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Comparison of Pocock and Simon's covariate-adaptive randomization procedures in clinical trials
被引:2
|作者:
Shan, Guogen
[1
]
Li, Yulin
[1
]
Lu, Xinlin
[1
]
Zhang, Yahui
[1
]
Wu, Samuel S.
[1
]
机构:
[1] Univ Florida, Dept Biostat, Gainesville, FL 32610 USA
关键词:
Additional covariates;
Allocation predictability;
Covariate adaptive randomization;
Imbalance score;
Pocock and Simon;
Statistical power;
PROGNOSTIC-FACTORS;
ALLOCATION;
DESIGN;
MINIMIZATION;
ADJUSTMENT;
URN;
D O I:
10.1186/s12874-024-02151-3
中图分类号:
R19 [保健组织与事业(卫生事业管理)];
学科分类号:
摘要:
When multiple influential covariates need to be balanced during a clinical trial, stratified blocked randomization and covariate-adaptive randomization procedures are frequently used in trials to prevent bias and enhance the validity of data analysis results. The latter approach is increasingly used in practice for a study with multiple covariates and limited sample sizes. Among a group of these approaches, the covariate-adaptive procedures proposed by Pocock and Simon are straightforward to be utilized in practice. We aim to investigate the optimal design parameters for the patient treatment assignment probability of their developed three methods. In addition, we seek to answer the question related to the randomization performance when additional covariates are added to the existing randomization procedure. We conducted extensive simulation studies to address these practically important questions.
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