Risk of selection bias in randomised trials
Open accessAbstract
BACKGROUND: Selection bias occurs when recruiters selectively enrol patients into the trial based on what the next treatment allocation is likely to be. This can occur even if appropriate allocation concealment is used if recruiters can guess the next treatment assignment with some degree of accuracy. This typically occurs in unblinded trials when restricted randomisation is implemented to force the number of patients in each arm or within each centre to be the same. Several methods to reduce the risk of selection bias have been suggested; however, it is unclear how often these techniques are used in practice. METHODS: We performed a review of published trials which were not blinded to assess whether they utilised methods for reducing the risk of selection bias. We assessed the following techniques: (a) blinding of recruiters; (b) use of simple randomisation; (c) avoidance of stratification by site when restricted randomisation is used; (d) avoidance of permuted blocks if stratification by site is used; and (e) incorporation of prognostic covariates into the randomisation procedure when restricted randomisation is used. We included parallel group, individually randomised phase III trials published in four general medical journals (BMJ, Journal of the American Medical Association, The Lancet, and New England Journal of Medicine) in 2010. RESULTS: We identified 152 eligible trials. Most trials (98%) provided no information on whether recruiters were blind to previous treatment allocations. Only 3% of trials used simple randomisation; 63% used some form of restricted randomisation, and 35% did not state the method of randomisation. Overall, 44% of trials were stratified by site of recruitment; 27% were not, and 29% did not report this information. Most trials that did stratify by site of recruitment used permuted blocks (58%), and only 15% reported using random block sizes. Many trials that used restricted randomisation also included prognostic covariates in the randomisation procedure (56%). CONCLUSIONS: The risk of selection bias could not be ascertained for most trials due to poor reporting. Many trials which did provide details on the randomisation procedure were at risk of selection bias due to a poorly chosen randomisation methods. Techniques to reduce the risk of selection bias should be more widely implemented.
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This finding is consistent with findings in individual randomized trials which have also been identified at risk of bias due to implementation of the randomization process.
“This finding is consistent with findings in individual randomized trials which have also been identified at risk of bias due to implementation of the randomization process [21].”
From Cluster randomized trials of individual-level interventions were at high risk of bias (2021) · cites this paper as [21]
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SPIRIT 2013 explanation and elaboration: guidance for protocols of clinical trials
Chan, A.-W., Tetzlaff, J. M., Gotzsche, P. C., Altman, D. G., Mann, H., Berlin, J. A., Dickersin, K., Hrobjartsson, A., Schulz, K. F., Parulekar, W. R., et al. (2013) · BMJ · doi:10.1136/bmj.e7586 · Cited by 6,251 · see citing works
Schulz (1995) · doi:10.1001/jama.1995.03520290060030 · Cited by 5,634 · see citing works
Kunz, R., & Oxman, A. D. (1998) · BMJ · doi:10.1136/bmj.317.7167.1185 · Cited by 770 · see citing works
Subverting Randomization in Controlled Trials
Schulz, K. F. (1995) · JAMA · doi:10.1001/jama.1995.03530180050029 · Cited by 518 · see citing works
Kahan, B. C., Jairath, V., Doré, C. J., & Morris, T. P. (2014) · Trials · doi:10.1186/1745-6215-15-139 · Cited by 497 · see citing works
Self-citationRandomisation to protect against selection bias in healthcare trials
Odgaard-Jensen, J., Vist, G. E., Timmer, A., Kunz, R., Akl, E. A., Schünemann, H., Briel, M., Nordmann, A. J., Pregno, S., & Oxman, A. D. (2011) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.mr000012.pub3 · Cited by 439 · see citing works
Randomization in Clinical Trials
Rosenberger, W. F., & Lachin, J. M. (2002) · Wiley series in probability and statistics · doi:10.1002/0471722103 · Cited by 369 · see citing works
Improper analysis of trials randomised using stratified blocks or minimisation
Kahan, B. C., & Morris, T. P. (2011) · Statistics in Medicine · doi:10.1002/sim.4431 · Cited by 333 · see citing works
Self-citationProperties of the urn randomization in clinical trials
Wei, L. J., & Lachin, J. M. (1988) · Controlled Clinical Trials · doi:10.1016/0197-2456(88)90048-7 · Cited by 308 · see citing works
Kahan, B. C., & Morris, T. P. (2012) · BMJ · doi:10.1136/bmj.e5840 · Cited by 294 · see citing works
Self-citationSelection Bias and Covariate Imbalances in Randomized Clinical Trials
Berger, V. W. (2005) · Wiley eBooks · doi:10.1002/0470863641 · Cited by 261 · see citing works
Unequal group sizes in randomised trials: guarding against guessing
Schulz, K. F., & Grimes, D. A. (2002) · The Lancet · doi:10.1016/s0140-6736(02)08029-7 · Cited by 250 · see citing works
Detecting Selection Bias in Randomized Clinical Trials
Berger, V. W., & Exner, D. V. (1999) · Controlled Clinical Trials · doi:10.1016/s0197-2456(99)00014-8 · Cited by 163 · see citing works
Bias in identifying and recruiting participants in cluster randomised trials: what can be done?
