Explainable Machine Learning Using Routine Non-Imaging Data for Concurrent Identification of Ultrasound-Defined Moderate-to-Severe Fatty Liver: An NLP-Derived Phenotype Study

Le résumé fourni par la source

Zenodo-archived public reproducibility release for the manuscript "Explainable Machine Learning Using Routine Non-Imaging Data for Concurrent Identification of Ultrasound-Defined Moderate-to-Severe Fatty Liver: An NLP-Derived Phenotype Study". This release provides public-safe analysis code, synthetic demonstration data, methodological specifications, and non-identifiable aggregate study results. Individual-level health-examination data and original ultrasound texts are not publicly distributed because of privacy and institutional restrictions.

Ce résumé expose les affirmations des auteurs. BNTIC ne l’interprète pas comme une validation indépendante des résultats.