 5585: 5244: 5169: 5092: 4773: 4537: 4530: 4492: 4400: 4380: 4352: 4085: 3951: 3946: 3936: 3928: 3746: 3707: 3597: 3587: 3496: 3275: 3231: 3149: 3074: 2976: 2586: 2518: 2368: 2044:"Effectiveness of antidepressants: an evidence myth constructed from a thousand randomized trials?" 530: 399: 4819: 669: 639: 5746: 5353: 5258: 5069: 4923: 4768: 4644: 4541: 4525: 4502: 4279: 4013: 3996: 3956: 3867: 3762: 3724: 3695: 3655: 3615: 3561: 3478: 3164: 3159: 2839: 2789: 2604: 2533: 2491: 1924: 1830: 1772: 1394: 1343: 1239: 1087: 971:"Lack of blinding of outcome assessors in animal model experiments implies risk of observer bias" 894: 796: 337: 129: 1734: 5503: 5490: 5480: 5393: 5370: 5362: 5358: 5333: 5164: 5134: 5126: 4946: 4937: 4862: 4793: 4649: 4634: 4609: 4497: 4438: 4304: 4292: 3918: 3835: 3779: 3702: 3546: 3468: 3247: 3121: 2913: 2877: 2844: 2769: 2691: 2468: 2423: 2242: 2224: 2175: 2140: 2122: 2083: 2065: 2024: 2006: 1967: 1959: 1916: 1908: 1873: 1865: 1822: 1814: 1764: 1756: 1640: 1576: 1558: 1490: 1451: 1433: 1386: 1378: 1335: 1299: 1281: 1231: 1223: 1188: 1180: 1144: 1126: 1079: 1044: 992: 951: 870: 845: 759: 724: 590: 582: 362: 336:
result in the absence of any real difference between test groups when a study is sufficiently
174: 86: 59: 55: 1262:"Towards a proposal for assessment of blinding success in clinical trials: up-to-date review" 5681: 5375: 5189: 5144: 4908: 4895: 4788: 4763: 4697: 4629: 4507: 4115: 4008: 3941: 3854: 3801: 3620: 3491: 3285: 3084: 3051: 2687: 2608: 2562: 2557: 2437: 2413: 2403: 2232: 2214: 2167: 2130: 2114: 2073: 2055: 2014: 1998: 1951: 1900: 1857: 1806: 1746: 1632: 1566: 1550: 1482: 1441: 1425: 1370: 1327: 1289: 1273: 1215: 1172: 1134: 1118: 1075: 1071: 1034: 982: 969:
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ensures that blinding is as effective as possible within ethical and practical constraints.
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ensures that blinding is as effective as possible within ethical and practical constrains.
267:, but must be inferred from participants' responses, its measured value will depend on the 5697: 5627: 5580: 5106: 4850: 4712: 4639: 4314: 4188: 4161: 4138: 4107: 3734: 3729: 3683: 3413: 3064: 2882: 2705: 2660: 1470: 906: 268: 264: 152: 75: 71: 663: 2399: 2210: 1595:"E6(R2) Good Clinical Practice: Integrated Addendum to ICH E6(R1) Guidance for Industry" 1030: 920:
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The Violin: Some Account of That Leading Instrument and its Most Eminent Professors...
173:. Unblinded data analysts may favor an analysis that supports their existing beliefs ( 5771: 5521: 5463: 5398: 5212: 5179: 5042: 5003: 4814: 4783: 4247: 4201: 3806: 3508: 3335: 3099: 3094: 2887: 2854: 2849: 1834: 1277: 800: 461: 449: 378: 253: 170: 51: 3365: 1776: 1659:"Oxford Centre for Evidence-based Medicine - Levels of Evidence (March 2009) - CEBM" 1398: 1347: 1243: 1091: 641:
Biographie Universelle des Musiciens et Bibliographie GĂŠnĂŠrale de la Musique, Tome 1
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Post-study unblinding is the release of masked data upon completion of a study. In
121: 114: 1374: 2219: 864: 5527: 5458: 5443: 5413: 5197: 5159: 4842: 4743: 4605: 4418: 4385: 3877: 3794: 3789: 3433: 3390: 3370: 3350: 3340: 3109: 2923: 2777: 2650: 2640: 2360:"Violinists can't tell the difference between Stradivarius violins and new ones" 2118: 1751: 535: 519: 415: 395: 186: 1955: 1429: 710: 17: 5343: 4043: 3523: 3223: 3154: 3104: 3079: 2999: 2725: 2717: 2683: 2645: 2552: 1690:"An example of problems that arise from clinical trials and how to avoid them" 1486: 1331: 695:"Inventing the randomized double-blind trial: the Nuremberg salt test of 1835" 486: 237: 133: 39: 2228: 2126: 2069: 2010: 1963: 1912: 1869: 1818: 1760: 1644: 1562: 1437: 1382: 1285: 1227: 1184: 1130: 586: 5475: 4196: 4048: 3668: 3463: 3375: 3360: 3355: 3320: 2785: 2773: 2408: 1861: 1636: 2427: 2246: 2179: 2144: 2087: 2060: 2028: 1826: 1768: 1580: 1494: 1390: 1339: 1303: 1235: 1192: 1148: 1083: 1048: 996: 955: 849: 728: 594: 1971: 1920: 1904: 1877: 1455: 792: 3712: 3330: 3207: 3202: 3197: 3169: 2819: 937: 245: 5294: 644:(Second ed.). Paris: Firmin Didot Frères, Fils, et Cie. p. 249 5217: 4918: 2824: 2363: 260: 212: 27:
Experiment in which information about the test is masked to reduce bias
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has also been documented in clinical trials outside of pharmacology.
1039: 1014: 89:, and is used in many fields of research. In some fields, such as 869:. Blackwell Companions to History. Wiley-Blackwell. p. 307. 3059: 1733:
Colagiuri, Ben; Sharpe, Louise; Scott, Amelia (September 2018).
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During the course of an experiment, a participant becomes
38:, information which may influence the participants of the 668:(Fourth ed.). London: Robert Cocks and Co. pp.  427:
the possibility of well-blinded studies in acupuncture.
402:. These researchers argue that antidepressants are just 1987:"Active placebos versus antidepressants for depression" 1688:
JUL 2009, The Pharmaceutical Journal31 (31 July 2009).
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Studies have found evidence of extensive unblinding in
185:"Double blind" redirects here. Not to be confused with 113:
as proposed by Charles d'Eslon, a former associate of
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The first known blind experiment was conducted by the
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Autoregressive conditional heteroskedasticity (ARCH)
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MacCoun, Robert; Perlmutter, Saul (7 October 2015).