Eldridge, S., Kerry, S., & Torgerson, D. J. (2009) · BMJ · doi:10.1136/bmj.b4006 · Cited by 159 · see citing works
Accounting for centre-effects in multicentre trials with a binary outcome – when, why, and how?
Kahan, B. C. (2014) · BMC Medical Research Methodology · doi:10.1186/1471-2288-14-20 · Cited by 152 · see citing works
Self-citationNüesch, E., Reichenbach, S., Trelle, S., Rutjes, A. W., Liewald, K., Sterchi, R., Altman, D. G., & Jüni, P. (2009) · Arthritis Care & Research · doi:10.1002/art.24894 · Cited by 150 · see citing works
Berger, V. W. (2005) · Biometrical Journal · doi:10.1002/bimj.200410106 · Cited by 110 · see citing works
Minimization–reducing predictability for multi-centre trials whilst retaining balance within centre
Brown, S., Thorpe, H., Hawkins, K., & Brown, J. (2005) · Statistics in Medicine · doi:10.1002/sim.2391 · Cited by 97 · see citing works
Kahan, B. C., & Morris, T. P. (2012) · Statistics in Medicine · doi:10.1002/sim.5667 · Cited by 90 · see citing works
Self-citationIs restricted randomisation necessary?
Hewitt, C. E., & Torgerson, D. J. (2006) · BMJ · doi:10.1136/bmj.332.7556.1506 · Cited by 77 · see citing works
Ensuring the comparability of comparison groups: is randomization enough?
Berger, V. W., & Weinstein, S. (2004) · Controlled Clinical Trials · doi:10.1016/j.cct.2004.04.001 · Cited by 65 · see citing works
The impact of selection bias on test decisions in randomized clinical trials
Kennes, L. N., Cramer, E., Hilgers, R.-D., & Heussen, N. M. (2011) · Statistics in Medicine · doi:10.1002/sim.4279 · Cited by 33 · see citing works
Randomization in Clinical Trials
Yang, S.-P., & Berdine, G. (2003) · Southwest Respiratory and Critical Care Chronicles · doi:10.1198/tech.2003.s791 · Cited by 28 · see citing works
Varying the block size does not conceal the allocation
Berger, V. W. (2006) · Journal of Critical Care · doi:10.1016/j.jcrc.2006.01.002 · Cited by 23 · cited 1× · see citing works
“Although both approaches will help, neither will reduce the risk to an acceptable level [4, 23].”
BackgroundInfluence of Selection Bias on the Test Decision
Cramer, E., Kennes, L. N., Heussen, N. M., & Tamm, M. (2011) · Methods of Information in Medicine · doi:10.3414/me11-01-0043 · Cited by 23 · see citing works
Hewitt, C. E., Torgerson, D. J., & Berger, V. W. (2008) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2008.06.005 · Cited by 14 · see citing works
Follmann, D. A., & Proschan, M. A. (1994) · Journal of Statistical Planning and Inference · doi:10.1016/0378-3758(94)90108-2 · Cited by 13 · see citing works
Reitsma, A. H., Chu, R., Thorpe, J., McDonald, S. D., Thabane, L., & Hutton, E. K. (2014) · Trials · doi:10.1186/1745-6215-15-377 · Cited by 7 · see citing works
Rank minimization with a two-step analysis should not replace randomization in clinical trials
Kahan, B. C. (2012) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2012.02.002 · Cited by 6 · see citing works
Self-citationA Two-Level Regression Model for Growth Curves with Correlated Outcomes
Ojeda, M. M., & Longford, N. T. (1998) · Biometrical Journal · doi:10.1002/(sici)1521-4036(199808)40:4 · Cited by 2 · see citing works
Flagged first, then by citations
3 of the 33 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
CONSORT 2025 explanation and elaboration: updated guideline for reporting randomised trials
Hopewell, S., Chan, A.-W., Collins, G. S., Hróbjartsson, A., Moher, D., Schulz, K. F., Tunn, R., Aggarwal, R., Berkwits, M., Berlin, J. A., et al. (2025) · BMJ · doi:10.1136/bmj-2024-081124 · Cited by 205 · see citing works
Self-citationBias, Confounding, and Interaction: Lions and Tigers, and Bears, Oh My!
