DELTA2 guidance on choosing the target difference and undertaking and reporting the sample size calculation for a randomised controlled trial
Open accessAbstract
A key step in the design of a RCT is the estimation of the number of participants needed in the study. The most common approach is to specify a target difference between the treatments for the primary outcome and then calculate the required sample size. The sample size is chosen to ensure that the trial will have a high probability (adequate statistical power) of detecting a target difference between the treatments should one exist. The sample size has many implications for the conduct and interpretation of the study. Despite the critical role that the target difference has in the design of a RCT, the way in which it is determined has received little attention. In this article, we summarise the key considerations and messages from new guidance for researchers and funders on specifying the target difference, and undertaking and reporting a RCT sample size calculation. This article on choosing the target difference for a randomised controlled trial (RCT) and undertaking and reporting the sample size calculation has been dual published in the BMJ and BMC Trials journals The DELTA 2 (Difference ELicitation in TriAls) project comprised five major components: systematic literature reviews of recent methodological developments (stage 1) and existing funder guidance (stage 2); a Delphi study (stage 3); a two-day consensus meeting bringing together researchers, funders and patient representatives (stage 4); and the preparation and dissemination of a guidance document (stage 5). The key messages from the DELTA 2 guidance on determining the target difference and sample size calculation for a randomised caontrolled trial are presented. Recommendations for the subsequent reporting of the sample size calculation are also provided.
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The DELTA project proposes that the primary outcome should be of relevance to at least one key stakeholder group.
“the DELTA (Difference Elicitation in TriAls) project proposes that the primary outcome should be of relevance to at least one key stakeholder group [61]”
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Cites
The Revised CONSORT Statement for Reporting Randomized Trials: Explanation and Elaboration
Altman, D. G., Schulz, K. F., Moher, D., Egger, M., Davidoff, F., Elbourne, D., Gøtzsche, P. C., Lang, T., & for the CONSORT Group (2001) · Annals of Internal Medicine · doi:10.7326/0003-4819-134-8-200104170-00012 · Cited by 3,835 · see citing works
Self-citationWhat is meant by intention to treat analysis? Survey of published randomised controlled trials
Hollis, S., & Campbell, F. (1999) · BMJ · doi:10.1136/bmj.319.7211.670 · Cited by 2,160 · see citing works
Bayesian Approaches to Clinical Trials and Health‐Care Evaluation
Spiegelhalter, D. J., Abrams, K. R., & Myles, J. P. (2003) · Wiley eBooks · doi:10.1002/0470092602 · Cited by 1,675 · see citing works
Understanding the minimum clinically important difference: A review of concepts and methods
Copay, A. G., Subach, B. R., Glassman, S. D., Polly, D. W., & Schuler, T. C. (2007) · The Spine Journal · doi:10.1016/j.spinee.2007.01.008 · Cited by 1,662 · see citing works
National Institute for Health Research
Evans, R. G. (2014) · Nursing Standard · doi:10.7748/ns.28.49.32.s37 · Cited by 1,350 · see citing works
White, P., Goldsmith, K., Johnson, A., Potts, L., Walwyn, R., DeCesare, J., Baber, H., Burgess, M., Clark, L., Cox, D., et al. (2011) · The Lancet · doi:10.1016/s0140-6736(11)60096-2 · Cited by 897 · see citing works
Claxton, K. (1999) · Journal of Health Economics · doi:10.1016/s0167-6296(98)00039-3 · Cited by 891 · see citing works
Goodman, S. N., & Berlin, J. A. (1994) · Annals of Internal Medicine · doi:10.7326/0003-4819-121-3-199408010-00008 · Cited by 658 · see citing works
Self-citationSample size calculations in randomised trials: mandatory and mystical
Schulz, K. F., & Grimes, D. A. (2005) · The Lancet · doi:10.1016/s0140-6736(05)61034-3 · Cited by 549 · see citing works
Beaton, D., Boers, M., & Wells, G. (2002) · Current Opinion in Rheumatology · doi:10.1097/00002281-200203000-00006 · Cited by 547 · see citing works
Minimal clinically important differences: review of methods.