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Introduction Ă  l'ĂŠtude de la mĂŠdecine expĂŠrimentale
361:may be necessary for the blinding process. A good 145:Introduction to the Study of Experimental Medicine 742:Biographie Des Doctor Friedrich Wilhelm Von Hoven 448:Social science research is particularly prone to 1015:"Blind analysis: Hide results to seek the truth" 4429:Multivariate adaptive regression splines (MARS) 2388:Proceedings of the National Academy of Sciences 2384:"Player preferences among new and old violins" 2048:Philosophy, Ethics, and Humanities in Medicine 46:that arise from a participants' expectations, 5310: 2984: 2453: 1944:Journal of Consulting and Clinical Psychology 1260:Kolahi, J; Bang, H; Park, J (December 2009). 1255: 1253: 8: 2297:(7). American Psychological Association: 74. 754:Bernard, Claude; Dagognet, François (2008). 132:. This trial contested the effectiveness of 1991:The Cochrane Database of Systematic Reviews 1985:Moncrieff, J; Wessely, S; Hardy, R (2004). 1718:: CS1 maint: numeric names: authors list ( 863:Alder K (2006). 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B. (19 October 1996). 1363:The American Journal of Bioethics 5740: 5642:Polynomial and rational modeling 5276: 5264: 5252: 5239: 5238: 1278:10.1111/j.1600-0528.2009.00494.x 1165:Journal of Clinical Epidemiology 975:Journal of Clinical Epidemiology 567:Journal of Clinical Epidemiology 489: 4914:Least-squares spectral analysis 2308:Koerner BI (July–August 2002). 2285:Dittmann M (July–August 2004). 192:In medical research, the terms 66: 5409:Replication versus subsampling 3895:Mean-unbiased minimum-variance 2802:Pre- and post-test probability 2524:Patient and public involvement 2334:Miller CC (25 February 2016). 2260:Sanders, Robert (2015-10-08). 2003:10.1002/14651858.CD003012.pub2 1950:(5): 664–9, discussion 670–7. 1811:10.1176/appi.ajp.2009.09060820 1177:10.1016/j.jclinepi.2016.08.002 988:10.1016/j.jclinepi.2014.04.008 832:10.1113/jphysiol.1907.sp001215 693:Stolberg, M. (December 2006). 579:10.1016/j.jclinepi.2014.05.007 1: 5208:Geographic information system 4424:Simultaneous equations models 2172:10.1016/S0965-2299(03)00124-9 2042:Ioannidis, JP (27 May 2008). 1893:British Journal of Psychiatry 1375:10.1080/15265161.2018.1513589 1220:10.1016/S0140-6736(02)07816-9 758:. Champs. Paris: Flammarion. 269:nature of the questions asked 5636:Response surface methodology 5544:Analysis of variance (Anova) 4391:Coefficient of determination 4002:Uniformly most powerful test 2929:Sex as a biological variable 2220:10.1371/journal.pone.0119612 1475:Contemporary Clinical Trials 1418:BMJ: British Medical Journal 420:randomized controlled trials 342:randomized controlled trials 5706:Randomized controlled trial 4960:Proportional hazards models 4904:Spectral density estimation 4886:Vector autoregression (VAR) 4320:Maximum posterior estimator 3552:Randomized controlled trial 2893:Intention-to-treat analysis 2865:Analysis of clinical trials 2794:Specificity and sensitivity 2548:Randomized controlled trial 2107:Zeitschrift fĂźr Psychologie 1752:10.1016/j.jpain.2018.09.002 1111:BMJ (Clinical Research Ed.) 1064:Annals of Internal Medicine 525:Randomized controlled trial 265:cannot be measured directly 5814: 4720:Multivariate distributions 3140:Average absolute deviation 1956:10.1037/0022-006X.60.5.664 1430:10.1136/bmj.313.7063.1008b 711:10.1177/014107680609901216 471: 184: 5725: 5234: 5037: 5024: 4708:Structural equation model 4616: 4591: 4362: 4338: 4070: 4044:Score/Lagrange multiplier 3650: 3637: 3459:Sample size determination 3420: 3407: 3037: 3024: 3006: 2937: 2902:Interpretation of results 2635:Nested case–control study 2119:10.1027/2151-2604/a000176 1487:10.1016/j.cct.2004.11.020 1332:10.1191/1740774505cn089oa 820:The Journal of Physiology 334:statistically significant 5692:Repeated measures design 5404:Restricted randomization 5203:Environmental statistics 4725:Elliptical distributions 4518:Generalized linear model 4447:Simple linear regression 4217:Hodges–Lehmann estimator 3674:Probability distribution 3583:Stochastic approximation 3145:Coefficient of variation 2504:Academic clinical trials 4863:Cross-correlation (XCF) 4471:Non-standard predictors 3905:Lehmann–ScheffĂŠ theorem 3578:Adaptive clinical trial 2722:Relative risk reduction 2570:Adaptive clinical trial 2514:Evidence-based medicine 2497:Adaptive clinical trial 2409:10.1073/pnas.1114999109 2101:Kirsch, Irving (2014). 1862:10.1176/ajp.149.12.1730 1637:10.1002/scin.5591770721 1510:"A question of Control" 744:(1840), ISBN 1104040891 5747:Mathematics portal 5509:Ordinary least squares 5259:Mathematics portal 5080:Engineering statistics 4988:Nelson–Aalen estimator 4565:Analysis of covariance 4452:Ordinary least squares 4376:Pearson product-moment 3780:Statistical functional 3691:Empirical distribution 3524:Controlled experiments 3253:Frequency distribution 3031:Descriptive statistics 2710:Number needed to treat 2310:"Under the Microscope" 2061:10.1186/1747-5341-3-14 1694:Pharmaceutical Journal 505:Allocation concealment 318:good clinical practice 228:each blind succeeded. 