Vetter, T. R., & Mascha, E. J. (2017) · Anesthesia & Analgesia · doi:10.1213/ane.0000000000002332 · Cited by 141 · see citing works
Fernainy, P., Cohen, A. A., Murray, E. J., Losina, E., Lamontagne, F., & Sourial, N. (2024) · BMC Proceedings · doi:10.1186/s12919-023-00285-8 · Cited by 101 · see citing works
Fojecki, G. L., Tiessen, S., & Osther, P. J. S. (2016) · World Journal of Urology · doi:10.1007/s00345-016-1834-2 · Cited by 75 · see citing works
Systematic review of the literature on triclosan and health outcomes in humans
Goodman, M. G., Naiman, D. Q., & LaKind, J. S. (2017) · Critical Reviews in Toxicology · doi:10.1080/10408444.2017.1350138 · Cited by 69 · see citing works
Edwards, M., Forbes, G., MacDonald, N., Berdunov, V., Mihaylova, B., Dias, P., Thomson, A., Grocott, M. P. W., Mythen, M. G., Gillies, M. A., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-023455 · Cited by 63 · see citing works
Self-citationSpeyer, R., Cordier, R., Sutt, A., Remijn, L., Heijnen, B. J., Balaguer, M., Pommée, T., McInerney, M., & Bergström, L. (2022) · Journal of Clinical Medicine · doi:10.3390/jcm11030685 · Cited by 59 · see citing works
ElGendy, K., Malcomson, F. C., Lara, J., Bradburn, D. M., & Mathers, J. C. (2018) · British Journal Of Nutrition · doi:10.1017/s000711451800243x · Cited by 57 · see citing works
Barčot, O., Borić, M., Peričić, T. P., Ćavar, M., Došenović, S., Vuka, I., & Puljak, L. (2019) · BMC Medical Research Methodology · doi:10.1186/s12874-019-0804-y · Cited by 57 · see citing works
Ransohoff, J. I., Kumar, P. S., Flynn, D., & Rubenstein, E. (2022) · Journal of Applied Research in Intellectual Disabilities · doi:10.1111/jar.12977 · Cited by 46 · see citing works
Vitale, R., & Kim, Y. (2020) · Metabolic Syndrome and Related Disorders · doi:10.1089/met.2020.0048 · Cited by 43 · see citing works
Wilke, J., Mohr, L., Yuki, G., Bhundoo, A. K., Jiménez‐Pavón, D., Laíño, F., Murphy, N. M., Novak, B., Nuccio, S., Ortega‐Gómez, S., et al. (2022) · British Journal of Sports Medicine · doi:10.1136/bjsports-2021-104994 · Cited by 43 · see citing works
Balancing benefits and risks in the era of biologics
Adami, G., Saag, K. G., Chapurlat, R. D., Guañabens, N., Haugeberg, G., Lems, W. F., Matijević, R., Peel, N. F. A., Poddubnyy, D., & Geusens, P. (2019) · Therapeutic Advances in Musculoskeletal Disease · doi:10.1177/1759720x19883973 · Cited by 41 · see citing works
Matos, T. D. P., Wambier, L. M., Favoreto, M. W., Rezende, C. E. E., Reis, A., Loguércio, A. D., & Gonzaga, C. C. (2021) · Journal of Prosthetic Dentistry · doi:10.1016/j.prosdent.2021.08.022 · Cited by 41 · see citing works
On behalf of the TANDEM Investigators, Sohanpal, R., Pinnock, H., Steed, L., Heslop-Marshall, K., Chan, C. L., Kelly, M. J., Priebe, S., Roberts, C. M., Singh, S. J., et al. (2020) · Trials · doi:10.1186/s13063-019-3800-y · Cited by 39 · see citing works
Vorland, C. J., Brown, A. W., Dawson, J., Dickinson, S., Golzarri‐Arroyo, L., Hannon, B. A., Heo, M., Heymsfield, S. B., Jayawardene, W. P., Kahathuduwa, C. N., et al. (2021) · International Journal of Obesity · doi:10.1038/s41366-021-00909-z · Cited by 40 · see citing works
Maxillary expander with differential opening vs Hyrax expander: A randomized clinical trial
Alves, A. C. D. M., Janson, G., McNamara, J. A., Lauris, J. R. P., & Garib, D. G. (2019) · American Journal of Orthodontics and Dentofacial Orthopedics · doi:10.1016/j.ajodo.2019.07.010 · Cited by 37 · see citing works
Intranasal Versus Oral Treatments for Allergic Rhinitis: A Systematic Review With Meta-Analysis
