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.
maintainer
GPTomics
Updated 4/7/2026
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471
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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