5778:Design of experiments 5344:Scientific experiment 5326:Design of experiments 5175:Population statistics 5117:System identification 4851:Autocorrelation (ACF) 4779:Exponential smoothing 4693:Discriminant analysis 4688:Canonical correlation 4552:Partition of variance 4414:Regression validation 4258:(Jonckheere–Terpstra) 4157:Likelihood-ratio test 3846:Frequentist inference 3758:Location–scale family 3679:Sampling distribution 3644:Statistical inference 3611:Cross-sectional study 3598:Observational studies 3557:Randomized experiment 3386:Stem-and-leaf display 3188:Central limit theorem 2714:Number needed to harm 2601:Cross-sectional study 2553:Scientific experiment 2509:Clinical study design 2291:Monitor on Psychology 1905:10.1192/bjp.172.3.227 793:10.1353/sor.2005.0016 279:Post-study unblinding 273:hierarchy of evidence 5618:Fractional factorial 5098:Probabilistic design 4683:Principal components 4526:Exponential families 4478:Nonlinear regression 4457:General linear model 4419:Mixed effects models 4409:Errors and residuals 4386:Confounding variable 4288:Bayesian probability 4266:Van der Waerden test 4256:Ordered alternative 4021:Multiple comparisons 3900:Rao–Blackwellization 3863:Estimating equations 3819:Statistical distance 3537:Factorial experiment 3070:Arithmetic-Geometric 2680:Cumulative incidence 301:code-break procedure 295:Premature unblinding 289:treatment allocation 220:has been blinded to 207:treatment allocation 5752:Statistical outline 5712:Sequential analysis 5677:Graeco-Latin square 5586:Multiple comparison 5533:Hierarchical model: 5170:Official statistics 5093:Methods engineering 4774:Seasonal adjustment 4542:Poisson regressions 4462:Bayesian regression 4401:Regression analysis 4381:Partial correlation 4353:Regression analysis 3952:Prediction interval 3947:Likelihood interval 3937:Confidence interval 3929:Interval estimation 3890:Unbiased estimators 3708:Model specification 3588:Up-and-down designs 3276:Partial correlation 3232:Index of dispersion 3150:Interquartile range 2587:Observational study 2519:Real world evidence 2473:experimental design 2400:2012PNAS..109..760F 2211:2015PLoSO..1019612V 1739:The Journal of Pain 1031:2015Natur.526..187M 531:Observational study 462:police photo lineup 5798:Medical statistics 5757:Statistical topics 5349:Statistical design 5190:Spatial statistics 5070:Medical statistics 4970:First hitting time 4924:Whittle likelihood 4575:Degrees of freedom 4570:Multivariate ANOVA 4503:Heteroscedasticity 4315:Bayesian estimator 4280:Bayesian inference 4129:Kolmogorov–Smirnov 4014:Randomization test 3984:Testing hypotheses 3957:Tolerance interval 3868:Maximum likelihood 3763:Exponential family 3696:Density estimation 3656:Statistical theory 3616:Natural experiment 3562:Scientific control 3479:Survey methodology 3165:Standard deviation 2873:Risk–benefit ratio 2840:First-in-man study 2790:Case fatality rate 2631:Case–control study 2605:Longitudinal study 2382:Fritz, C. (2012). 2340:The New York Times 938:10.1093/ije/dyu115 662:Dubourg G (1852). 444:In social sciences 130:Friedrich Schiller 36:blinded experiment 5793:French inventions 5788:Scientific method 5783:Clinical research 5765: 5764: 5652:Central composite 5550:Cochran's theorem 5504:Linear regression 5481:Nuisance variable 5394:Random assignment 5371:Experimental unit 5292: 5291: 5230: 5229: 5226: 5225: 5165:National accounts 5135:Actuarial science 5127:Social statistics 5020: 5019: 5016: 5015: 5012: 5011: 4947:Survival function 4932: 4931: 4794:Granger causality 4635:Contingency table 4610:Survival analysis 4587: 4586: 4583: 4582: 4439:Linear regression 4334: 4333: 4330: 4329: 4305:Credible interval 4274: 4273: 4057: 4056: 3873:Method of moments 3742:Parametric family 3703:Statistical model 3633: 3632: 3629: 3628: 3547:Random assignment 3469:Statistical power 3403: 3402: 3399: 3398: 3248:Contingency table 3218: 3217: 3085:Generalized/power 2966: 2965: 2914:Survivorship bias 2878:Systematic review 2845:Multicenter trial 2808: 2807: 2798:Likelihood-ratios 2770:Clinical endpoint 2738:Population impact 2692:Period prevalence 2469:Clinical research 2372:, 2 January 2012. 1856:(12): 1730–1731. 1515:. Nature Magazine 1214:(9307): 696–700. 1025:(7572): 187–189. 876:978-1-4051-4961-7 765:978-2-08-121793-5 638:FĂŠtis FJ (1868). 573:(10): 1059–1069. 363:clinical protocol 224:information, and 175:confirmation bias 87:scientific method 60:clinical protocol 56:confirmation bias 16:(Redirected from 5805: 5745: 5744: 5682:Orthogonal array 5319: 5312: 5305: 5296: 5280: 5279: 5268: 5267: 5257: 5256: 5242: 5241: 5145:Crime statistics 5039: 5026: 4943: 4909:Fourier analysis 4896:Frequency domain 4876: 4823: 4789:Structural break 4749: 4698:Cluster analysis 4645:Log-linear model 4618: 4593: 4534: 4508:Homoscedasticity 4364: 4340: 4259: 4251: 4243: 4242:(Kruskal–Wallis) 4227: 4212: 4167:Cross validation 4152: 4134:Anderson–Darling 4081: 4068: 4039:Likelihood-ratio 4031:Parametric tests 4009:Permutation test 3992:1- & 2-tails 3883:Minimum distance 3855:Point estimation 3851: 3802:Optimal decision 3753: 3652: 3639: 3621:Quasi-experiment 3571:Adaptive designs 3422: 3409: 3286:Rank correlation 3048: 3039: 3026: 2993: 2986: 2979: 2970: 2813:Trial/test types 2688:Point prevalence 2666: 2609:Ecological study 2592:EBM II-2 to II-3 2563:Open-label trial 2558:Blind experiment 2534:Controlled study 2462: 2455: 2448: 2439: 2432: 2431: 2421: 2411: 2379: 2373: 2357: 2351: 2350: 2348: 2346: 2331: 2325: 2324: 2322: 2320: 2305: 2299: 2298: 2282: 2276: 2275: 2273: 2272: 2257: 2251: 2250: 2240: 2222: 2190: 2184: 2183: 2155: 2149: 2148: 2138: 2098: 2092: 2091: 2081: 2063: 2039: 2033: 2032: 2022: 1982: 1976: 1975: 1939: 1933: 1932: 1888: 1882: 1881: 1845: 1839: 1838: 1794: 1788: 1787: 1785: 1783: 1754: 1730: 1724: 1723: 1717: 1709: 1707: 1705: 1685: 1679: 1678: 1676: 1674: 1665:. 