Wells, G. A., Beaton, D., Shea, B., Boers, M., Simon, L. S., Strand, V., Brooks, P., & Tugwell, P. (2001) · PubMed · Cited by 376 · see citing works
Reporting of sample size calculation in randomised controlled trials: review
Charles, P., Giraudeau, B., Dechartres, A., Baron, G., & Ravaud, P. (2009) · BMJ · doi:10.1136/bmj.b1732 · Cited by 274 · see citing works
Sample Sizes for Clinical Trials
Julious, S. A. (2009) · Chapman & Hall/CRC eBooks · doi:10.1201/9781584887409 · Cited by 227 · see citing works
Self-citationCook, J., Hislop, J., Adewuyi, T., Harrild, K., Altman, D., Ramsay, C., Fraser, C., Buckley, B., Fayers, P., Harvey, I., et al. (2014) · Health Technology Assessment · doi:10.3310/hta18280 · Cited by 194 · see citing works
Self-citationEstimands in clinical trials – broadening the perspective
Akacha, M., Bretz, F., & Ruberg, S. J. (2016) · Statistics in Medicine · doi:10.1002/sim.7033 · Cited by 151 · see citing works
Controversies concerning randomization and additivity in clinical trials.
Senn, S. (2004) · Statistics in Medicine · doi:10.1002/sim.2074 · Cited by 132 · see citing works
The tyranny of power: is there a better way to calculate sample size?
Bland, M. (2009) · BMJ · doi:10.1136/bmj.b3985 · Cited by 123 · see citing works
Self-citationHellum, C., Johnsen, L. G., Storheim, K., Nygaard, O. P., Brox, J. I., Rossvoll, I., Ro, M., Sandvik, L., Grundnes, O., & and the Norwegian Spine Study Group (2011) · BMJ · doi:10.1136/bmj.d2786 · Cited by 116 · see citing works
Chan, K. B. Y., Man‐Son‐Hing, M., Molnar, F., & Laupacis, A. (2001) · Europe PMC (PubMed Central) · Cited by 90 · see citing works
Bayesian techniques for sample size determination in clinical trials: a short review
Pezeshk, H. (2003) · Statistical Methods in Medical Research · doi:10.1191/0962280203sm345oa · Cited by 84 · see citing works
Cook, J. A., Hislop, J., Altman, D. G., Fayers, P., Briggs, A. H., Ramsay, C. R., Norrie, J. D., Harvey, I. M., Buckley, B., Fergusson, D., et al. (2015) · Trials · doi:10.1186/s13063-014-0526-8 · Cited by 66 · see citing works
Self-citationSample size calculation for clinical trials: the impact of clinician beliefs
Fayers, P. M., Cuschieri, A., Fielding, J. W. L., Craven, J., Uscinska, B., & Freedman, L. S. (2000) · British Journal of Cancer · doi:10.1054/bjoc.1999.0902 · Cited by 47 · see citing works
Hislop, J., Adewuyi, T. E., Vale, L. D., Harrild, K., Fraser, C. M., Gurung, T., Altman, D. G., Briggs, A. H., Fayers, P. M., Ramsay, C. R., et al. (2014) · PLoS Medicine · doi:10.1371/journal.pmed.1001645 · Cited by 36 · see citing works
Self-citationEstimands: discussion points from the PSI estimands and sensitivity expert group
Phillips, A., Abellan‐Andres, J., Soren, A., Bretz, F., Fletcher, C., France, L., Garrett, A., Harris, R., Kjaer, M., Keene, O. N., et al. (2016) · Pharmaceutical Statistics · doi:10.1002/pst.1745 · Cited by 36 · see citing works
Determination of the optimal sample size for a clinical trial accounting for the population size
Stallard, N., Miller, F., Day, S. J., Hee, S. W., Madan, J. J., Zohar, S., & Posch, M. (2016) · Biometrical Journal · doi:10.1002/bimj.201500228 · Cited by 32 · see citing works
Self-citationSones, W. R., Julious, S. A., Rothwell, J. C., Ramsay, C. R., Hampson, L. V., Emsley, R., Walters, S. J., Hewitt, C. E., Bland, M., Fergusson, D. A., et al. (2018) · Trials · doi:10.1186/s13063-018-2887-x · Cited by 13 · see citing works
Self-citationCook, J. A., Hislop, J., Altman, D. G., Briggs, A. H., Fayers, P. M., Norrie, J. D., Ramsay, C. R., Harvey, I. M., Vale, L. D., for the DELTA group, et al. (2014) · Clinical Trials · doi:10.1177/1740774514521907 · Cited by 10 · see citing works
Self-citationEstimands—new statistical principle or the emperor's new clothes?