Torres, M. I., Gil‐Mata, S., Bognanni, A., Ferreira‐da‐Silva, R., Yepes-Núñez, J. J., Lourenço‐Silva, N., Cardoso‐Fernandes, A., Ferreira, A., Ferreira‐Cardoso, H., Portela, D., et al. (2024) · The Journal of Allergy and Clinical Immunology In Practice · doi:10.1016/j.jaip.2024.09.001 · Cited by 38 · see citing works
Cost-effectiveness of treatments for non-osteoarthritic knee pain conditions: A systematic review
Afzali, T., Fangel, M. V., Vestergaard, A. S., Rathleff, M. S., Ehlers, L. H., & Jensen, M. B. (2018) · PLoS ONE · doi:10.1371/journal.pone.0209240 · Cited by 34 · see citing works
Cluster randomized trials of individual-level interventions were at high risk of bias
Easter, C., Thompson, J. A., Eldridge, S., Taljaard, M., & Hemming, K. (2021) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2021.06.021 · Cited by 34 · see citing works
Sarman, A., & Günay, U. (2022) · Journal of Pediatric Nursing · doi:10.1016/j.pedn.2022.11.012 · Cited by 31 · see citing works
Sadana, D., Kaur, S., Sankaramangalam, K. P., Saini, I., Banerjee, K., Siuba, M., Amaral, V., Gadre, S. K., Torbic, H., Krishnan, S., et al. (2022) · Critical Care and Resuscitation · doi:10.51893/2022.4.oa4 · Cited by 31 · see citing works
Quetsch, L. B., Girard, E. I., & McNeil, C. B. (2020) · Children and Youth Services Review · doi:10.1016/j.childyouth.2020.104886 · Cited by 30 · see citing works
Mweemba, C., Mapulanga, M., Jacobs, C., Katowa-Mukwato, P., & Maimbolwa, M. (2021) · Pan African Medical Journal · doi:10.11604/pamj.2021.40.4.28423 · Cited by 27 · see citing works
Ríos, J., Sáez‐Peñataro, J., Pontes, C., & Torres, F. (2017) · Seminars in Liver Disease · doi:10.1055/s-0037-1606213 · Cited by 28 · see citing works
Vyas, J., Johns, J. R., Ali, F. M., Singh, R., Ingram, J. R., Salek, S., & Finlay, A. Y. (2023) · British Journal of Dermatology · doi:10.1093/bjd/ljad079 · Cited by 28 · see citing works
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Muttakin, S., Moxon, T. E., & Gouseti, O. (2019) · Springer eBooks · doi:10.1007/978-3-030-03901-1_3 · Cited by 26 · see citing works
Romero-Carmona, C. E., Chávez-Corona, J. I., Lima, E. J., Cortés, H., Quintanar‐Guerrero, D., Bernad‐Bernad, M. J., Ramos-Martínez, I. E., Peña‐Corona, S. I., Sharifi‐Rad, J., & Leyva‐Gómez, G. (2024) · Journal of Nanobiotechnology · doi:10.1186/s12951-024-03045-8 · Cited by 29 · see citing works
Peterson, A. J., Donze, M., Allen, E., & Bonell, C. P. (2019) · Perspectives on Sexual and Reproductive Health · doi:10.1363/psrh.12102 · Cited by 27 · see citing works
Denes, A., Crowley, J. P., Winkler, K. L., Dhillon, A., Ponivas, A. L. P., & Bennett‐Brown, M. (2020) · Communication Monographs · doi:10.1080/03637751.2020.1726424 · Cited by 25 · see citing works
Barata, P. C., Mendiratta, P., Kotecha, R. R., Gopalakrishnan, D., Juloori, A., Chao, S. T., Koshkin, V. S., Ornstein, M. C., Gilligan, T. D., Wood, L. S., et al. (2018) · Clinical Genitourinary Cancer · doi:10.1016/j.clgc.2018.07.018 · Cited by 24 · see citing works
Moura, C., Totton, S. C., Sargeant, J. M., O’Sullivan, T. L., Linhares, D. C. L., & O'Connor, A. M. C. (2019) · Journal of Swine Health and Production · doi:10.54846/jshap/1125 · Cited by 21 · see citing works
Choong, S. Y. X., Tan, X. Y. J., Cheng, L. J., & Lau, Y. (2021) · Behavioral Sleep Medicine · doi:10.1080/15402002.2021.1931221 · Cited by 25 · see citing works
Battista, S., Kiadaliri, A., Jönsson, T., Gustafsson, K., Englund, M., Testa, M., & Dell’Isola, A. (2023) · Arthritis Care & Research · doi:10.1002/acr.25135 · Cited by 23 · see citing works