11 June 2009. 1655: 1649: 1648: 1620: 1614: 1613: 1611: 1609: 1599: 1591: 1585: 1584: 1574: 1555:10.1136/bmj.c332 1534: 1525: 1524: 1522: 1520: 1514: 1508:Ledford, Heidi. 1505: 1499: 1498: 1466: 1460: 1459: 1449: 1424:(7063): 1008–9. 1409: 1403: 1402: 1358: 1352: 1351: 1314: 1308: 1307: 1297: 1257: 1248: 1247: 1203: 1197: 1196: 1159: 1153: 1152: 1142: 1123:10.1136/bmj.c869 1102: 1096: 1095: 1059: 1053: 1052: 1042: 1010: 1001: 1000: 990: 966: 960: 959: 949: 917: 911: 910: 904: 900: 898: 890: 884: 883: 860: 854: 853: 843: 811: 805: 804: 776: 770: 769: 751: 745: 739: 733: 732: 722: 690: 681: 680: 678: 677: 659: 653: 652: 650: 649: 635: 629: 628: 626: 624: 615:. 11 June 2009. 605: 599: 598: 562: 515:Blind taste test 499: 494: 493: 438:publication bias 400:systematic error 285:clinical studies 21: 5813: 5812: 5808: 5807: 5806: 5804: 5803: 5802: 5768: 5767: 5766: 5761: 5739: 5721: 5698:Crossover study 5689: 5687:Latin hypercube 5623:Plackett–Burman 5602: 5599: 5598: 5590: 5493: 5485: 5426: 5418: 5335: 5328: 5323: 5293: 5288: 5251: 5222: 5184: 5121: 5107:quality control 5074: 5056:Clinical trials 5033: 5008: 4992: 4980:Hazard function 4974: 4928: 4890: 4874: 4837: 4833:Breusch–Godfrey 4821: 4798: 4738: 4713:Factor analysis 4659: 4640:Graphical model 4612: 4579: 4546: 4532: 4512: 4466: 4433: 4395: 4358: 4357: 4326: 4270: 4257: 4249: 4241: 4225: 4210: 4189:Rank statistics 4183: 4162:Model selection 4150: 4108:Goodness of fit 4102: 4079: 4053: 4025: 3978: 3923: 3912:Median unbiased 3840: 3751: 3684:Order statistic 3646: 3625: 3592: 3566: 3518: 3473: 3416: 3414:Data collection 3395: 3307: 3262: 3236: 3214: 3174: 3126: 3043:Continuous data 3033: 3020: 3002: 2997: 2967: 2962: 2933: 2897: 2859: 2804: 2758: 2732: 2706:Risk difference 2694: 2655: 2589: 2581: 2536: 2528: 2492:Trial protocols 2475: 2466: 2436: 2435: 2381: 2380: 2376: 2358: 2354: 2344: 2342: 2333: 2332: 2328: 2318: 2316: 2307: 2306: 2302: 2284: 2283: 2279: 2270: 2268: 2259: 2258: 2254: 2205:(3): e0119612. 2192: 2191: 2187: 2157: 2156: 2152: 2100: 2099: 2095: 2041: 2040: 2036: 1997:(1): CD003012. 1984: 1983: 1979: 1941: 1940: 1936: 1890: 1889: 1885: 1847: 1846: 1842: 1796: 1795: 1791: 1781: 1779: 1732: 1731: 1727: 1710: 1703: 1701: 1687: 1686: 1682: 1672: 1670: 1657: 1656: 1652: 1622: 1621: 1617: 1607: 1605: 1597: 1593: 1592: 1588: 1536: 1535: 1528: 1518: 1516: 1512: 1507: 1506: 1502: 1468: 1467: 1463: 1411: 1410: 1406: 1360: 1359: 1355: 1316: 1315: 1311: 1259: 1258: 1251: 1205: 1204: 1200: 1161: 1160: 1156: 1104: 1103: 1099: 1061: 1060: 1056: 1040:10.1038/526187a 1012: 1011: 1004: 968: 967: 963: 919: 918: 914: 901: 891: 881: 879: 877: 862: 861: 857: 813: 812: 808: 781:Social Research 778: 777: 773: 766: 753: 752: 748: 740: 736: 705:(12): 642–643. 692: 691: 684: 675: 673: 661: 660: 656: 647: 645: 637: 636: 632: 622: 620: 607: 606: 602: 564: 563: 554: 549: 495: 488: 485: 476: 470: 458: 446: 433: 412: 404:active placebos 388: 375: 355: 350: 330:false positives 326: 297: 281: 254:false dichotomy 240:is a source of 234: 190: 183: 166: 161: 153:W. H. R. Rivers 103: 76:antidepressants 72:pain medication 28: 23: 22: 18:Double-blinding 15: 12: 11: 5: 5811: 5809: 5801: 5800: 5795: 5790: 5785: 5780: 5770: 5769: 5763: 5762: 5760: 5759: 5754: 5749: 5737: 5732: 5726: 5723: 5722: 5720: 5719: 5714: 5709: 5701: 5700: 5695: 5684: 5679: 5674: 5669: 5663: 5655: 5654: 5649: 5644: 5639: 5631: 5630: 5625: 5620: 5615: 5607: 5605: 5592: 5591: 5589: 5588: 5583: 5577: 5576: 5564: 5552: 5547: 5539: 5538: 5530: 5525: 5517: 5516: 5511: 5506: 5500: 5498: 5487: 5486: 5484: 5483: 5478: 5473: 5466: 5461: 5456: 5451: 5446: 5441: 5433: 5431: 5420: 5419: 5417: 5416: 5411: 5406: 5401: 5396: 5391: 5384:Optimal design 5379: 5378: 5373: 5368: 5356: 5351: 5346: 5340: 5338: 5330: 5329: 5324: 5322: 5321: 5314: 5307: 5299: 5290: 5289: 5287: 5286: 5274: 5262: 5248: 5235: 5232: 5231: 5228: 5227: 5224: 5223: 5221: 5220: 5215: 5210: 5205: 5200: 5194: 5192: 5186: 5185: 5183: 5182: 5177: 5172: 5167: 5162: 5157: 5152: 5147: 5142: 5137: 5131: 5129: 5123: 5122: 5120: 5119: 5114: 5109: 5100: 5095: 5090: 5084: 5082: 5076: 5075: 5073: 5072: 5067: 5062: 5053: 5051:Bioinformatics 5047: 5045: 5035: 5034: 5029: 5022: 5021: 5018: 5017: 5014: 5013: 5010: 5009: 5007: 5006: 5000: 4998: 4994: 4993: 4991: 4990: 4984: 4982: 4976: 4975: 4973: 4972: 4967: 4962: 4957: 4951: 4949: 4940: 4934: 4933: 4930: 4929: 4927: 4926: 4921: 4916: 4911: 4906: 4900: 4898: 4892: 4891: 4889: 4888: 4883: 4878: 4870: 4865: 4860: 4859: 4858: 4856:partial (PACF) 4847: 4845: 4839: 4838: 4836: 4835: 4830: 4825: 4817: 4812: 4806: 4804: 4803:Specific tests 4800: 4799: 4797: 4796: 4791: 4786: 4781: 4776: 4771: 4766: 4761: 4755: 4753: 4746: 4740: 4739: 4737: 4736: 4735: 4734: 4733: 4732: 4717: 4716: 4715: 4705: 4703:Classification 4700: 4695: 4690: 4685: 4680: 4675: 4669: 4667: 4661: 