Systematic reviewCausal inferenceCausalityCausal mediation analysis is often used to understand the impact of variables along the causal pathway of an occurrence relation. How well studies apply and report the elements of causal mediation analysis remains unknown. We systematically reviewed epidemiological ...
作者想应用因果中介分析(causal mediation analysis)来观察预训练语言模型在「主谓一致」上的表现,探讨对不同的语法结构来说,语言模型中的的哪个神经元负责判断判断「主谓一致」。 因果关系挖掘 Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis (NAACL 2021) 场景:法律文本分析(Legal Text...
Such causal mediation analyses aim to understand the mechanisms that explain the treatment effect. Although multiple mediators are often involved in real studies, most of the literature considers mediation analyses with one mediator at a time. In this article, we review some recent advances in ...
In this Technical Review, we explain the use of causal inference frameworks with a focus on the challenges of time series data. Domain-adapted explanations, method guidance and practical case studies provide an accessible summary of methods for causal discovery and causal effect estimation. Examples ...
Advances in mediation analysis: a survey and synthesis of new developments. This review provides a survey and synthesis of four areas of active methodological research: (a) mediation analysis for longitudinal data, (b) causal ... Kristopher,J,Preacher - 《Annual Review of Psychology》 被引量: ...
The analysis employed inverse probability weighting (IPW) to assess the causal effect of WI on ICT skills while investigating the mediating role of education in this cause-and-effect relationship through causal mediation analysis. The findings demonstrate a significant relationship between higher economic...
This review presents empirical researchers with recent advances in causal inference, and stresses the paradigmatic shifts that must be undertaken in moving from traditional statistical analysis to causal analysis of multivariate data. Special emphasis is placed on the assumptions that underly all causal in...
摘要: This review focuses on dynamic causal analysis of functional magnetic resonance (fMRI) data to infer brain connectivity from a time series analysis and dynamical systems perspective. Causal influence is expressed in the Wiener-Akaike-Granger-Schweder (关键词:...
Epidemiologic analysis of racial/ethnic disparities: Some fundamental issues and a cautionary example In this article, I review the foundations of causal inference in etiologic epidemiology as applied to studies of racial/ethnic health disparities. I ... JS Kaufman - 《Social Science & Medicine》 被...
Experimental and Observational Studies. " American Political Science Review "Identification, Inference, and Sensitivity Analysis for Causal Mediation Effects." Statistical Science "A General Approach to Causal Mediation Analysis. " Psychological Methods " ...