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Scientific control

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it might be the dilutant that causes the effect. To control for the effect of the dilutant, the same test is run twice; once with the artificial sweetener in the dilutant, and another done exactly the same way but using the dilutant alone. Now the experiment is controlled for the dilutant and the experimenter can distinguish between sweetener, dilutant, and non-treatment. Controls are most often necessary where a confounding factor cannot easily be separated from the primary treatments. For example, it may be necessary to use a tractor to spread fertilizer where there is no other practicable way to spread fertilizer. The simplest solution is to have a treatment where a tractor is driven over plots without spreading fertilizer and in that way, the effects of tractor traffic are controlled.
144: 3510: 3496: 254:, and this result sets the baseline upon which the treatment must improve upon. Even if the treatment group shows improvement, it needs to be compared to the placebo group. If the groups show the same effect, then the treatment was not responsible for the improvement (because the same number of patients were cured in the absence of the treatment). The treatment is only effective if the treatment group shows more improvement than the placebo group. 47: 3534: 3522: 285:
When possible, multiple positive controls may be used—if there is more than one disease test that is known to be effective, more than one might be tested. Multiple positive controls also allow finer comparisons of the results (calibration, or standardization) if the expected results from the positive
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If the positive control does not produce the expected result, there may be something wrong with the experimental procedure, and the experiment is repeated. For difficult or complicated experiments, the result from the positive control can also help in comparison to previous experimental results. For
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The simplest types of control are negative and positive controls, and both are found in many different types of experiments. These two controls, when both are successful, are usually sufficient to eliminate most potential confounding variables: it means that the experiment produces a negative result
151:) and give fertilizer to half of them. If there are differences between the fertilized treatment and the unfertilized treatment, these differences may be due to the fertilizer as long as there weren't other confounding factors that affected the result. For example, if the fertilizer was spread by a 222:
and observes that ten of them subsequently become sick, the underlying cause could be the sweetener itself or something unrelated. Other variables, which may not be readily obvious, may interfere with the experimental design. For instance, the artificial sweetener might be mixed with a dilutant and
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to measure the amount of an enzyme in a set of extracts, a positive control would be an assay containing a known quantity of the purified enzyme (while a negative control would contain no enzyme). The positive control should give a large amount of enzyme activity, while the negative control should
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Where there are only two possible outcomes, e.g. positive or negative, if the treatment group and the negative control (non-treatment group) both produce a negative result, it can be inferred that the treatment had no effect. If the treatment group and the negative control both produce a positive
211:) can be very difficult. Control measurements may also be used for other purposes: for example, a measurement of a microphone's background noise in the absence of a signal allows the noise to be subtracted from later measurements of the signal, thus producing a processed signal of higher quality. 365:
if they deduce or otherwise obtain information that has been masked to them. 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. Unblinding is common in blind experiments and must be measured and
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In other examples, outcomes might be measured as lengths, times, percentages, and so forth. In the drug testing example, we could measure the percentage of patients cured. In this case, the treatment is inferred to have no effect when the treatment group and the negative control produce the same
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In randomization, the groups that receive different experimental treatments are determined randomly. While this does not ensure that there are no differences between the groups, it ensures that the differences are distributed equally, thus correcting for
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example, if the well-established disease test was determined to have the same effect as found by previous experimenters, this indicates that the experiment is being performed in the same way that the previous experimenters did.
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Controls eliminate alternate explanations of experimental results, especially experimental errors and experimenter bias. Many controls are specific to the type of experiment being performed, as in the molecular markers used in
270:), then we can compare it against a different test that is already known to work. The well-established test is a positive control since we already know that the answer to the question (whether the test works) is yes. 206:
experiments, and may simply have the purpose of ensuring that the equipment is working properly. The selection and use of proper controls to ensure that experimental results are valid (for example, absence of
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Bello, Segun; Moustgaard, Helene; HrĂłbjartsson, AsbjĂžrn (October 2014). "The risk of unblinding was infrequently and incompletely reported in 300 randomized clinical trial publications".
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when a negative result is expected, and a positive result when a positive result is expected. Other controls include vehicle controls, sham controls and comparative controls.
320:), the experiment can be controlled by assigning the treatments to randomly selected plots of land. This mitigates the effect of variations in soil composition on the yield. 179:). This increases the reliability of the results, often through a comparison between control measurements and the other measurements. Scientific controls are a part of the 588: 487: 354:. A blind can be imposed on any participant of an experiment, including subjects, researchers, technicians, data analysts, and evaluators. In some cases, 715: 2631: 3136: 3286: 685: 2910: 1551: 375: 2684: 1007: 1003: 3123: 1053: 1011: 999: 111: 708: 614: 83: 17: 460: 1546: 1246: 1174: 1090: 90: 2150: 1298: 955: 402: 64: 925: 580: 2933: 2825: 701: 659: 130: 97: 3538: 3111: 2985: 1212: 143: 3169: 2830: 2575: 1946: 1536: 1019: 520: 3220: 2432: 2239: 2128: 2086: 1057: 779: 79: 68: 2160: 3463: 2422: 1325: 1205: 890: 155:
but no tractor was used on the unfertilized treatment, then the effect of the tractor needs to be controlled.
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recommend that all studies assess and report unblinding. In practice, very few studies assess unblinding.
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an experiment. For example, participants may not know who received an active treatment and who received a
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is involved in the phenomenon under study, and the positive results are not solely due to the treatment.
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may be produced by making many different samples with different quantities of the enzyme.
