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