Rosenkranz, G. (2016) · Pharmaceutical Statistics · doi:10.1002/pst.1792 · Cited by 6 · see citing works
Sample Size Calculations for Clinical Trials
Julious, S. A., Tan, S. B., & Machin, D. (2010) · doi:10.1002/9780470686164.ch3 · Cited by 5 · see citing works
Self-citationA simple method for converting an odds ratio to effect size for use in meta-analysis
Chinn, S. (2000) · Statistics in Medicine · doi:10.1002/1097-0258(20001130)19:22
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Skivington, K., Matthews, L., Simpson, S. A., Craig, P., Baird, J., Blazeby, J. M., Boyd, K., Craig, N. J., French, D., McIntosh, E., et al. (2021) · Health Technology Assessment · doi:10.3310/hta25570 · Cited by 535 · see citing works
Velocity-Based Training: From Theory to Application
Weakley, J. J. S., Mann, B., Banyard, H. G., McLaren, S. J., Scott, T. J., & García‐Ramos, A. (2020) · Strength and conditioning journal · doi:10.1519/ssc.0000000000000560 · Cited by 469 · see citing works
The Handbook of Behavior Change
Hagger, M. S., Cameron, L. D., Hamilton, K., Hankonen, N. E., & Lintunen, T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318 · Cited by 420 · see citing works
Changing Behavior Using the Theory of Planned Behavior
Ajzen, I., & Schmidt, P. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.002 · Cited by 303 · see citing works
Mansournia, M. A., Collins, P. G. S., Nielsen, R. O., Nazemipour, M., Jewell, N. P., Altman, D. G., & Campbell, M. J. (2021) · British Journal of Sports Medicine · doi:10.1136/bjsports-2020-103652 · Cited by 268 · see citing works
Self-citationDimairo, M., Pallmann, P., Wason, J. M. S., Todd, S., Jaki, T., Julious, S. A., Mander, A., Weir, C. J., König, F., Walton, M. K., et al. (2020) · BMJ · doi:10.1136/bmj.m115 · Cited by 148 · see citing works
Self-citationStanmore, E., Mavroeidi, A., de Jong, L. D., Skelton, D. A., Sutton, C., Benedetto, V., Munford, L. A., Meekes, W. M. A., Bell, V., & Todd, C. J. (2019) · BMC Medicine · doi:10.1186/s12916-019-1278-9 · Cited by 151 · see citing works
Changing Behavior Using the Model of Action Phases
Keller, L., Gollwitzer, P. M., & Sheeran, P. (2020) · The Handbook of Behavior Change · doi:10.1017/9781108677318.006 · Cited by 147 · see citing works
Beard, D. J., Davies, L. J., Cook, J. A., Stokes, J. R., Leal, J., Fletcher, H., Abram, S. G. F., Chegwin, K., Greshon, A., Jackson, W., et al. (2022) · The Lancet · doi:10.1016/s0140-6736(22)01424-6 · Cited by 131 · see citing works
Self-citationShould treatment effects be estimated in pilot and feasibility studies?