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controls have different sizes. For example, in the enzyme assay discussed above, a
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has revealed high levels of unblinding in pharmacological trials. In particular,
2852: 3311: 3306: 1769: 1699: 1345: 1164: 1085: 1037: 830: 742: 425: 371: 343: 317: 287: 251: 3554: 3468: 3435: 3298: 3259: 3070: 3039: 2503: 2457: 2062: 1764: 1591: 1355: 1350: 1143: 1110: 1105: 581:"Oxford Centre for Evidence-based Medicine – Levels of Evidence (March 2009)" 558: 367: 346:, researchers could influence the experiment to meet their expectations (the 263: 3410: 3343: 3320: 3235: 2565: 1861: 1759: 1694: 1636: 1621: 1558: 1513: 985: 869: 566: 516: 355: 274: 507: 3453: 3415: 3098: 2999: 2861: 2674: 2641: 2133: 2050: 2045: 1689: 1646: 1626: 1606: 1596: 1365: 1179: 1033: 906: 896: 168: 2299: 1779: 1479: 1410: 1360: 1335: 1255: 981: 973: 939: 901: 808: 610: 452:
Life, Vol. II: Evolution, Diversity and Ecology: (Chs. 1, 21–33, 52–57)
362: 313: 266:. For example, to assess a new test's ability to detect a disease (its 164: 250:
results. Some improvement is expected in the placebo group due to the
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using a controlled experiment that has been described as the first
203: 385:, and is used in many fields of research. In some fields, such as 3473: 3174: 1080: 339: 152: 3395: 2376: 2350: 2330: 1581: 1372: 421: 678: 1224: 723: 488:"Practical aspects of experimental design in animal research" 334:
Blinding is the practice of withholding information that may
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designed to minimize the effects of variables other than the
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During the course of an experiment, a participant becomes
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Autoregressive conditional heteroskedasticity (ARCH)
214:For example, if a researcher feeds an experimental 71:. Unsourced material may be challenged and removed. 2599: 639: 27:Methods employed to reduce error in science tests 3552: 642:The Harvard Medical School guide to men's health 2685:Multivariate adaptive regression splines (MARS) 481: 479: 1240: 709: 476: 262:Positive controls are often used to assess 1285: 1247: 1233: 716: 702: 1898: 506: 186: 131:Learn how and when to remove this message 1008:Preventable fraction among the unexposed 1004:Attributable fraction for the population 530: 142: 1012:Preventable fraction for the population 1000:Attributable fraction among the exposed 14: 3553: 3211:Kaplan–Meier estimator (product limit) 358:may be necessary to achieve blinding. 350:), and evaluators could be subject to 3284: 2851: 2598: 1897: 1667: 1284: 1228: 697: 637: 381:Blinding is an important tool of the 3521: 3221:Accelerated failure time (AFT) model 1175:Correlation does not imply causation 1091:Animal testing on non-human primates 689:. Vol. 7 (11th ed.). 1911. 591:from the original on 26 October 2017 323: 69:adding citations to reliable sources 40: 3533: 2816:Analysis of variance (ANOVA, anova) 1668: 455:. W. H. Freeman. 2006. p. 15. 403:False positives and false negatives 257: 230: 24: 2911:Cochran–Mantel–Haenszel statistics 1537:Pearson product-moment correlation 443: 312:For example, in experiments where 242:result, it can be inferred that a 25: 3577: 671: 486:Johnson PD, Besselsen DG (2002). 3532: 3520: 3508: 3495: 3494: 3285: 609: 539:Journal of Clinical Epidemiology 293: 45: 3170:Least-squares spectral analysis 147:Take identical growing plants ( 56:needs additional citations for 2151:Mean-unbiased minimum-variance 1254: 1058:Pre- and post-test probability 780:Patient and public involvement 631: 603: 573: 551:10.1016/j.jclinepi.2014.05.007 278:give very low to no activity. 13: 1: 3464:Geographic information system 2680:Simultaneous equations models 437: 2647:Coefficient of determination 2258:Uniformly most powerful test 1185:Sex as a biological variable 36:Treatment and control groups 7: 3216:Proportional hazards models 3160:Spectral density estimation 3142:Vector autoregression (VAR) 2576:Maximum posterior estimator 1808:Randomized controlled trial 1149:Intention-to-treat analysis 1121:Analysis of clinical trials 1050:Specificity and sensitivity 804:Randomized controlled trial 396: 374:trials are poorly blinded. 