home/categories/machine-learning/gptomics-bioskills-clinical-biostatistics-logistic-regression-skill-md
machine-learningdata-ai

bio-clinical-biostatistics-logistic-regression

Performs logistic regression for clinical trial outcomes including binary, ordinal, and multinomial models. Extracts odds ratios with confidence intervals, handles covariate adjustment, and provides Firth penalized regression for rare events or separation. Use when modeling binary or ordinal endpoints from clinical data.

GPTomics
maintainer
GPTomics
Updated 4/7/2026
Stars
471
Forks
81
quick start

Installation and usage

Performs logistic regression for clinical trial outcomes including binary, ordinal, and multinomial models. Extracts odds ratios with confidence intervals, handles covariate adjustment, and provides Firth penalized regression for rare events or separation. Use when modeling binary or ordinal endpoints from clinical data.

Installation
$ install --globalskills.sh
Usage

Once installed, you can use this skill by running the following command in your terminal:

skills use bio-clinical-biostatistics-logistic-regression