Sim, J. (2019) · Pilot and Feasibility Studies · doi:10.1186/s40814-019-0493-7 · Cited by 123 · see citing works
Remdesivir for COVID-19: challenges of underpowered studies
Norrie, J. D. (2020) · The Lancet · doi:10.1016/s0140-6736(20)31023-0 · Cited by 123 · see citing works
Changing Behavior Using the Health Action Process Approach
Schwarzer, R., & Hamilton, K. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.007 · Cited by 107 · see citing works
Huang, J., Yang, J., Liu, C., Li, L., Yang, D., Guo, C., Zeng, G., Song, J., Ma, J., Xu, X., et al. (2025) · JAMA · doi:10.1001/jama.2024.23466 · Cited by 106 · see citing works
Intra-Arterial Urokinase After Endovascular Reperfusion for Acute Ischemic Stroke
Liu, C., Guo, C., Li, F., Yu, N., Huang, J., Peng, Z., Kong, W., Song, J., Liu, X., Fan, S., et al. (2025) · JAMA · doi:10.1001/jama.2024.23480 · Cited by 102 · see citing works
Distal radius fractures in the elderly population
Luokkala, T., Laitinen, M., Hevonkorpi, T. P., Raittio, L., Mattila, V. M., & Launonen, A. P. (2020) · EFORT Open Reviews · doi:10.1302/2058-5241.5.190060 · Cited by 78 · see citing works
Rothwell, J. C., Julious, S. A., & Cooper, C. L. (2018) · Trials · doi:10.1186/s13063-018-2886-y · Cited by 73 · see citing works
Self-citationAlthouse, A. D., Below, J. E., Claggett, B. L., Cox, N. J., de Lemos, J. A., Deo, R. C., Duval, S., Hachamovitch, R., Kaul, S., Keith, S. W., et al. (2021) · Circulation · doi:10.1161/circulationaha.121.055393 · Cited by 71 · see citing works
Composite outcomes for pain clinical trials: considerations for design and interpretation
Gewandter, J. S., McDermott, M., Evans, S. R., Katz, N. P., Markman, J. D., Simon, L. S., Turk, D. C., & Dworkin, R. H. (2021) · Pain · doi:10.1097/j.pain.0000000000002188 · Cited by 70 · see citing works
Gardner, B., Rebar, A. L., & Lally, P. J. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.041 · Cited by 69 · see citing works
Betts, J. A., Gonzalez, J. T., Burke, L. M., Close, G. L., Garthe, I., James, L. J., Jeukendrup, A. E., Morton, J. P., Nieman, D. C., Peeling, P., et al. (2020) · International Journal of Sport Nutrition and Exercise Metabolism · doi:10.1123/ijsnem.2019-0326 · Cited by 63 · see citing works
Oliva‐Lozano, J. M., Muyor, J. M., Fortes, V., & McLaren, S. J. (2020) · European Journal of Sport Science · doi:10.1080/17461391.2020.1842513 · Cited by 63 · see citing works
Sample Size Estimation in Veterinary Epidemiologic Research
Stevenson, M. A. (2021) · Frontiers in Veterinary Science · doi:10.3389/fvets.2020.539573 · Cited by 62 · see citing works
Trebicka, J., Hernáez, R., Shawcross, D. L., & Gerbes, A. L. (2024) · Gut · doi:10.1136/gutjnl-2023-330584 · Cited by 62 · see citing works
Changing Behavior Using Social Cognitive Theory
Łuszczyńska, A., & Schwarzer, R. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.003 · Cited by 71 · see citing works
Urgently seeking efficiency and sustainability of clinical trials in global health
Park, J., Grais, R. F., Taljaard, M., Nakimuli‐Mpungu, E., Jehan, F., Nachega, J. B., Ford, N. P., Xavier, D., Kengne, A. P., Ashorn, P., et al. (2021) · The Lancet Global Health · doi:10.1016/s2214-109x(20)30539-8 · Cited by 59 · see citing works
Dimairo, M., Pallmann, P., Wason, J., Todd, S., Jaki, T., Julious, S. A., Mander, A. P., Weir, C. J., Koenig, F., Walton, M. K., et al. (2020) · Trials · doi:10.1186/s13063-020-04334-x · Cited by 58 · see citing works
“Criteria for claiming overall evidence (such as based on the probability of the treatment effect being above a certain value, targeted treatment effect of interest, and threshold for statistical significance [174, 175]); 4.”