10: 3582: 2976:Multivariate distributions 1396:Average absolute deviation 615:"A Treatise of the Scurvy" 413:Controlling for a variable 327: 297: 234: 190: 29: 3490: 3444: 3381: 3334: 3297: 3293: 3280: 3252: 3234: 3201: 3192: 3150: 3097: 3058: 3007: 2998: 2964:Structural equation model 2919: 2876: 2872: 2847: 2806: 2772: 2726: 2693: 2655: 2622: 2618: 2594: 2534: 2443: 2362: 2326: 2317: 2300:Score/Lagrange multiplier 2285: 2238: 2183: 2109: 2100: 1910: 1906: 1893: 1852: 1826: 1778: 1733: 1715:Sample size determination 1680: 1676: 1663: 1567: 1522: 1496: 1478: 1434: 1386: 1306: 1297: 1293: 1280: 1262: 1193: 1158:Interpretation of results 1157: 1119: 1068: 1018: 992: 954: 924: 915: 891:Nested case–control study 841: 788: 735: 638:Simon, Harvey B. (2002). 149:Argyroxiphium sandwicense 3459:Environmental statistics 2981:Elliptical distributions 2774:Generalized linear model 2703:Simple linear regression 2473:Hodges–Lehmann estimator 1930:Probability distribution 1839:Stochastic approximation 1401:Coefficient of variation 760:Academic clinical trials 237:Placebo-controlled study 3119:Cross-correlation (XCF) 2727:Non-standard predictors 2161:Lehmann–ScheffĂ© theorem 1834:Adaptive clinical trial 978:Relative risk reduction 826:Adaptive clinical trial 770:Evidence-based medicine 753:Adaptive clinical trial 686:EncyclopĂŠdia Britannica 432:Wait list control group 3515:Mathematics portal 3336:Engineering statistics 3244:Nelson–Aalen estimator 2821:Analysis of covariance 2708:Ordinary least squares 2632:Pearson product-moment 2036:Statistical functional 1947:Empirical distribution 1780:Controlled experiments 1509:Frequency distribution 1287:Descriptive statistics 966:Number needed to treat 218:to sixty laboratories 187:Controlled experiments 156: 18:Controlled experiments 3431:Population statistics 3373:System identification 3107:Autocorrelation (ACF) 3035:Exponential smoothing 2949:Discriminant analysis 2944:Canonical correlation 2808:Partition of variance 2670:Regression validation 2514:(Jonckheere–Terpstra) 2413:Likelihood-ratio test 2102:Frequentist inference 2014:Location–scale family 1935:Sampling distribution 1900:Statistical inference 1867:Cross-sectional study 1854:Observational studies 1813:Randomized experiment 1642:Stem-and-leaf display 1444:Central limit theorem 970:Number needed to harm 857:Cross-sectional study 809:Scientific experiment 765:Clinical study design 508:10.1093/ilar.43.4.202 209:confounding variables 177:confounding variables 146: 3354:Probabilistic design 2939:Principal components 2782:Exponential families 2734:Nonlinear regression 2713:General linear model 2675:Mixed effects models 2665:Errors and residuals 2642:Confounding variable 2544:Bayesian probability 2522:Van der Waerden test 2512:Ordered alternative 2277:Multiple comparisons 2156:Rao–Blackwellization 2119:Estimating equations 2075:Statistical distance 1793:Factorial experiment 1326:Arithmetic-Geometric 936:Cumulative incidence 376:Reporting guidelines 244:confounding variable 216:artificial sweetener 173:independent variable 80:"Scientific control" 65:improve this article 30:For other uses, see 3426:Official statistics 3349:Methods engineering 3030:Seasonal adjustment 2798:Poisson regressions 2718:Bayesian regression 2657:Regression analysis 2637:Partial correlation 2609:Regression analysis 2208:Prediction interval 2203:Likelihood interval 2193:Confidence interval 2185:Interval estimation 2146:Unbiased estimators 1964:Model specification 1844:Up-and-down designs 1532:Partial correlation 1488:Index of dispersion 1406:Interquartile range 843:Observational study 775:Real world evidence 729:experimental design 408:Designed experiment 197:Experimental design 3446:Spatial statistics 3326:Medical statistics 3226:First hitting time 3180:Whittle likelihood 2831:Degrees of freedom 2826:Multivariate ANOVA 