4660: 4658: 4657: 4652: 4650:McNemar's test 4647: 4642: 4637: 4632: 4626: 4624: 4614: 4613: 4596: 4589: 4588: 4585: 4584: 4581: 4580: 4578: 4577: 4572: 4567: 4562: 4556: 4554: 4548: 4547: 4545: 4544: 4528: 4522: 4520: 4514: 4513: 4511: 4510: 4505: 4500: 4495: 4490: 4488:Semiparametric 4485: 4480: 4474: 4472: 4468: 4467: 4465: 4464: 4459: 4454: 4449: 4443: 4441: 4435: 4434: 4432: 4431: 4426: 4421: 4416: 4411: 4405: 4403: 4397: 4396: 4394: 4393: 4388: 4383: 4378: 4372: 4370: 4360: 4359: 4356: 4355: 4350: 4344: 4343: 4336: 4335: 4332: 4331: 4328: 4327: 4325: 4324: 4323: 4322: 4312: 4307: 4302: 4301: 4300: 4295: 4284: 4282: 4276: 4275: 4272: 4271: 4269: 4268: 4263: 4262: 4261: 4253: 4245: 4229: 4226:(Mann–Whitney) 4221: 4220: 4219: 4206: 4205: 4204: 4193: 4191: 4185: 4184: 4182: 4181: 4180: 4179: 4174: 4169: 4159: 4154: 4151:(Shapiro–Wilk) 4146: 4141: 4136: 4131: 4126: 4118: 4112: 4110: 4104: 4103: 4101: 4100: 4092: 4083: 4071: 4065: 4063:Specific tests 4059: 4058: 4055: 4054: 4052: 4051: 4046: 4041: 4035: 4033: 4027: 4026: 4024: 4023: 4018: 4017: 4016: 4006: 4005: 4004: 3994: 3988: 3986: 3980: 3979: 3977: 3976: 3975: 3974: 3969: 3959: 3954: 3949: 3944: 3939: 3933: 3931: 3925: 3924: 3922: 3921: 3916: 3915: 3914: 3909: 3908: 3907: 3902: 3887: 3886: 3885: 3880: 3875: 3870: 3859: 3857: 3848: 3842: 3841: 3839: 3838: 3833: 3828: 3827: 3826: 3816: 3811: 3810: 3809: 3799: 3798: 3797: 3792: 3787: 3777: 3772: 3767: 3766: 3765: 3760: 3755: 3739: 3738: 3737: 3732: 3727: 3717: 3716: 3715: 3710: 3700: 3699: 3698: 3688: 3687: 3686: 3676: 3671: 3666: 3660: 3658: 3648: 3647: 3642: 3635: 3634: 3631: 3630: 3627: 3626: 3624: 3623: 3618: 3613: 3608: 3602: 3600: 3594: 3593: 3591: 3590: 3585: 3580: 3574: 3572: 3568: 3567: 3565: 3564: 3559: 3554: 3549: 3544: 3539: 3534: 3528: 3526: 3520: 3519: 3517: 3516: 3514:Standard error 3511: 3506: 3501: 3500: 3499: 3494: 3483: 3481: 3475: 3474: 3472: 3471: 3466: 3461: 3456: 3451: 3446: 3444:Optimal design 3441: 3436: 3430: 3428: 3418: 3417: 3412: 3405: 3404: 3401: 3400: 3397: 3396: 3394: 3393: 3388: 3383: 3378: 3373: 3368: 3363: 3358: 3353: 3348: 3343: 3338: 3333: 3328: 3323: 3317: 3315: 3309: 3308: 3306: 3305: 3300: 3299: 3298: 3293: 3283: 3278: 3272: 3270: 3264: 3263: 3261: 3260: 3255: 3250: 3244: 3242: 3241:Summary tables 3238: 3237: 3235: 3234: 3228: 3226: 3220: 3219: 3216: 3215: 3213: 3212: 3211: 3210: 3205: 3200: 3190: 3184: 3182: 3176: 3175: 3173: 3172: 3167: 3162: 3157: 3152: 3147: 3142: 3136: 3134: 3128: 3127: 3125: 3124: 3119: 3114: 3113: 3112: 3107: 3102: 3097: 3092: 3087: 3082: 3077: 3075:Contraharmonic 3072: 3067: 3056: 3054: 3045: 3035: 3034: 3029: 3022: 3021: 3019: 3018: 3013: 3007: 3004: 3003: 2998: 2996: 2995: 2988: 2981: 2973: 2964: 2963: 2961: 2960: 2957:List of topics 2953: 2946: 2938: 2935: 2934: 2932: 2931: 2926: 2921: 2916: 2911: 2909:Selection bias 2905: 2903: 2899: 2898: 2896: 2895: 2890: 2885: 2880: 2875: 2869: 2867: 2861: 2860: 2858: 2857: 2852: 2847: 2842: 2837: 2832: 2830:Animal testing 2827: 2822: 2816: 2814: 2810: 2809: 2806: 2805: 2782:Mortality rate 2768: 2766: 2760: 2759: 2742: 2740: 2734: 2733: 2704: 2702: 2696: 2695: 2674: 2672: 2663: 2657: 2656: 2654: 2653: 2648: 2643: 2638: 2628: 2627: 2626: 2621: 2611: 2597: 2595: 2583: 2582: 2580: 2579: 2578: 2577: 2575:Platform trial 2567: 2566: 2565: 2560: 2555: 2544: 2542: 2530: 2529: 2527: 2526: 2521: 2516: 2511: 2506: 2501: 2500: 2499: 2494: 2487:Clinical trial 2483: 2481: 2477: 2476: 2467: 2465: 2464: 2457: 2450: 2442: 2434: 2433: 2374: 2352: 2326: 2300: 2277: 2252: 2185: 2166:(4): 235–242. 2150: 2113:(3): 128–134. 2093: 2034: 1977: 1934: 1899:(3): 227–231. 1883: 1840: 1805:(3): 250–252. 1789: 1745:(5): 489–500. 1725: 1680: 1650: 1615: 1586: 1526: 1500: 1461: 1404: 1353: 1326:(3): 254–259. 1309: 1249: 1198: 1154: 1097: 1054: 1002: 961: 932:(4): 1272–83. 912: 875: 855: 806: 771: 764: 746: 734: 682: 654: 630: 600: 551: 550: 548: 545: 544: 543: 538: 533: 528: 522: 517: 512: 507: 501: 500: 497:Science portal 484: 481: 474:Blind audition 472:Main article: 469: 466: 457: 454: 445: 442: 432: 429: 411: 408: 392:antidepressant 387: 384: 374: 371: 354: 351: 349: 346: 325: 322: 310:active placebo 308:the use of an 296: 293: 280: 277: 233: 230: 182: 179: 165: 162: 160: 157: 143:published his 141:Claude Bernard 102: 99: 26: 24: 14: 13: 10: 9: 6: 4: 3: 2: 5810: 5799: 5796: 5794: 5791: 5789: 5786: 5784: 5781: 5779: 5776: 5775: 5773: 5758: 5755: 5753: 5750: 5748: 5743: 5738: 5736: 5733: 5731: 5728: 5727: 5724: 5718: 5715: 5713: 5710: 5708: 5707: 5703: 5702: 5699: 5696: 5694: 5693: 5688: 5685: 5683: 5680: 5678: 5675: 5673: 5670: 5667: 5664: 5662: 5661: 5657: 5656: 5653: 5650: 5648: 5645: 5643: 5640: 5638: 5637: 5633: 5632: 5629: 5626: 5624: 5621: 5619: 5616: 5614: 5613: 5609: 5608: 5606: 5604: 5597: 5593: 5587: 5584: 5582: 5581:Compare means 5579: 5578: 5575: 5573: 5569: 5565: 5563: 5561: 5557: 5553: 5551: 5548: 5546: 5545: 5541: 5540: 5537: 5534: 5531: 5529: 5526: 5524: 5523: 5522:Random effect 5519: 5518: 5515: 5512: 5510: 5507: 5505: 5502: 5501: 5499: 5497: 5492: 5488: 5482: 5479: 5477: 5474: 5472: 5471: 5467: 5465: 5464:Orthogonality 5462: 5460: 5457: 5455: 5452: 5450: 5447: 5445: 5442: 5440: 5439: 5435: 5434: 5432: 5430: 5425: 5421: 5415: 5412: 5410: 5407: 5405: 5402: 5400: 