Department of Applied Health Science, Indiana University School of Public Health-Bloomington, Bloomington, Indiana.
Centre for Statistics in Medicine, Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences, University of Oxford, Oxford, UK.
Obes Rev. 2019 Nov;20(11):1523-1541. doi: 10.1111/obr.12923. Epub 2019 Aug 19.
Being able to draw accurate conclusions from childhood obesity trials is important to make advances in reversing the obesity epidemic. However, obesity research sometimes is not conducted or reported to appropriate scientific standards. To constructively draw attention to this issue, we present 10 errors that are commonly committed, illustrate each error with examples from the childhood obesity literature, and follow with suggestions on how to avoid these errors. These errors are as follows: using self-reported outcomes and teaching to the test; foregoing control groups and risking regression to the mean creating differences over time; changing the goal posts; ignoring clustering in studies that randomize groups of children; following the forking paths, subsetting, p-hacking, and data dredging; basing conclusions on tests for significant differences from baseline; equating "no statistically significant difference" with "equally effective"; ignoring intervention study results in favor of observational analyses; using one-sided testing for statistical significance; and stating that effects are clinically significant even though they are not statistically significant. We hope that compiling these errors in one article will serve as the beginning of a checklist to support fidelity in conducting, analyzing, and reporting childhood obesity research.
能够从儿童肥胖症试验中得出准确的结论,对于逆转肥胖症流行至关重要。然而,肥胖症研究有时并未按照适当的科学标准进行或报告。为了建设性地引起人们对这一问题的关注,我们提出了 10 种常见错误,并结合儿童肥胖症文献中的例子来说明每个错误,最后提出了避免这些错误的建议。这些错误包括:使用自我报告的结果和应试教学;不设立对照组,任由回归均值效应导致随时间产生差异;改变目标;忽略随机分组的研究中的聚类现象;追随分叉路径、亚组分析、选择性分析和数据挖掘;根据与基线相比的显著性差异检验来得出结论;将“无统计学显著性差异”等同于“等效有效”;忽视干预研究结果,偏爱观察性分析;使用单侧检验进行统计学显著性分析;即使没有统计学显著性,也声称效果具有临床显著性。我们希望将这些错误汇集在一篇文章中,作为支持儿童肥胖症研究的开展、分析和报告的准确性的检查表的起点。