2759:Heteroscedasticity 2571:Bayesian estimator 2536:Bayesian inference 2385:Kolmogorov–Smirnov 2270:Randomization test 2240:Testing hypotheses 2213:Tolerance interval 2124:Maximum likelihood 2019:Exponential family 1952:Density estimation 1912:Statistical theory 1872:Natural experiment 1818:Scientific control 1735:Survey methodology 1421:Standard deviation 1129:Risk–benefit ratio 1096:First-in-man study 1046:Case fatality rate 887:Case–control study 861:Longitudinal study 316:is affected (e.g. 161:scientific control 157: 3561:Scientific method 3548: 3547: 3486: 3485: 3482: 3481: 3421:National accounts 3391:Actuarial science 3383:Social statistics 3276: 3275: 3272: 3271: 3268: 3267: 3203:Survival function 3188: 3187: 3050:Granger causality 2891:Contingency table 2866:Survival analysis 2843: 2842: 2839: 2838: 2695:Linear regression 2590: 2589: 2586: 2585: 2561:Credible interval 2530: 2529: 2313: 2312: 2129:Method of moments 1998:Parametric family 1959:Statistical model 1889: 1888: 1885: 1884: 1803:Random assignment 1725:Statistical power 1659: 1658: 1655: 1654: 1504:Contingency table 1474: 1473: 1341:Generalized/power 1222: 1221: 1170:Survivorship bias 1134:Systematic review 1101:Multicenter trial 1064: 1063: 1054:Likelihood-ratios 1026:Clinical endpoint 994:Population impact 948:Period prevalence 725:Clinical research 545:(10): 1059–1069. 462:978-0-7167-7674-1 383:scientific method 352:confirmation bias 324:Blind experiments 307:systematic errors 300:Random assignment 273:Similarly, in an 193:Scientific method 181:scientific method 141: 140: 133: 115: 16:(Redirected from 3573: 3536: 3535: 3524: 3523: 3513: 3512: 3498: 3497: 3401:Crime statistics 3295: 3294: 3282: 3281: 3199: 3198: 3165:Fourier analysis 3152:Frequency domain 3132: 3079: 3045:Structural break 3005: 3004: 2954:Cluster analysis 2901:Log-linear model 2874: 2873: 2849: 2848: 2790: 2764:Homoscedasticity 2620: 2619: 2596: 2595: 2515: 2507: 2499: 2498:(Kruskal–Wallis) 2483: 2468: 2423:Cross validation 2408: 2390:Anderson–Darling 2337: 2324: 2323: 2295:Likelihood-ratio 2287:Parametric tests 2265:Permutation test 2248:1- & 2-tails 2139:Minimum distance 2111:Point estimation 2107: 2106: 2058:Optimal decision 2009: 1908: 1907: 1895: 1894: 1877:Quasi-experiment 1827:Adaptive designs 1678: 1677: 1665: 1664: 1542:Rank correlation 1304: 1303: 1295: 1294: 1282: 1281: 1249: 1242: 1235: 1226: 1225: 1069:Trial/test types 944:Point prevalence 922: 921: 865:Ecological study 848:EBM II-2 to II-3 819:Open-label trial 814:Blind experiment 790:Controlled study 718: 711: 704: 695: 694: 690: 682: 666: 665: 645: 635: 629: 628: 626: 620:. Archived from 619: 607: 601: 600: 598: 596: 587:. 11 June 2009. 577: 571: 570: 534: 528: 527: 525: 519:. Archived from 510: 492: 483: 474: 473: 471: 469: 447: 330:Blind experiment 258:Positive control 231:Negative control 136: 129: 125: 122: 116: 114: 73: 49: 41: 21: 3581: 3580: 3576: 3575: 3574: 3572: 3571: 3570: 3551: 3550: 3549: 3544: 3507: 3478: 3440: 3377: 3363:quality control 3330: 3312:Clinical trials 3289: 3264: 3248: 3236:Hazard function 3230: 3184: 3146: 3130: 3093: 3089:Breusch–Godfrey 3077: 3054: 2994: 2969:Factor analysis 2915: 2896:Graphical model 2868: 2835: 2802: 2788: 2768: 2722: 2689: 2651: 2614: 2613: 2582: 2526: 2513: 2505: 2497: 2481: 2466: 2445:Rank statistics 2439: 2418:Model selection 2406: 2364:Goodness of fit 2358: 2335: 2309: 2281: 2234: 2179: 2168:Median unbiased 2096: 2007: 1940:Order statistic 1902: 1881: 1848: 1822: 1774: 1729: 1672: 1670:Data collection 1651: 1563: 1518: 1492: 1470: 1430: 1382: 1299:Continuous data 1289: 1276: 1258: 1253: 1223: 1218: 1189: 1153: 1115: 1060: 1014: 988: 962:Risk difference 950: 911: 845: 837: 792: 784: 748:Trial protocols 731: 722: 680:"Control"  677: 674: 669: 662: 636: 632: 627:on 2 June 2015. 