5399:Randomization 5397: 5395: 5392: 5390: 5386: 5385: 5381: 5380: 5377: 5374: 5372: 5369: 5367: 5364: 5360: 5357: 5355: 5352: 5350: 5347: 5345: 5342: 5341: 5339: 5337: 5331: 5327: 5320: 5315: 5313: 5308: 5306: 5301: 5300: 5297: 5285: 5284: 5275: 5273: 5272: 5263: 5261: 5260: 5255: 5249: 5247: 5246: 5237: 5236: 5233: 5219: 5216: 5214: 5213:Geostatistics 5211: 5209: 5206: 5204: 5201: 5199: 5196: 5195: 5193: 5191: 5187: 5181: 5180:Psychometrics 5178: 5176: 5173: 5171: 5168: 5166: 5163: 5161: 5158: 5156: 5153: 5151: 5148: 5146: 5143: 5141: 5138: 5136: 5133: 5132: 5130: 5128: 5124: 5118: 5115: 5113: 5110: 5108: 5104: 5101: 5099: 5096: 5094: 5091: 5089: 5086: 5085: 5083: 5081: 5077: 5071: 5068: 5066: 5063: 5061: 5057: 5054: 5052: 5049: 5048: 5046: 5044: 5043:Biostatistics 5040: 5036: 5032: 5027: 5023: 5005: 5004:Log-rank test 5002: 5001: 4999: 4995: 4989: 4986: 4985: 4983: 4981: 4977: 4971: 4968: 4966: 4963: 4961: 4958: 4956: 4953: 4952: 4950: 4948: 4944: 4941: 4939: 4935: 4925: 4922: 4920: 4917: 4915: 4912: 4910: 4907: 4905: 4902: 4901: 4899: 4897: 4893: 4887: 4884: 4882: 4879: 4877: 4875:(Box–Jenkins) 4871: 4869: 4866: 4864: 4861: 4857: 4854: 4853: 4852: 4849: 4848: 4846: 4844: 4840: 4834: 4831: 4829: 4828:Durbin–Watson 4826: 4824: 4818: 4816: 4813: 4811: 4810:Dickey–Fuller 4808: 4807: 4805: 4801: 4795: 4792: 4790: 4787: 4785: 4784:Cointegration 4782: 4780: 4777: 4775: 4772: 4770: 4767: 4765: 4762: 4760: 4759:Decomposition 4757: 4756: 4754: 4750: 4747: 4745: 4741: 4731: 4728: 4727: 4726: 4723: 4722: 4721: 4718: 4714: 4711: 4710: 4709: 4706: 4704: 4701: 4699: 4696: 4694: 4691: 4689: 4686: 4684: 4681: 4679: 4676: 4674: 4671: 4670: 4668: 4666: 4662: 4656: 4653: 4651: 4648: 4646: 4643: 4641: 4638: 4636: 4633: 4631: 4630:Cohen's kappa 4628: 4627: 4625: 4623: 4619: 4615: 4611: 4607: 4603: 4599: 4594: 4590: 4576: 4573: 4571: 4568: 4566: 4563: 4561: 4558: 4557: 4555: 4553: 4549: 4543: 4539: 4535: 4529: 4527: 4524: 4523: 4521: 4519: 4515: 4509: 4506: 4504: 4501: 4499: 4496: 4494: 4491: 4489: 4486: 4484: 4483:Nonparametric 4481: 4479: 4476: 4475: 4473: 4469: 4463: 4460: 4458: 4455: 4453: 4450: 4448: 4445: 4444: 4442: 4440: 4436: 4430: 4427: 4425: 4422: 4420: 4417: 4415: 4412: 4410: 4407: 4406: 4404: 4402: 4398: 4392: 4389: 4387: 4384: 4382: 4379: 4377: 4374: 4373: 4371: 4369: 4365: 4361: 4354: 4351: 4349: 4346: 4345: 4341: 4337: 4321: 4318: 4317: 4316: 4313: 4311: 4308: 4306: 4303: 4299: 4296: 4294: 4291: 4290: 4289: 4286: 4285: 4283: 4281: 4277: 4267: 4264: 4260: 4254: 4252: 4246: 4244: 4238: 4237: 4236: 4233: 4232:Nonparametric 4230: 4228: 4222: 4218: 4215: 4214: 4213: 4207: 4203: 4202:Sample median 4200: 4199: 4198: 4195: 4194: 4192: 4190: 4186: 4178: 4175: 4173: 4170: 4168: 4165: 4164: 4163: 4160: 4158: 4155: 4153: 4147: 4145: 4142: 4140: 4137: 4135: 4132: 4130: 4127: 4125: 4123: 4119: 4117: 4114: 4113: 4111: 4109: 4105: 4099: 4097: 4093: 4091: 4089: 4084: 4082: 4077: 4073: 4072: 4069: 4066: 4064: 4060: 4050: 4047: 4045: 4042: 4040: 4037: 4036: 4034: 4032: 4028: 4022: 4019: 4015: 4012: 4011: 4010: 4007: 4003: 4000: 3999: 3998: 3995: 3993: 3990: 3989: 3987: 3985: 3981: 3973: 3970: 3968: 3965: 3964: 3963: 3960: 3958: 3955: 3953: 3950: 3948: 3945: 3943: 3940: 3938: 3935: 3934: 3932: 3930: 3926: 3920: 3917: 3913: 3910: 3906: 3903: 3901: 3898: 3897: 3896: 3893: 3892: 3891: 3888: 3884: 3881: 3879: 3876: 3874: 3871: 3869: 3866: 3865: 3864: 3861: 3860: 3858: 3856: 3852: 3849: 3847: 3843: 3837: 3834: 3832: 3829: 3825: 3822: 3821: 3820: 3817: 3815: 3812: 3808: 3807:loss function 3805: 3804: 3803: 3800: 3796: 3793: 3791: 3788: 3786: 3783: 3782: 3781: 3778: 3776: 3773: 3771: 3768: 3764: 3761: 3759: 3756: 3754: 3748: 3745: 3744: 3743: 3740: 3736: 3733: 3731: 3728: 3726: 3723: 3722: 3721: 3718: 3714: 3711: 3709: 3706: 3705: 3704: 3701: 3697: 3694: 3693: 3692: 3689: 3685: 3682: 3681: 3680: 3677: 3675: 3672: 3670: 3667: 3665: 3662: 3661: 3659: 3657: 3653: 3649: 3645: 3640: 3636: 3622: 3619: 3617: 3614: 3612: 3609: 3607: 3604: 3603: 3601: 3599: 3595: 3589: 3586: 3584: 3581: 3579: 3576: 3575: 3573: 3569: 3563: 3560: 3558: 3555: 3553: 3550: 3548: 3545: 3543: 3540: 3538: 3535: 3533: 3530: 3529: 3527: 3525: 3521: 3515: 3512: 3510: 3509:Questionnaire 3507: 3505: 3502: 3498: 3495: 3493: 3490: 3489: 3488: 3485: 3484: 3482: 3480: 3476: 3470: 3467: 3465: 3462: 3460: 3457: 3455: 3452: 3450: 3447: 3445: 3442: 3440: 3437: 3435: 3432: 3431: 3429: 3427: 3423: 3419: 3415: 3410: 3406: 3392: 3389: 3387: 3384: 3382: 3379: 3377: 3374: 3372: 3369: 3367: 3364: 3362: 3359: 3357: 3354: 3352: 3349: 3347: 3344: 3342: 3339: 3337: 3336:Control chart 3334: 3332: 3329: 3327: 3324: 3322: 3319: 3318: 3316: 3314: 3310: 3304: 3301: 3297: 3294: 3292: 3289: 3288: 3287: 3284: 3282: 3279: 3277: 3274: 3273: 3271: 3269: 3265: 3259: 3256: 3254: 3251: 3249: 3246: 3245: 3243: 3239: 3233: 3230: 3229: 3227: 3225: 3221: 3209: 3206: 3204: 3201: 3199: 3196: 3195: 3194: 3191: 3189: 3186: 3185: 3183: 3181: 3177: 3171: 3168: 3166: 3163: 3161: 3158: 3156: 3153: 3151: 3148: 3146: 3143: 3141: 3138: 3137: 3135: 3133: 3129: 3123: 3120: 3118: 3115: 3111: 3108: 3106: 3103: 3101: 3098: 3096: 3093: 3091: 3088: 3086: 3083: 3081: 3078: 3076: 3073: 3071: 3068: 3066: 3063: 3062: 3061: 3058: 3057: 3055: 3053: 3049: 3046: 3044: 3040: 3036: 3032: 3027: 3023: 3017: 