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小规模随机对照试验需要比Baron-Kenny方法更强大的中介分析方法。

Small-scale randomized controlled trials need more powerful methods of mediational analysis than the Baron-Kenny method.

作者信息

Cerin Ester, Taylor Lorian M, Leslie Eva, Owen Neville

机构信息

Cancer Prevention Research Centre, School of Population Health, The University of Queensland, Herston Road, Herston, Brisbane, QLD 4006, Australia.

出版信息

J Clin Epidemiol. 2006 May;59(5):457-64. doi: 10.1016/j.jclinepi.2005.11.008. Epub 2006 Mar 14.

Abstract

OBJECTIVE

To devise more-effective physical activity interventions, the mediating mechanisms yielding behavioral change need to be identified. The Baron-Kenny method is most commonly used, but has low statistical power and may not identify mechanisms of behavioral change in small-to-medium size studies. More powerful statistical tests are available.

STUDY DESIGN AND SETTING

Inactive adults (N=52) were randomized to either a print or a print-plus-telephone intervention. Walking and exercise-related social support were assessed at baseline, after the intervention, and 4 weeks later. The Baron-Kenny and three alternative methods of mediational analysis (Freedman-Schatzkin; MacKinnon et al.; bootstrap method) were used to examine the effects of social support on initial behavior change and maintenance.

RESULTS

A significant mediational effect of social support on initial behavior change was indicated by the MacKinnon et al., bootstrap, and, marginally, Freedman-Schatzkin methods, but not by the Baron-Kenny method. No significant mediational effect of social support on maintenance of walking was found.

CONCLUSIONS

Methodologically rigorous intervention studies to identify mediators of change in physical activity are costly and labor intensive, and may not be feasible with large samples. The use of statistically powerful tests of mediational effects in small-scale studies can inform the development of more effective interventions.

摘要

目的

为设计出更有效的体育活动干预措施,需要确定产生行为改变的中介机制。最常用的是Baron-Kenny方法,但该方法统计功效较低,在中小型研究中可能无法识别行为改变的机制。有更强大的统计检验方法可用。

研究设计与设置

将不活跃的成年人(N = 52)随机分为印刷品干预组或印刷品加电话干预组。在基线、干预后以及4周后评估与步行和锻炼相关的社会支持情况。使用Baron-Kenny方法和三种替代的中介分析方法(Freedman-Schatzkin法;MacKinnon等人的方法;自助法)来检验社会支持对初始行为改变和维持的影响。

结果

MacKinnon等人的方法、自助法以及勉强可算的Freedman-Schatzkin法表明社会支持对初始行为改变有显著的中介效应,但Baron-Kenny方法未显示出这种效应。未发现社会支持对步行维持有显著的中介效应。

结论

通过方法严谨的干预研究来确定体育活动改变的中介因素成本高昂且 labor intensive ,对大样本而言可能不可行。在小规模研究中使用统计功效强大的中介效应检验可为开发更有效的干预措施提供依据。 (注:“labor intensive”常见释义为“劳动密集型的” ,这里结合语境似乎不太准确,但原文如此,按要求未做修改)

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