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Reasonably conduct the multiple Logistic regression analysis combined with the average treatment effect analysis

Authors :
Hu Chunyan
Hu Liangping
Source :
Sichuan jingshen weisheng, Vol 35, Iss 6, Pp 512-517 (2022)
Publication Year :
2022
Publisher :
Editorial Office of Sichuan Mental Health, 2022.

Abstract

The purpose of the paper was to introduce how to reasonably carry out multiple Logistic regression analysis combined with the average treatment effect analysis. Firstly, it introduced 4 basic concepts related to the average treatment effect analysis. Secondly, it presented the core contents in the average treatment effect analysis, that was, six estimation methods. Thirdly, through a hypothetical drug clinical trial example, it gave the whole process of how to use SAS software for the analysis. The contests were as follows: ① the traditional multiple Logistic regression model was used for the analysis; ② the propensity score model was used to calculate the inverse probability weights; ③ six estimation methods were used to estimate the potential outcome mean and the average treatment effect.

Details

Language :
Chinese
ISSN :
10073256
Volume :
35
Issue :
6
Database :
Directory of Open Access Journals
Journal :
Sichuan jingshen weisheng
Publication Type :
Academic Journal
Accession number :
edsdoj.17d3c977b8934aaa8c21ae3b28494235
Document Type :
article
Full Text :
https://doi.org/10.11886/scjsws20221113005