624: 617: 608: 604: 594: 592: 579: 578: 574: 535: 531: 523: 490: 484: 477: 467: 465: 463: 449: 448: 444: 440: 399: 348:observer effect 332: 326: 302: 296: 260: 239: 233: 199: 189: 137: 126: 120: 117: 74: 72: 62: 50: 39: 28: 23: 22: 15: 12: 11: 5: 3579: 3569: 3568: 3563: 3546: 3545: 3543: 3542: 3530: 3518: 3504: 3491: 3488: 3487: 3484: 3483: 3480: 3479: 3477: 3476: 3471: 3466: 3461: 3456: 3450: 3448: 3442: 3441: 3439: 3438: 3433: 3428: 3423: 3418: 3413: 3408: 3403: 3398: 3393: 3387: 3385: 3379: 3378: 3376: 3375: 3370: 3365: 3356: 3351: 3346: 3340: 3338: 3332: 3331: 3329: 3328: 3323: 3318: 3309: 3307:Bioinformatics 3303: 3301: 3291: 3290: 3278: 3277: 3274: 3273: 3270: 3269: 3266: 3265: 3263: 3262: 3256: 3254: 3250: 3249: 3247: 3246: 3240: 3238: 3232: 3231: 3229: 3228: 3223: 3218: 3213: 3207: 3205: 3196: 3190: 3189: 3186: 3185: 3183: 3182: 3177: 3172: 3167: 3162: 3156: 3154: 3148: 3147: 3145: 3144: 3139: 3134: 3126: 3121: 3116: 3115: 3114: 3112:partial (PACF) 3103: 3101: 3095: 3094: 3092: 3091: 3086: 3081: 3073: 3068: 3062: 3060: 3059:Specific tests 3056: 3055: 3053: 3052: 3047: 3042: 3037: 3032: 3027: 3022: 3017: 3011: 3009: 3002: 2996: 2995: 2993: 2992: 2991: 2990: 2989: 2988: 2973: 2972: 2971: 2961: 2959:Classification 2956: 2951: 2946: 2941: 2936: 2931: 2925: 2923: 2917: 2916: 2914: 2913: 2908: 2906:McNemar's test 2903: 2898: 2893: 2888: 2882: 2880: 2870: 2869: 2845: 2844: 2841: 2840: 2837: 2836: 2834: 2833: 2828: 2823: 2818: 2812: 2810: 2804: 2803: 2801: 2800: 2784: 2778: 2776: 2770: 2769: 2767: 2766: 2761: 2756: 2751: 2746: 2744:Semiparametric 2741: 2736: 2730: 2728: 2724: 2723: 2721: 2720: 2715: 2710: 2705: 2699: 2697: 2691: 2690: 2688: 2687: 2682: 2677: 2672: 2667: 2661: 2659: 2653: 2652: 2650: 2649: 2644: 2639: 2634: 2628: 2626: 2616: 2615: 2612: 2611: 2606: 2600: 2592: 2591: 2588: 2587: 2584: 2583: 2581: 2580: 2579: 2578: 2568: 2563: 2558: 2557: 2556: 2551: 2540: 2538: 2532: 2531: 2528: 2527: 2525: 2524: 2519: 2518: 2517: 2509: 2501: 2485: 2482:(Mann–Whitney) 2477: 2476: 2475: 2462: 2461: 2460: 2449: 2447: 2441: 2440: 2438: 2437: 2436: 2435: 2430: 2425: 2415: 2410: 2407:(Shapiro–Wilk) 2402: 2397: 2392: 2387: 2382: 2374: 2368: 2366: 2360: 2359: 2357: 2356: 2348: 2339: 2327: 2321: 2319:Specific tests 2315: 2314: 2311: 2310: 2308: 2307: 2302: 2297: 2291: 2289: 2283: 2282: 2280: 2279: 2274: 2273: 2272: 2262: 2261: 2260: 2250: 2244: 2242: 2236: 2235: 2233: 2232: 2231: 2230: 2225: 2215: 2210: 2205: 2200: 2195: 2189: 2187: 2181: 2180: 2178: 2177: 2172: 2171: 2170: 2165: 2164: 2163: 2158: 2143: 2142: 2141: 2136: 2131: 2126: 2115: 2113: 2104: 2098: 2097: 2095: 2094: 2089: 2084: 2083: 2082: 2072: 2067: 2066: 2065: 2055: 2054: 2053: 2048: 2043: 2033: 2028: 2023: 2022: 2021: 2016: 2011: 1995: 1994: 1993: 1988: 1983: 1973: 1972: 1971: 1966: 1956: 1955: 1954: 1944: 1943: 1942: 1932: 1927: 1922: 1916: 1914: 1904: 1903: 1891: 1890: 1887: 1886: 1883: 1882: 1880: 1879: 1874: 1869: 1864: 1858: 1856: 1850: 1849: 1847: 1846: 1841: 1836: 1830: 1828: 1824: 1823: 1821: 1820: 1815: 1810: 1805: 1800: 1795: 1790: 1784: 1782: 1776: 1775: 1773: 1772: 1770:Standard error 1767: 1762: 1757: 1756: 1755: 1750: 1739: 1737: 1731: 1730: 1728: 1727: 1722: 1717: 1712: 1707: 1702: 1700:Optimal design 1697: 1692: 1686: 1684: 1674: 1673: 1661: 1660: 1657: 1656: 1653: 1652: 1650: 1649: 1644: 1639: 1634: 1629: 1624: 1619: 1614: 1609: 1604: 1599: 1594: 1589: 1584: 1579: 1573: 1571: 1565: 1564: 1562: 1561: 1556: 1555: 1554: 1549: 1539: 1534: 1528: 1526: 1520: 1519: 1517: 1516: 1511: 1506: 1500: 1498: 1497:Summary tables 1494: 1493: 1491: 1490: 1484: 1482: 1476: 1475: 1472: 1471: 1469: 1468: 1467: 1466: 1461: 1456: 1446: 1440: 1438: 1432: 1431: 1429: 1428: 1423: 1418: 1413: 1408: 1403: 1398: 1392: 1390: 1384: 1383: 1381: 1380: 1375: 1370: 1369: 1368: 1363: 1358: 1353: 1348: 1343: 1338: 1333: 1331:Contraharmonic 1328: 1323: 1312: 1310: 1301: 1291: 1290: 1278: 1277: 1275: 1274: 1269: 1263: 1260: 1259: 1252: 1251: 1244: 1237: 1229: 1220: 1219: 1217: 1216: 1213:List of topics 1209: 1202: 1194: 1191: 1190: 1188: 1187: 1182: 1177: 1172: 1167: 1165:Selection bias 1161: 1159: 1155: 1154: 1152: 1151: 1146: 1141: 1136: 1131: 1125: 1123: 1117: 1116: 1114: 1113: 1108: 1103: 1098: 1093: 1088: 1086:Animal testing 1083: 1078: 1072: 1070: 1066: 1065: 1062: 1061: 1038:Mortality rate 1024: 1022: 1016: 1015: 998: 996: 990: 989: 960: 958: 952: 951: 930: 928: 919: 913: 912: 910: 909: 904: 899: 894: 884: 883: 882: 877: 867: 853: 851: 839: 838: 836: 835: 834: 833: 831:Platform trial 823: 822: 821: 816: 811: 800: 798: 786: 785: 783: 782: 777: 772: 767: 762: 757: 756: 755: 750: 743:Clinical trial 739: 737: 733: 732: 721: 720: 713: 706: 698: 692: 691: 673: 672:External links 670: 668: 667: 660: 630: 602: 572: 529: 526:on 2010-05-29. 