Self-citationTarnow-Mordi, W. O., Abdellatif, M., Martin, A. J., Pammi, M., Robledo, K. P., Manzoni, P., Osborn, D. A., Lui, K., KEECH, A. C., Hague, W. E., et al. (2020) · The Lancet Child & Adolescent Health · doi:10.1016/s2352-4642(20)30093-6 · Cited by 54 · see citing works
Warner, L. M., & French, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.032 · Cited by 53 · see citing works
Hall, N. J., Sherratt, F. C., Eaton, S. D., Reading, I., Walker, E., Chorozoglou, M., Beasant, L., Wood, W., Stanton, M. P., Corbett, H. J., et al. (2021) · Health Technology Assessment · doi:10.3310/hta25100 · Cited by 51 · see citing works
Changing Behavior Using Ecological Models
Salmon, J., Hesketh, K. D., Arundell, L., Downing, K. L., & Biddle, S. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.017 · Cited by 51 · see citing works
Essential statistical principles of clinical trials of pain treatments
Dworkin, R. H., Evans, S. R., Mbowe, O. B., & McDermott, M. (2020) · PAIN Reports · doi:10.1097/pr9.0000000000000863 · Cited by 46 · see citing works
Changing Behavior Using Self-Determination Theory
Hagger, M. S., Hankonen, N. E., Chatzisarantis, N. L. D., & Ryan, R. M. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.008 · Cited by 49 · see citing works
Chen, J., Ho, M., Lee, K., Song, Y., Fang, Y., Goldstein, B. A., He, W., Irony, T., Jiang, Q., van der Laan, M. J., et al. (2021) · Statistics in Biopharmaceutical Research · doi:10.1080/19466315.2021.1883474 · Cited by 40 · see citing works
Mazzolari, R., Porcelli, S., Bishop, D. J., & Lakens, D. (2022) · Experimental Physiology · doi:10.1113/ep090171 · Cited by 44 · see citing works
Stocking, K., Wilkinson, J., Lensen, S. F., Brison, D. R., Roberts, S. A., & Vail, A. (2019) · Human Reproduction · doi:10.1093/humrep/dez017 · Cited by 39 · see citing works
Turner, J., Dunn, L., Tarnow‐Mordi, W., Flatley, C. J., Flenady, V., & Kumar, S. (2020) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2020.01.025 · Cited by 39 · see citing works
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Rhodes, R. E., Grant, S. J., & de Bruijn, G. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.039 · Cited by 41 · see citing works
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Changing Behavior: A Theory- and Evidence-Based Approach
Hagger, M. S., Cameron, L. D., Hamilton, K., Hankonen, N. E., & Lintunen, T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.001 · Cited by 39 · see citing works
Tarrant, M., Haslam, C., Carter, M., Calitri, R., & Haslam, S. A. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.044 · Cited by 37 · see citing works
Raftery, J. P., Williams, H. C., Clarke, A., Thornton, J., Norrie, J. D., Snooks, H. A., & Stein, K. (2020) · BMJ Open · doi:10.1136/bmjopen-2019-029596 · Cited by 36 · see citing works
Davies, L. J., Cook, J. A., Leal, J., Areia, C. M., Shirkey, B. A., Jackson, W., Campbell, H., Fletcher, H., Carr, A. J., Barker, K. L., et al. (2020) · Trials · doi:10.1186/s13063-020-04298-y · Cited by 36 · see citing works
Self-citationChanging Behavior Using Integrated Theories
Hagger, M. S., & Hamilton, K. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.015 · Cited by 39 · see citing works
Rombach, I., Knight, R., Peckham, N., Stokes, J. R., & Cook, J. A. (2020) · BMC Medicine · doi:10.1186/s12916-020-01598-7 · Cited by 34 · see citing works
Self-citationHadjistavropoulos, H. D., Peynenburg, V., Nugent, M., Karin, E., Titov, N., & Dear, B. F. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100347 · Cited by 32 · see citing works
