Mediation Analyses of Intensive Longitudinal Data with Dynamic Structural Equation ModelingJie FangZhonglin WenKitTai Hau
1 Statistical mediation analysis: general issues 1.1 Criteria of mediation Statistical mediation analysis refers to statistical procedures aimed at testing the hypothesis that an independent variable (X) affects an outcome (Y) through one or more mediators (M) (Fig. 1). There is general consensus ...
(2021). 纵向数据的中介效应分析 [Mediation Analysis of Longitudinal Data]. Journal of Psychological Science, 44(4), 989–996. Google Scholar Feldman, D. B., & Snyder, C. R. (2005). Hope and the Meaningful Life: Theoretical and Empirical Associations Between Goal-Directed Thinking and Life...
Performance of mixed effects models in the analysis of mediated longitudinal data Background Linear mixed effects models (LMMs) are a common approach for analyzing longitudinal data in a variety of settings. Although LMMs may be applied ... EA Blood,H Cabral,T Heeren,... - 《Bmc Medical Rese...
Causal mediation analysis for longitudinal data with exogenous exposure Mediation analysis is a valuable approach to exami Coull,B.,A.,... - 《Biostatistics》 被引量: 42发表: 2016年 Original article:The role of work ability in the relationship between aerobic capacity and sick leave: a mediatio...
With improvements in data collection technology, it is possible to obtain repeated assessments over time resulting in intensive longitudinal data. This calls for an extension of traditional mediation analysis to incorporate time-varying variables as well as time-varying effects. Methods We focus on ...
Sample size determination for mediation analysis of longitudinal data Sample size planning for longitudinal data is crucial when designing mediation studies because sufficient statistical power is not only required in grant a... H Pan,S Liu,D Miao,... - 《Bmc Medical Research Methodology》 被引量...
Mediation analysis with a time-to-event outcome: a review of use and reporting in healthcare research. BMC Med Res Methodol. 2018;18(1):118. doi:10.1186/s12874-018-0578-7PubMedGoogle ScholarCrossref 12. MacKinnon D. Introduction to Statistical Mediation Analysis. Lawrence ...
tmlelongitudinal-datamediationmediation-analysisipw-msmtime-varying-confoundingcausal-inference UpdatedAug 6, 2022 R MR project investigating the mediating role of mammographic density in the childhood body size and breast cancer relationship mediation-analysismendelian-randomization ...
Princeton Abstract In this paper, we describe the R package mediation for conducting causal mediation analysis in applied empirical research. In many scientific disciplines, the goal of researchers is not only estimating causal effects of a treatment but also understanding the process in which the tre...