501:(4): 202–206. 475: 461: 441: 439: 436: 435: 434: 429: 426:clinical trial 415: 410: 405: 398: 395: 372:antidepressant 344:placebo effect 328:Main article: 325: 322: 318:soil fertility 298:Main article: 295: 292: 288:standard curve 259: 256: 252:placebo effect 232: 229: 188: 185: 139: 138: 53: 51: 44: 26: 9: 6: 4: 3: 2: 3578: 3567: 3564: 3562: 3559: 3558: 3556: 3541: 3540: 3531: 3529: 3528: 3519: 3517: 3516: 3511: 3505: 3503: 3502: 3493: 3492: 3489: 3475: 3472: 3470: 3469:Geostatistics 3467: 3465: 3462: 3460: 3457: 3455: 3452: 3451: 3449: 3447: 3443: 3437: 3436:Psychometrics 3434: 3432: 3429: 3427: 3424: 3422: 3419: 3417: 3414: 3412: 3409: 3407: 3404: 3402: 3399: 3397: 3394: 3392: 3389: 3388: 3386: 3384: 3380: 3374: 3371: 3369: 3366: 3364: 3360: 3357: 3355: 3352: 3350: 3347: 3345: 3342: 3341: 3339: 3337: 3333: 3327: 3324: 3322: 3319: 3317: 3313: 3310: 3308: 3305: 3304: 3302: 3300: 3299:Biostatistics 3296: 3292: 3288: 3283: 3279: 3261: 3260:Log-rank test 3258: 3257: 3255: 3251: 3245: 3242: 3241: 3239: 3237: 3233: 3227: 3224: 3222: 3219: 3217: 3214: 3212: 3209: 3208: 3206: 3204: 3200: 3197: 3195: 3191: 3181: 3178: 3176: 3173: 3171: 3168: 3166: 3163: 3161: 3158: 3157: 3155: 3153: 3149: 3143: 3140: 3138: 3135: 3133: 3131:(Box–Jenkins) 3127: 3125: 3122: 3120: 3117: 3113: 3110: 3109: 3108: 3105: 3104: 3102: 3100: 3096: 3090: 3087: 3085: 3084:Durbin–Watson 3082: 3080: 3074: 3072: 3069: 3067: 3066:Dickey–Fuller 3064: 3063: 3061: 3057: 3051: 3048: 3046: 3043: 3041: 3040:Cointegration 3038: 3036: 3033: 3031: 3028: 3026: 3023: 3021: 3018: 3016: 3015:Decomposition 3013: 3012: 3010: 3006: 3003: 3001: 2997: 2987: 2984: 2983: 2982: 2979: 2978: 2977: 2974: 2970: 2967: 2966: 2965: 2962: 2960: 2957: 2955: 2952: 2950: 2947: 2945: 2942: 2940: 2937: 2935: 2932: 2930: 2927: 2926: 2924: 2922: 2918: 2912: 2909: 2907: 2904: 2902: 2899: 2897: 2894: 2892: 2889: 2887: 2886:Cohen's kappa 2884: 2883: 2881: 2879: 2875: 2871: 2867: 2863: 2859: 2855: 2850: 2846: 2832: 2829: 2827: 2824: 2822: 2819: 2817: 2814: 2813: 2811: 2809: 2805: 2799: 2795: 2791: 2785: 2783: 2780: 2779: 2777: 2775: 2771: 2765: 2762: 2760: 2757: 2755: 2752: 2750: 2747: 2745: 2742: 2740: 2739:Nonparametric 2737: 2735: 2732: 2731: 2729: 2725: 2719: 2716: 2714: 2711: 2709: 2706: 2704: 2701: 2700: 2698: 2696: 2692: 2686: 2683: 2681: 2678: 2676: 2673: 2671: 2668: 2666: 2663: 2662: 2660: 2658: 2654: 2648: 2645: 2643: 2640: 2638: 2635: 2633: 2630: 2629: 2627: 2625: 2621: 2617: 2610: 2607: 2605: 2602: 2601: 2597: 2593: 2577: 2574: 2573: 2572: 2569: 2567: 2564: 2562: 2559: 2555: 2552: 2550: 2547: 2546: 2545: 2542: 2541: 2539: 2537: 2533: 2523: 2520: 2516: 2510: 2508: 2502: 2500: 2494: 2493: 2492: 2489: 2488:Nonparametric 2486: 2484: 2478: 2474: 2471: 2470: 2469: 2463: 2459: 2458:Sample median 2456: 2455: 2454: 2451: 2450: 2448: 2446: 2442: 2434: 2431: 2429: 2426: 2424: 2421: 2420: 2419: 2416: 2414: 2411: 2409: 2403: 2401: 2398: 2396: 2393: 2391: 2388: 2386: 2383: 2381: 2379: 2375: 2373: 2370: 2369: 2367: 2365: 2361: 2355: 2353: 2349: 2347: 2345: 2340: 2338: 2333: 2329: 2328: 2325: 2322: 2320: 2316: 2306: 2303: 2301: 2298: 2296: 2293: 2292: 2290: 2288: 2284: 2278: 2275: 2271: 2268: 2267: 2266: 2263: 2259: 2256: 2255: 2254: 2251: 2249: 2246: 2245: 2243: 2241: 2237: 2229: 2226: 2224: 2221: 2220: 2219: 2216: 2214: 2211: 2209: 2206: 2204: 2201: 2199: 2196: 2194: 2191: 2190: 2188: 2186: 2182: 2176: 2173: 2169: 2166: 2162: 2159: 2157: 2154: 2153: 2152: 2149: 2148: 2147: 2144: 2140: 2137: 2135: 2132: 2130: 2127: 2125: 2122: 2121: 2120: 2117: 2116: 2114: 2112: 2108: 2105: 2103: 2099: 2093: 2090: 2088: 2085: 2081: 2078: 2077: 2076: 2073: 2071: 2068: 2064: 2063:loss function 2061: 2060: 2059: 2056: 2052: 2049: 2047: 2044: 2042: 2039: 2038: 2037: 2034: 2032: 2029: 