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Butler, C., Lau, M., Gillespie, D., Owen-Jones, E., Lown, M. T., Wootton, M., Calder, P. C., Bayer, A. J., Moore, M. V., Little, P. S., et al. (2020) · JAMA · doi:10.1001/jama.2020.8556 · Cited by 32 · see citing works
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Orbell, S., Zahid, H., & Henderson, C. J. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.004 · Cited by 32 · see citing works
Hemming, K., Javid, I., & Taljaard, M. (2022) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2022.01.014 · Cited by 29 · see citing works
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Marteau, T. M., Fletcher, P. C., Hollands, G. J., & Munafo, M. R. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.014 · Cited by 27 · see citing works
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Grainger, F., Innerd, A. L., Graham, M., & Wright, M. (2020) · Children · doi:10.3390/children7100161 · Cited by 27 · see citing works
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Bell, M. L. (2018) · Trials · doi:10.1186/s13063-018-2894-y · Cited by 26 · see citing works
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Abraham, C., & Denford, S. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.019 · Cited by 26 · see citing works
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Deutsch, R., & Strack, F. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.012 · Cited by 28 · see citing works
Goltz, F. R., Thackray, A. E., Atkinson, G., Lolli, L., King, J. A., Dorling, J. L., Dowejko, M., Mastana, S. S., & Stensel, D. J. (2019) · Journal of Nutrition · doi:10.1093/jn/nxz062 · Cited by 26 · see citing works
Hutchins, K., Betts, J. A., Thompson, D., Hengist, A., & Gonzalez, J. T. (2025) · American Journal of Clinical Nutrition · doi:10.1016/j.ajcnut.2025.02.024 · Cited by 25 · see citing works
Uhrenholt, L., Schlemmer, A., Hauge, E., Christensen, R., Dreyer, L., Suarez-Almazor, M. E., & Kristensen, S. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-028517 · Cited by 25 · see citing works
Cutting edge or blunt instrument: how to decide if a stepped wedge design is right for you
Hooper, R., & Eldridge, S. M. (2020) · BMJ Quality & Safety · doi:10.1136/bmjqs-2020-011620 · Cited by 25 · see citing works
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Scholz, U., Berli, C., Lüscher, J., & Knoll, N. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.043 · Cited by 23 · see citing works
Hjuler, K. F., Dige, A. K., Agnholt, J. S., Laurberg, T. B., Loft, A. G., Møller, L. F., Christensen, R., & Iversen, L. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-041871 · Cited by 24 · see citing works
Haase, I., Winkeler, M., & Imgart, H. (2021) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.13629 · Cited by 25 · see citing works
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Hankonen, N. E., & Hardeman, W. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.021 · Cited by 26 · see citing works
Kelter, R. (2021) · BMC Medical Research Methodology · doi:10.1186/s12874-021-01341-7 · Cited by 25 · see citing works
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Mitchell, K. R., Purcell, C., Forsyth, R., Barry, S., Hunter, R. M., Simpson, S. A., McDaid, L. M., Elliot, L., McCann, M., Wetherall, K., et al. (2020) · Public Health Research · doi:10.3310/phr08150 · Cited by 24 · see citing works
Rothman, A. J., Klein, W. M. P., & Sheeran, P. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.020 · Cited by 25 · see citing works
