Comparison of intraclass correlation coefficient estimates and standard errors between using cross-sectional and repeated measurement data: The Safety Check cluster randomized trial

被引:13
作者
Ip, Edward H. [1 ,2 ]
Wasserman, Richard [3 ,4 ]
Barkin, Shari [5 ]
机构
[1] Wake Forest Univ, Sch Med, Dept Biostat Sci, Winston Salem, NC 27012 USA
[2] Wake Forest Univ, Sch Med, Dept Social Sci & Hlth Policy, Div Publ Hlth Sci, Winston Salem, NC 27012 USA
[3] Amer Acad Pediat, Pediat Res Off Settings PROS, Dept Res, Elk Grove Village, IL USA
[4] Univ Vermont, Dept Pediat, Burlington, VT USA
[5] Vanderbilt Univ, Dept Pediat, Div Gen Pediat, Monroe Carell Jr Childrens Hosp, Nashville, TN USA
基金
美国医疗保健研究与质量局;
关键词
Randomized controlled trial; Cluster design; Intraclass correlation; Pediatrics; Sample size; Practice-based research network; Bootstrap method; IMPLEMENTATION RESEARCH; PRIMARY-CARE; DESIGN; INTERVENTION; MODELS;
D O I
10.1016/j.cct.2010.11.001
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Designing cluster randomized trials in clinical studies often requires accurate estimates of intraclass correlation, which quantifies the strength of correlation between units, such as participants, within a cluster, such as a practice. Published ICC estimates, even when available, often suffer from the problem of wide confidence intervals. Using data from a national, randomized, controlled study concerning violence prevention for children-the Safety Check-we compare the ICC values derived from two approaches only baseline data and using both baseline and follow-up data. Using a variance component decomposition approach, the latter method allows flexibility in handling complex data sets. For example, it allows for shifts in the outcome variable over time and for an unbalanced cluster design. Furthermore, we evaluate the large-sample formula for ICC estimates and standard errors using the bootstrap method. Our findings suggest that ICC estimates range from 0.012 to 0.11 for providers within practice and range from 0.018 to 0.11 for families within provider. The estimates derived from the baseline-only and repeated-measurements approaches agree quite well except in cases in which variation over repeated measurements is large. The reductions in the widths of ICC confidence limits from using repeated measurement over baseline only are, respectively, 62% and 42% at the practice and provider levels. The contribution of this paper therefore includes two elements, which are a methodology for improving the accuracy of ICC, and the reporting of such quantities for pediatric and other researchers who are interested in designing clustered randomized trials similar to the current study. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:225 / 232
页数:8
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