2027: 2024: 2020: 2017: 2015: 2012: 2010: 2004: 2001: 2000: 1999: 1996: 1992: 1989: 1987: 1984: 1982: 1979: 1978: 1977: 1974: 1970: 1967: 1965: 1962: 1961: 1960: 1957: 1953: 1950: 1949: 1948: 1945: 1941: 1938: 1937: 1936: 1933: 1931: 1928: 1926: 1923: 1921: 1918: 1917: 1915: 1913: 1909: 1905: 1901: 1896: 1892: 1878: 1875: 1873: 1870: 1868: 1865: 1863: 1860: 1859: 1857: 1855: 1851: 1845: 1842: 1840: 1837: 1835: 1832: 1831: 1829: 1825: 1819: 1816: 1814: 1811: 1809: 1806: 1804: 1801: 1799: 1796: 1794: 1791: 1789: 1786: 1785: 1783: 1781: 1777: 1771: 1768: 1766: 1765:Questionnaire 1763: 1761: 1758: 1754: 1751: 1749: 1746: 1745: 1744: 1741: 1740: 1738: 1736: 1732: 1726: 1723: 1721: 1718: 1716: 1713: 1711: 1708: 1706: 1703: 1701: 1698: 1696: 1693: 1691: 1688: 1687: 1685: 1683: 1679: 1675: 1671: 1666: 1662: 1648: 1645: 1643: 1640: 1638: 1635: 1633: 1630: 1628: 1625: 1623: 1620: 1618: 1615: 1613: 1610: 1608: 1605: 1603: 1600: 1598: 1595: 1593: 1592:Control chart 1590: 1588: 1585: 1583: 1580: 1578: 1575: 1574: 1572: 1570: 1566: 1560: 1557: 1553: 1550: 1548: 1545: 1544: 1543: 1540: 1538: 1535: 1533: 1530: 1529: 1527: 1525: 1521: 1515: 1512: 1510: 1507: 1505: 1502: 1501: 1499: 1495: 1489: 1486: 1485: 1483: 1481: 1477: 1465: 1462: 1460: 1457: 1455: 1452: 1451: 1450: 1447: 1445: 1442: 1441: 1439: 1437: 1433: 1427: 1424: 1422: 1419: 1417: 1414: 1412: 1409: 1407: 1404: 1402: 1399: 1397: 1394: 1393: 1391: 1389: 1385: 1379: 1376: 1374: 1371: 1367: 1364: 1362: 1359: 1357: 1354: 1352: 1349: 1347: 1344: 1342: 1339: 1337: 1334: 1332: 1329: 1327: 1324: 1322: 1319: 1318: 1317: 1314: 1313: 1311: 1309: 1305: 1302: 1300: 1296: 1292: 1288: 1283: 1279: 1273: 1270: 1268: 1265: 1264: 1261: 1257: 1250: 1245: 1243: 1238: 1236: 1231: 1230: 1227: 1215: 1214: 1210: 1208: 1207: 1203: 1201: 1200: 1196: 1195: 1192: 1186: 1183: 1181: 1178: 1176: 1173: 1171: 1168: 1166: 1163: 1162: 1160: 1156: 1150: 1147: 1145: 1144:Meta-analysis 1142: 1140: 1137: 1135: 1132: 1130: 1127: 1126: 1124: 1122: 1118: 1112: 1111:Vaccine trial 1109: 1107: 1106:Seeding trial 1104: 1102: 1099: 1097: 1094: 1092: 1089: 1087: 1084: 1082: 1079: 1077: 1074: 1073: 1071: 1067: 1059: 1055: 1051: 1047: 1043: 1039: 1035: 1031: 1027: 1023: 1021: 1017: 1013: 1009: 1005: 1001: 997: 995: 991: 987: 983: 979: 975: 971: 967: 963: 959: 957: 953: 949: 945: 941: 937: 933: 929: 927: 923: 920: 918: 914: 908: 905: 903: 900: 898: 895: 892: 888: 885: 881: 878: 876: 875:Retrospective 873: 872: 871: 868: 866: 862: 858: 855: 854: 852: 849: 844: 840: 832: 829: 828: 827: 824: 820: 817: 815: 812: 810: 807: 806: 805: 802: 801: 799: 796: 795:EBM I to II-1 791: 787: 781: 778: 776: 773: 771: 768: 766: 763: 761: 758: 754: 751: 749: 746: 745: 744: 741: 740: 738: 734: 730: 726: 719: 714: 712: 707: 705: 700: 699: 696: 688: 687: 681: 676: 675: 663: 661:0-684-87181-5 657: 653: 649: 644: 643: 634: 623: 616: 612: 606: 590: 586: 582: 576: 568: 564: 560: 556: 552: 548: 544: 540: 533: 522: 518: 514: 509: 504: 500: 496: 489: 482: 480: 464: 458: 454: 453: 446: 442: 433: 430: 427: 423: 419: 416: 414: 411: 409: 406: 404: 401: 400: 394: 392: 388: 384: 379: 377: 373: 369: 368:Meta-research 364: 359: 357: 353: 349: 345: 341: 337: 331: 321: 319: 315: 310: 308: 301: 294:Randomization 291: 289: 283: 279: 276: 271: 269: 265: 264:test validity 255: 253: 247: 245: 238: 228: 224: 221: 217: 212: 210: 205: 198: 194: 184: 182: 178: 174: 170: 166: 162: 154: 150: 145: 135: 132: 124: 113: 110: 106: 103: 99: 96: 92: 89: 85: 82: â€“  81: 77: 76:Find sources: 70: 66: 60: 59: 54:This article 52: 48: 43: 42: 37: 33: 19: 3537: 3525: 3506: 3499: 3411:Econometrics 3361: / 3344:Chemometrics 3321:Epidemiology 3314: / 3287:Applications 3129:ARIMA model 3076:Q-statistic 3025:Stationarity 2921:Multivariate 2864: / 2860: / 2858:Multivariate 2856: / 2796: / 2792: / 2566:Bayes factor 2465:Signed rank 2377: 2351: 2343: 2331: 2026:Completeness 1862:Cohort study 1817: 1760:Opinion poll 1695:Missing data 1682:Study design 1637:Scatter plot 1559:Scatter plot 1552:Spearman's ρ 1514:Grouped data 1211: 1204: 1197: 986:Hazard ratio 870:Cohort study 789: 684: 646:. New York: 641: 