Guidelines for standardizing and increasing the transparency in the reporting of biomedical research
Khan, A. M. (2017) · Journal of Thoracic Disease · doi:10.21037/jtd.2017.07.30 · Cited by 21 · see citing works
Comparison of veterinary drugs and veterinary homeopathy: part 2
Lees, P., Pelligand, L., Whiting, M. C., Chambers, D., Toutain, P., & Whitehead, M. L. (2017) · Veterinary Record · doi:10.1136/vr.104279 · Cited by 20 · see citing works
Pimentel, J., Cockcroft, A., & Andersson, N. (2020) · JMIR Research Protocols · doi:10.2196/17297 · Cited by 20 · see citing works
The associations and effects of mindfulness on anger and aggression: A meta-analytic review
O’Dean, S., Summerell, E., Harmon‐Jones, E., Creswell, J. D., & Denson, T. F. (2025) · Clinical Psychology Review · doi:10.1016/j.cpr.2025.102584 · Cited by 20 · see citing works
Clark, L., Burke, L., Carr, R. M., Coleman, E., Roberts, G., & Torgerson, D. J. (2021) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2021.09.009 · Cited by 14 · see citing works
Chan, V. W. Y., Kong, A. P. S., Lau, J. T. F., Mak, W. W. S., Cameron, L. D., & Mo, P. K. H. (2020) · Psychosomatic Medicine · doi:10.1097/psy.0000000000000883 · Cited by 14 · see citing works
Defining trajectories of response in patients with psoriasis treated with biologic therapies
Geifman, N., Azadbakht, N., Zeng, J., Wilkinson, T., Dand, N., Buchan, I. E., Stocken, D. D., Meglio, P. D., Warren, R. B., Barker, J. N., et al. (2021) · British Journal of Dermatology · doi:10.1111/bjd.20140 · Cited by 13 · see citing works
van Boven, F. V., de Jong, N. D., Braunstahl, G., Arends, L., & van Wijk, R. G. (2020) · International Archives of Allergy and Immunology · doi:10.1159/000506284 · Cited by 11 · see citing works
Armijo-Olivo, S., de Oliveira-Souza, A. I. S., Mohamad, N., Carletti, E. M. D. C., Fuentes, J., & Ballenberger, N. (2022) · American Journal of Physical Medicine & Rehabilitation · doi:10.1097/phm.0000000000001947 · Cited by 13 · see citing works
Im, E., Chee, W., Paul, S., Choi, M., Kim, S. Y., Deatrick, J. A., Inouye, J., Grace, X., Meghani, S. H., Nguyen, G. T., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-42132-6 · Cited by 11 · see citing works
Pharmacist-Led Digital Health Interventions for Patients with Diabetes: A Systematic Review
Christy, A., Fernanda, F., Insani, W. N., & Abdulah, R. (2025) · Journal of Multidisciplinary Healthcare · doi:10.2147/jmdh.s494584 · Cited by 11 · see citing works
Wang, F., Meszoely, I. M., Pal, T., Mayer, I. A., Bailey, C. E., Zheng, W., & Shu, X. (2020) · International Journal of Cancer · doi:10.1002/ijc.33265 · Cited by 11 · see citing works
Edwards, M., Forbes, G., Walker, N., Morton, D. G., Mythen, M. G., Murray, D., Anderson, I. D., Mihaylova, B., Thomson, A., Taylor, M., et al. (2023) · Trials · doi:10.1186/s13063-023-07275-3 · Cited by 11 · see citing works
Self-citation‘Real-world’ Australian experience of pomalidomide for relapsed and refractory myeloma
Scott, A. P., Weber, N., Tiley, C., Taylor, K. M., Taper, J., Harrison, S. J., Chan, K. L., Stark, R. J., Lee, C., Morris, K. L., et al. (2017) · Leukemia & lymphoma/Leukemia and lymphoma · doi:10.1080/10428194.2017.1387911 · Cited by 11 · see citing works
Oh, M., Jung, S., Bae, E. J., Park, B., & Chae, S. (2020) · Journal of Clinical Medicine · doi:10.3390/jcm9041114 · Cited by 11 · see citing works
Health-related quality of life in people with Parkinson’s disease receiving comprehensive care