3014: 3012: 3009: 3008: 3005: 3001: 2994: 2989: 2987: 2982: 2980: 2975: 2974: 2971: 2959: 2958: 2954: 2952: 2951: 2947: 2945: 2944: 2940: 2939: 2936: 2930: 2927: 2925: 2922: 2920: 2917: 2915: 2912: 2910: 2907: 2906: 2904: 2900: 2894: 2891: 2889: 2888:Meta-analysis 2886: 2884: 2881: 2879: 2876: 2874: 2871: 2870: 2868: 2866: 2862: 2856: 2855:Vaccine trial 2853: 2851: 2850:Seeding trial 2848: 2846: 2843: 2841: 2838: 2836: 2833: 2831: 2828: 2826: 2823: 2821: 2818: 2817: 2815: 2811: 2803: 2799: 2795: 2791: 2787: 2783: 2779: 2775: 2771: 2767: 2765: 2761: 2757: 2753: 2749: 2745: 2741: 2739: 2735: 2731: 2727: 2723: 2719: 2715: 2711: 2707: 2703: 2701: 2697: 2693: 2689: 2685: 2681: 2677: 2673: 2671: 2667: 2664: 2662: 2658: 2652: 2649: 2647: 2644: 2642: 2639: 2636: 2632: 2629: 2625: 2622: 2620: 2619:Retrospective 2617: 2616: 2615: 2612: 2610: 2606: 2602: 2599: 2598: 2596: 2593: 2588: 2584: 2576: 2573: 2572: 2571: 2568: 2564: 2561: 2559: 2556: 2554: 2551: 2550: 2549: 2546: 2545: 2543: 2540: 2539:EBM I to II-1 2535: 2531: 2525: 2522: 2520: 2517: 2515: 2512: 2510: 2507: 2505: 2502: 2498: 2495: 2493: 2490: 2489: 2488: 2485: 2484: 2482: 2478: 2474: 2470: 2463: 2458: 2456: 2451: 2449: 2444: 2443: 2440: 2429: 2425: 2420: 2415: 2410: 2405: 2401: 2397: 2394:(3): 760–63. 2393: 2389: 2385: 2378: 2375: 2371: 2370: 2365: 2361: 2356: 2353: 2341: 2337: 2330: 2327: 2315: 2314:Legal Affairs 2311: 2304: 2301: 2296: 2292: 2288: 2281: 2278: 2267: 2266:Berkeley News 2263: 2256: 2253: 2248: 2244: 2239: 2234: 2230: 2226: 2221: 2216: 2212: 2208: 2204: 2200: 2196: 2189: 2186: 2181: 2177: 2173: 2169: 2165: 2161: 2154: 2151: 2146: 2142: 2137: 2132: 2128: 2124: 2120: 2116: 2112: 2108: 2104: 2097: 2094: 2089: 2085: 2080: 2075: 2071: 2067: 2062: 2057: 2053: 2049: 2045: 2038: 2035: 2030: 2026: 2021: 2016: 2012: 2008: 2004: 2000: 1996: 1992: 1988: 1981: 1978: 1973: 1969: 1965: 1961: 1957: 1953: 1949: 1945: 1938: 1935: 1930: 1926: 1922: 1918: 1914: 1910: 1906: 1902: 1898: 1894: 1887: 1884: 1879: 1875: 1871: 1867: 1863: 1859: 1855: 1851: 1844: 1841: 1836: 1832: 1828: 1824: 1820: 1816: 1812: 1808: 1804: 1800: 1793: 1790: 1778: 1774: 1770: 1766: 1762: 1758: 1753: 1748: 1744: 1740: 1736: 1729: 1726: 1721: 1715: 1699: 1695: 1691: 1684: 1681: 1668: 1664: 1660: 1654: 1651: 1646: 1642: 1638: 1634: 1630: 1626: 1619: 1616: 1603: 1596: 1590: 1587: 1582: 1578: 1573: 1568: 1564: 1560: 1556: 1552: 1548: 1544: 1540: 1533: 1531: 1527: 1511: 1504: 1501: 1496: 1492: 1488: 1484: 1480: 1476: 1472: 1465: 1462: 1457: 1453: 1448: 1443: 1439: 1435: 1431: 1427: 1423: 1419: 1415: 1408: 1405: 1400: 1396: 1392: 1388: 1384: 1380: 1376: 1372: 1369:(10): 71–73. 1368: 1364: 1357: 1354: 1349: 1345: 1341: 1337: 1333: 1329: 1325: 1321: 1313: 1310: 1305: 1301: 1296: 1291: 1287: 1283: 1279: 1275: 1272:(6): 477–84. 1271: 1267: 1263: 1256: 1254: 1250: 1245: 1241: 1237: 1233: 1229: 1225: 1221: 1217: 1213: 1209: 1202: 1199: 1194: 1190: 1186: 1182: 1178: 1174: 1170: 1166: 1158: 1155: 1150: 1146: 1141: 1136: 1132: 1128: 1124: 1120: 1116: 1112: 1108: 1101: 1098: 1093: 1089: 1085: 1081: 1077: 1073: 1069: 1065: 1058: 1055: 1050: 1046: 1041: 1036: 1032: 1028: 1024: 1020: 1016: 1009: 1007: 1003: 998: 994: 989: 984: 981:(9): 973–83. 980: 976: 972: 965: 962: 957: 953: 948: 943: 939: 935: 931: 927: 923: 916: 913: 908: 896: 889: 878: 872: 868: 867: 859: 856: 851: 847: 842: 837: 833: 829: 825: 821: 817: 810: 807: 802: 798: 794: 790: 786: 782: 775: 772: 767: 761: 757: 750: 747: 743: 738: 735: 730: 726: 721: 716: 712: 708: 704: 700: 696: 689: 687: 683: 671: 667: 666: 658: 655: 643: 642: 634: 631: 618: 614: 610: 604: 601: 596: 592: 588: 584: 580: 576: 572: 568: 561: 559: 557: 553: 546: 542: 539: 537: 534: 532: 529: 526: 523: 521: 518: 516: 513: 511: 508: 506: 503: 502: 498: 492: 487: 482: 480: 475: 467: 465: 463: 455: 453: 451: 450:observer bias 443: 441: 439: 430: 428: 424: 421: 417: 409: 407: 405: 401: 397: 393: 385: 383: 380: 379:meta-analysis 372: 370: 366: 364: 360: 352: 347: 345: 343: 339: 335: 331: 323: 321: 319: 313: 311: 305: 302: 294: 292: 290: 286: 278: 276: 274: 270: 266: 262: 257: 255: 251: 247: 243: 239: 231: 229: 227: 223: 219: 214: 210: 208: 203: 199: 195: 188: 180: 178: 176: 172: 171:observer bias 163: 158: 156: 154: 150: 149:Enlightenment 146: 142: 137: 135: 131: 125: 123: 118: 116: 112: 108: 100: 98: 96: 92: 88: 83: 81: 77: 73: 68: 63: 61: 57: 53: 52:observer bias 49: 45: 41: 37: 33: 19: 5704: 5690: 5672:Latin square 5658: 5634: 5610: 5571: 5567: 5560:multivariate 5559: 5555: 5542: 5520: 5468: 5436: 5382: 5281: 5269: 5250: 5243: 5155:Econometrics 5105: / 5088:Chemometrics 5065:Epidemiology 5058: / 5031:Applications 4873:ARIMA model 4820:Q-statistic 4769:Stationarity 4665:Multivariate 4608: / 4604: / 4602:Multivariate 4600: / 4540: / 4536: / 4310:Bayes factor 4209:Signed rank 4121: 4095: 4087: 4075: 3770:Completeness 3606:Cohort study 3504:Opinion poll 3439:Missing data 3426:Study design 3381:Scatter plot 3303:Scatter plot 3296:Spearman's ρ 3258:Grouped data 2955: 2948: 2941: 2730:Hazard ratio 2614:Cohort study 2391: 2387: 2377: 2367: 2355: 2343:. Retrieved 2339: 2329: 2317:. Retrieved 2313: 2303: 2294: 2290: 2280: 2269:. Retrieved 2265: 2255: 2202: 2198: 2188: 2163: 2159: 2153: 2110: 2106: 2096: 2051: 2047: 2037: 1994: 1990: 1980: 1947: 1943: 1937: 1896: 1892: 1886: 1853: 1849: 1843: 1802: 1798: 1792: 1780:. Retrieved 1742: 1738: 1728: 1714:cite journal 1702:. Retrieved 1697: 1693: 1683: 1671:. Retrieved 1662: 1653: 1631:(7): 26–29. 