In contrast, methods for mediation analysis for an ordinal outcome are still underdeveloped. In this paper, we first review mediation analysis methods with a continuous mediator for an ordinal outcome and then develop mediation analysis with a binary mediator for an ordinal outcome. We further ...
DP Mackinnon,AG Pirlott - 《Personality & Social Psychology Review》 被引量: 56发表: 2014年 Identi cation, Inference, and Sensitivity Analysis for Causal Mediation E ects ∗ Statistical approaches for enhancing causal interpretation of the M to Y rela- tion in mediation analysis. Pers Soc Psyc...
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...
Vansteelandt S, Daniel RM. Interventional effects for mediation analysis with multiple mediators. Epidemiology (Cambridge, Mass). 2017; 28(2):258. Chan G, Leung J. Causal mediation analysis using the interventional effect approach. A refined definition. Paper uner review. 2020. There are two k...
Hafeman DM, Schwartz S (2009) Opening the black box: a motivation for the assessment of mediation. Int J Epidemiol 38(3):838–845 Article Google Scholar Huber M (2019) A review of causal mediation analysis for assessing direct and indirect treatment effects. Technical report, University of...
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 ...
One of today’s most controversial and consequential issues is whether the global uptake of digital media is causally related to a decline in democracy. We conducted a systematic review of causal and correlational evidence (N = 496 articles) on the
Rizzo RR, Cashin AG, Bagg MK, Gustin SM, Lee H, McAuley JH (2022) A systematic review of the reporting quality of observational studies that use mediation analyses. Prev Sci 23(6):1041–1052 ArticlePubMedPubMed CentralGoogle Scholar ...
Review of Causal Discovery Methods Based on Graphical Models. Clark Glymour, Kun Zhang, Peter Spirtes. [pdf]2. Causality Applied to General NLP2.1 Overview(2024 arXiv) Large Language Models and Causal Inference in Collaboration: A Comprehensive Survey. Xiaoyu Liu, Paiheng Xu, Junda Wu, Jiaxin ...
Identifying causal mechanisms in psychotherapy: What can we learn from causal mediation analysis? 2022, Clinical Psychology and Psychotherapy Factors Influencing Adherence to mHealth Apps for Prevention or Management of Noncommunicable Diseases: Systematic Review 2022, Journal of Medical Internet Research Is...