Soh, S., Morris, M. E., Watts, J. J., McGinley, J. L., & Iansek, R. (2016) · Australian Health Review · doi:10.1071/ah15113 · Cited by 11 · see citing works
In the name of science: Ethical violations in the ECHO randomised trial
Sathyamala, C. (2019) · Global Public Health · doi:10.1080/17441692.2019.1634118 · Cited by 10 · see citing works
Olsson, A., Ring, C., Josefsson, J., Eriksson, A. B., Rylance, R. T., Fröbert, O., James, S. K., Sparv, D., & Erlinge, D. (2020) · Trials · doi:10.1186/s13063-020-4147-0 · Cited by 10 · see citing works
Chusyd, D. E., Austad, S. N., Brown, A. W., Chen, X., Dickinson, S., Ejima, K., Fluharty, D., Golzarri‐Arroyo, L., Holden, R. J., Jamshidi‐Naeini, Y., et al. (2021) · The Journals of Gerontology Series A · doi:10.1093/gerona/glab382 · Cited by 12 · see citing works
Risk of selection bias in randomized trials: further insight
Berger, V. W. (2016) · Trials · doi:10.1186/s13063-016-1597-5 · Cited by 10 · see citing works
Kirov, H., Caldonazo, T. M. M., Mukharyamov, M., Toshmatov, S., Fleckenstein, P., Kyashif, T., Siemeni, T., & Doenst, T. (2025) · The Thoracic and Cardiovascular Surgeon · doi:10.1055/a-2548-4098 · Cited by 9 · see citing works
Conroy, E. J., Blazeby, J. M., Burnside, G., Cook, J. A., & Gamble, C. L. (2020) · Trials · doi:10.1186/s13063-020-04318-x · Cited by 9 · see citing works
García-Robles, A. A., Navarro, A. G., Martín, M. D. M. S., Quiles, M. J. P., Llorca, A. P., Poveda-Andrés, J. L., Torres, M. V., & Aguar, M. (2020) · Frontiers in Pediatrics · doi:10.3389/fped.2020.00372 · Cited by 9 · see citing works
Study design synopsis: Bias can cast a dark shadow over studies.
Fosgate, G. (2020) · Equine Veterinary Journal · doi:10.1111/evj.13358 · Cited by 8 · see citing works
Attention Training After Moderate-to-Severe Traumatic Brain Injury in Adults: A Systematic Review
Soule, A. C., Fish, T. J., Thomas, K. G. F., & Schrieff-Brown, L. (2024) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2024.07.010 · Cited by 8 · see citing works
Identifying and mitigating bias in multiple aspects of modern clinical research
Thambiraj, G., & Armoundas, A. A. (2026) · Communications Medicine · doi:10.1038/s43856-026-01721-4 · Cited by 8 · see citing works
Llor, C., Trapero‐Bertran, M., Sisó‐Almirall, A., Monfà, R., Abellana, R. M., García-Sangenís, A., Moragas, A., & Morros, R. (2024) · npj Primary Care Respiratory Medicine · doi:10.1038/s41533-024-00368-9 · Cited by 8 · see citing works
Sverdlov, O., Carter, K., Hilgers, R.-D., Everett, C., Berger, V. W., Luo, Y., Chipman, J., Ryeznik, Y. V., Ross, J., Knight, R., et al. (2023) · Statistics in Biopharmaceutical Research · doi:10.1080/19466315.2023.2225451 · Cited by 8 · see citing works
Liu, J., Hu, J., Qi, Y., Wu, X., & Gan, Y. (2025) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2024.102964 · Cited by 7 · see citing works
Beşirik, S. A., & Geçkil, E. (2024) · Journal of Paediatrics and Child Health · doi:10.1111/jpc.16646 · Cited by 8 · see citing works
Clinical Trial and Registry Data
Gooderham, M., & Papp, K. A. (2017) · Current problems in dermatology · doi:10.1159/000478074 · Cited by 7 · see citing works
Kristunas, C., Grayling, M. J., Gray, L. J., & Hemming, K. (2022) · BMC Medical Research Methodology · doi:10.1186/s12874-022-01588-8 · Cited by 7 · see citing works
Murphy, C. M., Micalizzi, L., Sokolovsky, A. W., Borrelli, B., Jennings, E., Lee, C. S., Parker, D. R., & Risica, P. M. (2021) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2021.108419 · Cited by 7 · see citing works
Intracardiac epithelial cyst in association with an atrioventricular canal defect.