1628: 1625:Science News 1624: 1618: 1606:. Retrieved 1604:. 2019-04-05 1601: 1589: 1546: 1542: 1517:. Retrieved 1503: 1481:(1): 25–37. 1478: 1474: 1464: 1421: 1417: 1407: 1366: 1362: 1356: 1323: 1319: 1312: 1269: 1265: 1211: 1207: 1201: 1168: 1164: 1157: 1114: 1110: 1100: 1070:(3): 254–9. 1067: 1063: 1057: 1022: 1018: 978: 974: 964: 929: 925: 915: 886: 880:. Retrieved 865: 858: 826:(1): 33–47. 823: 819: 809: 784: 780: 774: 755: 749: 741: 737: 702: 698: 674:. Retrieved 664: 657: 646:. Retrieved 640: 633: 621:. Retrieved 612: 603: 570: 566: 510:Black boxing 477: 459: 456:In forensics 447: 434: 425: 413: 389: 376: 367: 359:sham surgery 356: 348:Applications 327: 324:Significance 314: 306: 298: 282: 258: 235: 225: 221: 217: 211: 202:triple-blind 201: 198:double-blind 197: 194:single-blind 193: 191: 167: 144: 138: 126: 122:Stradivarius 119: 115:Franz Mesmer 104: 84: 64: 35: 31: 29: 5647:Box–Behnken 5528:Mixed model 5459:Confounding 5454:Interaction 5444:Effect size 5414:Sample size 5283:WikiProject 5198:Cartography 5160:Jurimetrics 5112:Reliability 4843:Time domain 4822:(Ljung–Box) 4744:Time-series 4622:Categorical 4606:Time-series 4598:Categorical 4533:(Bernoulli) 4368:Correlation 4348:Correlation 4144:Jarque–Bera 4116:Chi-squared 3878:M-estimator 3831:Asymptotics 3775:Sufficiency 3542:Interaction 3454:Replication 3434:Effect size 3391:Violin plot 3371:Radar chart 3351:Forest plot 3341:Correlogram 3291:Kendall's τ 2924:Null result 2883:Replication 2778:Infectivity 2700:Association 2651:Case report 2641:Case series 2624:Prospective 1320:Clin Trials 903:|work= 536:Metascience 520:Jadad scale 416:acupuncture 410:Acupuncture 396:effect size 353:In medicine 187:Double bind 181:Terminology 134:homeopathic 5772:Categories 5603:randomized 5601:Completely 5572:covariance 5334:Scientific 5150:Demography 4868:ARMA model 4673:Regression 4250:(Friedman) 4211:(Wilcoxon) 4149:Normality 4139:Lilliefors 4086:Student's 3962:Resampling 3836:Robustness 3824:divergence 3814:Efficiency 3752:(monotone) 3747:Likelihood 3664:Population 3497:Stratified 3449:Population 3268:Dependence 3224:Count data 3155:Percentile 3132:Dispersion 3065:Arithmetic 3000:Statistics 2726:Odds ratio 2718:Risk ratio 2684:Prevalence 2670:Occurrence 2646:Case study 2271:2019-08-29 882:2012-02-11 676:2011-07-21 648:2011-07-21 547:References 431:In physics 386:Depression 238:experiment 232:Unblinding 159:Background 136:dilution. 95:open trial 40:experiment 5612:Factorial 5496:inference 5476:Covariate 5438:Treatment 5424:Treatment 4531:Logistic 4298:posterior 4224:Rank sum 3972:Jackknife 3967:Bootstrap 3785:Bootstrap 3720:Parameter 3669:Statistic 3464:Statistic 3376:Run chart 3361:Pie chart 3356:Histogram 3346:Fan chart 3321:Bar chart 3203:L-moments 3090:Geometric 2786:Morbidity 2774:Virulence 2676:Incidence 2229:1932-6203 2127:2190-8370 2070:1747-5341 2011:1469-493X 1964:0022-006X 1913:0007-1250 1870:0002-953X 1835:207628021 1819:1535-7228 1761:1526-5900 1700:: 129–130 1645:1943-0930 1563:0959-8138 1438:0959-8138 1383:1526-5161 1286:1600-0528 1228:0140-6736 1185:1878-5921 1171:: 42–50. 1131:1756-1833 905:ignored ( 895:cite book 801:141036212 787:(1): 18. 587:1878-5921 139:In 1865, 111:mesmerism 67:unblinded 5735:Category 5730:Glossary 5536:Bayesian 5514:Bayesian 5470:Blocking 5449:Contrast 5429:blocking 5389:Bayesian 5376:Blinding 5366:validity 5363:external 5359:Internal 5245:Category 4938:Survival 4815:Johansen 4538:Binomial 4493:Isotonic 4080:(normal) 3725:location 3532:Blocking 3487:Sampling 3366:Q–Q plot 3331:Box plot 3313:Graphics 3208:Skewness 3198:Kurtosis 3170:Variance 3100:Heronian 3095:Harmonic 2950:Glossary 2943:Category 2820:In vitro 2661:Measures 2480:Overview 2428:22215592 2369:Discover 2345:26 April 2247:25747157 2199:PLOS ONE 2180:15022656 2145:25279271 2088:18505564 2029:14974002 1827:20194487 1782:22 April 1777:52813251 1769:30248448 1704:24 April 1667:Archived 1663:cebm.net 1608:21 April 1581:20332509 1549:: c332. 1519:24 April 1495:15837450 1399:53014880 1391:30339067 1348:36252366 1340:16279148 1304:19758415 1244:11578262 1236:11879884 1193:27555081 1149:20332511 1117:: c869. 1092:34932997 1084:11827510 1049:26450040 997:24972762 956:24881045 888:history. 850:16992882 729:17139070 617:Archived 613:cebm.net 595:24973822 483:See also 468:In music 250:no blind 246:spectrum 226:how well 91:medicine 5628:Taguchi 5596:Designs 5354:Control 5271:Commons 5218:Kriging 5103:Process 5060:studies 4919:Wavelet 4752:General 3919:Plug-in 3713:L space 3492:Cluster 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Index

Double-blinding
experiment
biases
observer's effect on the participants
observer bias
confirmation bias
clinical protocol
unblinded
pain medication
antidepressants
CONSORT
scientific method
medicine
open trial
French Royal Commission on Animal Magnetism
mesmerism
Franz Mesmer
Stradivarius
Friedrich Schiller
homeopathic
Claude Bernard
Enlightenment
W. H. R. Rivers
observer bias
confirmation bias
Double bind
treatment allocation
CONSORT
experiment
bias

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