Engels, M., Boß, L., Engels, J., Kuhlmann, R., Kuske, J., Lepper, S., Lesener, L., Pavlista, V., Diebig, M., Lunau, T., et al. (2022) · BMC Public Health · doi:10.1186/s12889-022-12921-7 · Cited by 22 · see citing works
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Hagger, M. S., & Conroy, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.033 · Cited by 22 · see citing works
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Uri Gneezy, B., Kajackaite, A., & Meier, S. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.036 · Cited by 20 · see citing works
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Self-citationAssmann, N., Jacob, G. A., Schaich, A., Berger, T., Zindler, T., Betz, L. T., Borgwardt, S., Arntz, A. R., Faßbinder, E., & Klein, J. P. (2025) · The Lancet Psychiatry · doi:10.1016/s2215-0366(25)00063-x · Cited by 20 · see citing works
Marsden, J., Anders, P., Clark, H., Colocassis, K., Eastwood, B., Knight, J., Melaugh, A., Quinn, D. I., Wright, V., & Stannard, J. (2020) · Trials · doi:10.1186/s13063-020-4099-4 · Cited by 18 · see citing works
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Kyprianou, E., Lolli, L., Haddad, H. A., Salvo, V. D., Varley, M. C., Villanueva, A. M., Gregson, W. A., & Weston, M. (2019) · Science and Medicine in Football · doi:10.1080/24733938.2019.1617433 · Cited by 17 · see citing works
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Kelter, R. (2021) · Multivariate Behavioral Research · doi:10.1080/00273171.2021.1967716 · Cited by 16 · see citing works
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King, J. A., Thackray, A. E., Gibbons, C., Martins, C., Broom, D. R., Stensel, D. J., Papamargaritis, D., Arsenyadis, F., Finlayson, G., Whelehan, G., et al. (2025) · International Journal of Obesity · doi:10.1038/s41366-025-01866-7 · Cited by 15 · see citing works
Inoüe, R., Suzuki, K. M., Takaoka, M., Narumi, M., & Naito, Y. (2025) · Microorganisms · doi:10.3390/microorganisms13092068 · Cited by 15 · see citing works
Minimal clinically important difference in means in vulnerable populations: challenges and solutions
Peacock, J. L., Lo, J., Rees, J. R., & Sauzet, O. (2021) · BMJ Open · doi:10.1136/bmjopen-2021-052338 · Cited by 15 · see citing works
Boß, L., Angerer, P., Dragano, N., Ebert, D. D., Engels, M., Heber, E., Kuhlmann, R., Ruhle, S. A., Schwens, C., Wulf, I. C., et al. (2021) · BMC Public Health · doi:10.1186/s12889-021-12229-y · Cited by 13 · see citing works
Kiernan, M., & Baiocchi, M. (2022) · American Journal of Epidemiology · doi:10.1093/aje/kwac019 · Cited by 17 · see citing works
Behrendt, D., Boß, L., Hannibal, S., Kunzler, A., Wessa, M., & Lehr, D. (2023) · Internet Interventions · doi:10.1016/j.invent.2023.100649 · Cited by 15 · see citing works
Breathnach, S., Koutoukidis, D. A., Lally, P. J., Boniface, D. R., Sutherland, A., & Llewellyn, C. H. (2021) · Appetite · doi:10.1016/j.appet.2021.105171 · Cited by 15 · see citing works
Courtney, D., Watson, P., Chan, B. W. C., BENNETT, K. J., Krause, K. R., Offringa, M., Butcher, N. J., Monga, S., Neprily, K., Zentner, T., et al. (2021) · Depression and Anxiety · doi:10.1002/da.23200 · Cited by 15 · see citing works
Farrow, L., Gardner, W. T., Ablett, A. D., Kutuzov, V., & Johnstone, A. J. (2021) · European Journal of Orthopaedic Surgery & Traumatology · doi:10.1007/s00590-021-03137-3 · Cited by 14 · see citing works
Whiteley, R. J., Gregson, W. A., Bahr, R., Tabben, M., Chamari, K., Lolli, L., & Salvo, V. D. (2022) · Scandinavian Journal of Medicine and Science in Sports · doi:10.1111/sms.14219 · Cited by 14 · see citing works
