A. Armirotti

Impact of matched samples on domain harmonization in cross-cohort NMR metabolomics

INTRODUCTION: Machine learning models trained on metabolomics data frequently show reduced performance when applied to independent cohorts because of domain shifts introduced by differences in analytical platforms, sample handling, storage conditions, and metabolite quantificatio...