633: 622:the original 605: 593:. Retrieved 584: 575: 542: 538: 532: 521:the original 498: 494: 466:. Retrieved 451: 445: 380: 360: 356:sham surgery 333: 311: 303: 284: 280: 275:enzyme assay 272: 261: 248: 240: 225: 213: 200: 160: 158: 127: 118: 108: 101: 94: 87: 75: 63:Please help 58:verification 55: 3566:Experiments 3539:WikiProject 3454:Cartography 3416:Jurimetrics 3368:Reliability 3099:Time domain 3078:(Ljung–Box) 3000:Time-series 2878:Categorical 2862:Time-series 2854:Categorical 2789:(Bernoulli) 2624:Correlation 2604:Correlation 2400:Jarque–Bera 2372:Chi-squared 2134:M-estimator 2087:Asymptotics 2031:Sufficiency 1798:Interaction 1710:Replication 1690:Effect size 1647:Violin plot 1627:Radar chart 1607:Forest plot 1597:Correlogram 1547:Kendall's τ 1180:Null result 1139:Replication 1034:Infectivity 956:Association 907:Case report 897:Case series 880:Prospective 611:Lind, James 468:14 February 268:sensitivity 169:observation 121:August 2011 3555:Categories 3406:Demography 3124:ARMA model 2929:Regression 2506:(Friedman) 2467:(Wilcoxon) 2405:Normality 2395:Lilliefors 2342:Student's 2218:Resampling 2092:Robustness 2080:divergence 2070:Efficiency 2008:(monotone) 2003:Likelihood 1920:Population 1753:Stratified 1705:Population 1524:Dependence 1480:Count data 1411:Percentile 1388:Dispersion 1321:Arithmetic 1256:Statistics 982:Odds ratio 974:Risk ratio 940:Prevalence 926:Occurrence 902:Case study 650:. p.  648:Free Press 438:References 418:James Lind 391:open trial 366:reported. 314:crop yield 235:See also: 191:See also: 165:experiment 91:newspapers 2787:Logistic 2554:posterior 2480:Rank sum 2228:Jackknife 2223:Bootstrap 2041:Bootstrap 1976:Parameter 1925:Statistic 1720:Statistic 1632:Run chart 1617:Pie chart 1612:Histogram 1602:Fan chart 1577:Bar chart 1459:L-moments 1346:Geometric 1042:Morbidity 1030:Virulence 932:Incidence 559:1878-5921 363:unblinded 3501:Category 3194:Survival 3071:Johansen 2794:Binomial 2749:Isotonic 2336:(normal) 1981:location 1788:Blocking 1743:Sampling 1622:Q–Q plot 1587:Box plot 1569:Graphics 1464:Skewness 1454:Kurtosis 1426:Variance 1356:Heronian 1351:Harmonic 1206:Glossary 1199:Category 1076:In vitro 917:Measures 736:Overview 589:Archived 585:cebm.net 567:24973822 517:12391395 397:See also 387:medicine 204:SDS-PAGE 3527:Commons 3474:Kriging 3359:Process 3316:studies 3175:Wavelet 3008:General 2175:Plug-in 1969:L space 1748:Cluster 1449:Moments 1267:Outline 1081:In vivo 340:placebo 153:tractor 105:scholar 32:Control 3396:Census 2986:Normal 2934:Manova 2754:Robust 2504:2-way 2496:1-way 2334:-test 2005:  1582:Biplot 1373:Median 1366:Lehmer 1308:Center 658:  565:  557:  515:  495:ILAR J 459:  422:scurvy 420:cured 175:(i.e. 163:is an 107:  100:  93:  86:  78:  3020:Trend 2549:prior 2491:anova 2380:-test 2354:-test 2346:-test 2253:Power 2198:Pivot 1991:shape 1986:scale 1436:Shape 1416:Range 1361:Heinz 1336:Cubic 1272:Index 1020:Other 625:(PDF) 618:(PDF) 595:2 May 524:(PDF) 491:(PDF) 112:JSTOR 98:books 3253:Test 2453:Sign 2305:Wald 1378:Mode 1316:Mean 859:vs. 727:and 656:ISBN 597:2018 563:PMID 555:ISSN 513:PMID 470:2015 457:ISBN 336:bias 220:rats 195:and 84:news 34:and 2433:BIC 2428:AIC 547:doi 503:doi 167:or 67:by 3557:: 1056:, 1052:, 1048:, 1044:, 1040:, 1036:, 1032:, 1028:, 1010:, 1006:, 1002:, 984:, 980:, 976:, 972:, 968:, 964:, 946:, 942:, 938:, 934:, 863:, 683:. 654:. 652:31 613:. 583:. 561:. 553:. 543:67 541:. 511:. 499:43 497:. 493:. 478:^ 393:. 309:. 183:. 159:A 2378:G 2352:F 2344:t 2332:Z 2051:V 2046:U 1248:e 1241:t 1234:v 893:) 889:( 850:) 846:( 797:) 793:( 717:e 710:t 703:v 664:. 599:. 569:. 549:: 505:: 472:. 428:. 134:) 128:( 123:) 119:( 109:· 102:· 95:· 88:· 61:. 38:. 20:)

Index

Controlled experiments
Control
Treatment and control groups

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Argyroxiphium sandwicense
tractor
experiment
observation
independent variable
confounding variables
scientific method
Scientific method
Experimental design
SDS-PAGE
confounding variables
artificial sweetener
rats
Placebo-controlled study
confounding variable

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