Thomas, R., & Wesep, R. A. V. (1990) · PubMed · Cited by 7 · see citing works
An, K. R., Vervoort, D., Qiu, F., Tam, D. Y., Rocha, R. V., Harik, L., Hirji, S. A., Sandner, S. E., Fremes, S. E., Wijeysundera, H. C., et al. (2025) · European Heart Journal · doi:10.1093/eurheartj/ehaf806 · Cited by 6 · see citing works
A call for academic pragmatic clinical trials to address open questions in migraine prevention
Sacco, S., Santis, F. D., Onofri, A., Rosignoli, C., Nabaei, G., Foschi, M., & Ornello, R. (2024) · Cephalalgia · doi:10.1177/03331024241291574 · Cited by 6 · see citing works
Banbury, S. A., Tharmalingam, H., Lusher, J. M., Erridge, S., & Chandler, C. (2024) · Medicina · doi:10.3390/medicina60122020 · Cited by 6 · see citing works
A stochastically curtailed two‐arm randomised phase II trial design for binary outcomes
Law, M. W.-M., Grayling, M. J., & Mander, A. (2020) · Pharmaceutical Statistics · doi:10.1002/pst.2067 · Cited by 6 · see citing works
Jiménez‐Fonseca, P., Carmona‐Bayonas, A., Martínez-Torrón, A., Alsina, M., Custodio, A. B., Serra, O., Lavín, D. C., Limón, M. L., Saurí, T., López, F. L., et al. (2021) · Therapeutic Advances in Medical Oncology · doi:10.1177/17588359211019672 · Cited by 6 · see citing works
Barčot, O., Borić, M., Peričić, T. P., Ćavar, M., Došenović, S., Vuka, I., & Puljak, L. (2018) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/366674 · Cited by 6 · see citing works
Gill, B., Wessels, J. M., Hayes, C. L., Ratcliffe, J., Wokuri, J., Ball, E., Reid, G., Kaul, R., Rana, J., Alkhaifi, M., et al. (2025) · PLoS ONE · doi:10.1371/journal.pone.0315576 · Cited by 5 · see citing works
Comparative assessment of Cochrane’s ROB and ROB2 in dentistry trials: a meta-research study
Viana, J., Machado, V., Proença, L., Chambrone, L., Mendes, J. J., & Botelho, J. (2025) · Systematic Reviews · doi:10.1186/s13643-025-02901-4 · Cited by 5 · see citing works
Mariano, E. R., & McCartney, C. J. L. (2022) · Regional Anesthesia & Pain Medicine · doi:10.1136/rapm-2022-103549 · Cited by 5 · see citing works
Methodological Aspects in Studies Based on Clinical Routine Data
Kennes, L. N. (2017) · Advances in Therapy · doi:10.1007/s12325-017-0609-5 · Cited by 5 · see citing works
David, M., & Higashi, H. (2024) · Journal of health economics and outcomes research · doi:10.36469/jheor.2024.94460 · Cited by 5 · see citing works
Sotiropoulos, J. X., Hunter, K. E., Aagerup, J., Williams, J. G., Libesman, S., Aberoumand, M., Barba, A., Wang, R., Love, T., Johnson, B. J., et al. (2025) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2025.111875 · Cited by 4 · see citing works
Feasibility of a Platform Trial Design for the Development of Mobile Health Applications: A Review
Aqib, A., Lebouché, B., Engler, K., & Schuster, T. (2022) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2021.0620 · Cited by 4 · see citing works
A Systematic Review of Neuroprotective Strategies in the Management of Hypoglycemia
Nistor, M., Schmidt, M., Graul, I., Rakers, F., & Schiffner, R. (2019) · International Journal of Molecular Sciences · doi:10.3390/ijms20030550 · Cited by 5 · see citing works
Fischbach, L. A., Faramawi, M. F., Girard, D., Thapa, S., & Travers, R. (2020) · Journal of Public Health · doi:10.1093/pubmed/fdaa109 · Cited by 4 · see citing works
Sampayo-Cordero, M., Miguel-Huguet, B., Malfettone, A., Pérez-García, J. M., Llombart‐Cussac, A., Cortés, J., Pardo-Mateos, A., & Pérez‐López, J. (2021) · Frontiers in Molecular Biosciences · doi:10.3389/fmolb.2021.690615 · Cited by 4 · see citing works
Bhuiyan, Z. A., Adebayo, O., & Ahmed, Z. (2023) · Wound Repair and Regeneration · doi:10.1111/wrr.13098 · Cited by 4 · see citing works
Janssens, K. M. E., Joosen, M. C. W., Henderson, C., van Weeghel, J., & Brouwers, E. P. M. (2023) · Journal of Occupational Rehabilitation · doi:10.1007/s10926-023-10141-3 · Cited by 5 · see citing works
Phase III Clinical trials: what methodology?