Shen, T., Thackray, A. E., King, J. A., Alotaibi, T. F., Alanazi, T. M., Willis, S. A., Roberts, M. J., Lolli, L., Atkinson, G., & Stensel, D. J. (2023) · Medicine & Science in Sports & Exercise · doi:10.1249/mss.0000000000003283 · Cited by 14 · see citing works
Rutherford, M. M., Akerman, A. P., Notley, S. R., Meade, R. D., Schmidt, M. D., & Kenny, G. P. (2020) · Experimental Physiology · doi:10.1113/ep089074 · Cited by 13 · see citing works
Webb, T. L., & de Bruin, M. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.037 · Cited by 14 · see citing works
Kho, M. C., Karin, E., Gucciardi, D. F., & Crane, M. F. (2022) · Journal of Occupational and Organizational Psychology · doi:10.1111/joop.12420 · Cited by 14 · see citing works
- Authors
- Cook, J. A., Julious, S. A., Sones, W., Hampson, L. V., Hewitt, C., Berlin, J. A., Ashby, D., Emsley, R., Fergusson, D. A., Walters, S. J., Wilson, E. C. F., Maclennan, G., Stallard, N., Rothwell, J. C., Bland, M., Brown, L., Ramsay, C. R., Cook, A., Armstrong, D., Altman, D., & Vale, L. D.
- Affiliations
- Nuffield Orthopaedic Centre (GB)
- University of Sheffield (GB)
- Novartis (Switzerland) (CH)
- University of York (GB)
- Johnson & Johnson (United States) (US)
- Imperial College London (GB)
- King's College London (GB)
- Ottawa Hospital Research Institute (CA)
- University of Aberdeen (GB)
- University of Warwick (GB)
- MRC Clinical Trials Unit at UCL (GB)
- University of Southampton (GB)
- Newcastle University (GB)
- Corresponding author
- Cook, Jonathan A.
- ORCID
- Venue
- Trials
- Published
- 2018-11-05
- Volume
- 19
- Issue
- 1
- Pages
- 606-606
- ISSN
- 1745-6215 (ISSN-L)
- PMC
- PMC6218987
- OpenAlex
- W2899988464
- Cited by
- 197
- References
- 31
- Citations by year
- 2026: 5 · 2025: 14 · 2024: 13 · 2023: 16 · 2022: 24 · 2021: 28 · 2020: 78 · 2019: 14 · 2018: 4
- FWCI
- 25.73
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Trials (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- White Rose Research Online (University of Leeds, The University of Sheffield, University of York) (acceptedVersion)
- UEA Digital Repository (University of East Anglia) (acceptedVersion)
- Warwick Research Archive Portal (University of Warwick) (acceptedVersion)
- ePrints Soton (University of Southampton) (acceptedVersion)
- LSHTM Research Online (London School of Hygiene and Tropical Medicine) (acceptedVersion)
- Aberdeen University Research Archive (Aberdeen University) (submittedVersion)
- uO Research (University of Ottawa) (submittedVersion, public-domain)
- Apollo (University of Cambridge) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Lancaster EPrints (Lancaster University) (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Research Portal (King's College London) (submittedVersion, cc-by)
- Spiral (Imperial College London) (submittedVersion, cc-by)
- Warwick Research Archive Portal (University of Warwick) (submittedVersion)
- Apollo
- Apollo (cc-by)
- Funders
- Medical Research Council (N/A)
- National Institute for Health Research (N/A)
- Topics
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Epidemiology
- Keywords
- sample size determination, randomized controlled trials, statistical power, primary outcomes, reporting guidelines, research funding, trial design
- MeSH terms
- Delphi Technique, Humans, Randomized Controlled Trials as Topic, Guidelines as Topic, Sample Size, Research Report, Numbers Needed To Treat
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