The randomization-induced risk of a trial failing to attain its target power: assessment and mitigation

作者: Hubert Wong , Yongdong Ouyang , Mohammad Ehsanul Karim

DOI: 10.1186/S13063-019-3471-8

关键词:

摘要: Health researchers are familiar with the concept of trial power, a number that prior to start is intended describe probability results will correctly conclude intervention has an effect. Trial as calculated using standard software, expected power arises from averaging hypothetical over all possible treatment allocations could be generated by randomization algorithm. However, in ultimately conducted, only one allocation occur, and corresponding attained (conditional on occurred) not guaranteed equal may substantially lower. We provide examples illustrating this issue, discuss some circumstances when issue concern, define advocate examination pre-randomization distribution for evaluating risk obtaining unacceptably low suggest use restrictions reduce risk. In trials randomize modest units, we recommend designers evaluate getting and, if warranted, modify algorithm

参考文章(21)
Karla Hemming, Monica Taljaard, Sample size calculations for stepped wedge and cluster randomised trials: a unified approach. Journal of Clinical Epidemiology. ,vol. 69, pp. 137- 146 ,(2016) , 10.1016/J.JCLINEPI.2015.08.015
Stuart J. Pocock, Richard Simon, Sequential Treatment Assignment with Balancing for Prognostic Factors in the Controlled Clinical Trial Biometrics. ,vol. 31, pp. 103- 115 ,(1975) , 10.2307/2529712
Gillian M. Raab, Izzy Butcher, Balance in cluster randomized trials. Statistics in Medicine. ,vol. 20, pp. 351- 365 ,(2001) , 10.1002/1097-0258(20010215)20:3<351::AID-SIM797>3.0.CO;2-C
Michael A. Hussey, James P. Hughes, Design and analysis of stepped wedge cluster randomized trials Contemporary Clinical Trials. ,vol. 28, pp. 182- 191 ,(2007) , 10.1016/J.CCT.2006.05.007
Jock Lawrie, John B. Carlin, Andrew B. Forbes, Optimal stepped wedge designs Statistics & Probability Letters. ,vol. 99, pp. 210- 214 ,(2015) , 10.1016/J.SPL.2015.01.024
K. Hemming, T. P. Haines, P. J. Chilton, A. J. Girling, R. J. Lilford, The stepped wedge cluster randomised trial: rationale, design, analysis, and reporting BMJ. ,vol. 350, pp. 1- 7 ,(2015) , 10.1136/BMJ.H391
Gianluca Baio, Andrew Copas, Gareth Ambler, James Hargreaves, Emma Beard, Rumana Z Omar, Sample size calculation for a stepped wedge trial Trials. ,vol. 16, pp. 354- 354 ,(2015) , 10.1186/S13063-015-0840-9
Neil W Scott, Gladys C McPherson, Craig R Ramsay, Marion K Campbell, The method of minimization for allocation to clinical trials Controlled Clinical Trials. ,vol. 23, pp. 662- 674 ,(2002) , 10.1016/S0197-2456(02)00242-8