Bourin, M. (2017) · SOJ Pharmacy & Pharmaceutical Sciences · doi:10.15226/2374-6866/4/4/00165 · Cited by 4 · see citing works
Perez, R. O., Mattacheo, A. E., & Tanis, P. J. (2021) · Techniques in Coloproctology · doi:10.1007/s10151-021-02419-6 · Cited by 4 · see citing works
David, M., & Higashi, H. (2024) · Journal of health economics and outcomes research · doi:10.36469/001c.94460 · Cited by 3 · see citing works
Prostate cancer screening: what can we learn from randomised trials?
Auvinen, A. P. (2018) · Translational Andrology and Urology · doi:10.21037/tau.2017.12.13 · Cited by 3 · see citing works
Park, S. Y., Lee, S., Heo, I., Hwang, M., Kim, K., Cho, J., Park, K. S., Ha, I. H., & Shin, B. (2020) · Journal of Korean Medicine Rehabilitation · doi:10.18325/jkmr.2020.30.2.139 · Cited by 3 · see citing works
Wester, R., Dinmohamed, A. G., van der Holt, B., Zweegman, S., Minnema, M. C., Croockewit, S., Levin, M.-D., Libourel, E., de Waal, E., Sonneveld, P., et al. (2022) · HemaSphere · doi:10.1097/hs9.0000000000000683 · Cited by 3 · see citing works
Risk of selection bias assessment in the NINDS rt-PA stroke study
Garg, R., & Mickenautsch, S. (2022) · BMC Medical Research Methodology · doi:10.1186/s12874-022-01651-4 · Cited by 3 · see citing works
Zammit, A. P., Hooper, J. D., Brown, I., Clark, D. A., & Riddell, A. D. (2022) · Colorectal Disease · doi:10.1111/codi.16369 · Cited by 3 · see citing works
Roys, M. R., Stewart, S. A., & Copeland, A. L. (2023) · Current Psychology · doi:10.1007/s12144-023-04467-7 · Cited by 3 · see citing works
Gichure, J. N., Coorey, R., Njage, P. M. K., Wambui, J., Dykes, G. A., & Buys, E. M. (2023) · International Journal of Food Science & Technology · doi:10.1111/ijfs.16759 · Cited by 3 · see citing works
Leveraging the humanity of randomized controlled trials for actionability
Wong‐Parodi, G., Domingue, S. J., Harrison, T., Herbert, N., Maillard, L., & Lemos, M. C. (2024) · Cell Reports Sustainability · doi:10.1016/j.crsus.2024.100076 · Cited by 3 · see citing works
Shavit, R., Kushnir, T., Nudelman, Y., & Springer, S. (2025) · Journal of Multidisciplinary Healthcare · doi:10.2147/jmdh.s493650 · Cited by 3 · see citing works
Thompson, M., Yu, Z., & Odum, S. M. (2024) · Springer eBooks · doi:10.1007/978-3-031-77563-5_3 · Cited by 2 · see citing works
Dechsling, A., Cipriano, C., Børtveit, L., Fjermestad, K. W., Karlsen, A.-C. B. A., Akerbæk, T. M., Tangen, C. B., & Cogo‐Moreira, H. (2025) · Trials · doi:10.1186/s13063-025-09047-7 · Cited by 2 · see citing works
- Authors
- Kahan, B. C., Rehal, S., & Cro, S.
- Affiliations
- Queen Mary University of London (GB)
- MRC Clinical Trials Unit at UCL (GB)
- Corresponding author
- Kahan, Brennan C.
- Venue
- Trials
- Published
- 2015-09-10
- Volume
- 16
- Issue
- 1
- Pages
- 405-405
- ISSN
- 1745-6215 (ISSN-L)
- PMC
- PMC4566301
- OpenAlex
- W1703551835
- Cited by
- 180
- References
- 33
- Citations by year
- 2026: 12 · 2025: 21 · 2024: 21 · 2023: 18 · 2022: 16 · 2021: 19 · 2020: 36 · 2019: 11 · 2018: 10 · 2017: 11 · 2016: 3 · 2015: 1
- FWCI
- 7.42
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Trials (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Queen Mary Research Online (Queen Mary University of London) (submittedVersion, cc-by)
- Spiral (Imperial College London) (submittedVersion, cc-by)
- Funders
- Medical Research Council (MC_UU_12023/29)
- 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 › Advanced Causal Inference Techniques
- Keywords
- selection bias, randomization methods, allocation concealment, prognostic factors, reporting quality
- MeSH terms
- Humans, Selection Bias, Randomized Controlled Trials as Topic, Clinical Trials, Phase III as Topic, Sample Size, Patient Selection
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