Nature

Multi-label classification to predict antibiotic resistance from raw clinical MALDI-TOF mass spectrometry data

Comparative analysis of classification strategies: We evaluated the performance of four classification algorithms-MLP, SVC, RF, and XGB-across multi-label and single-label settings. The results ...
Nature

Multi-label mental health classification in social media posts with multi-perspective prompt ensemble and auxiliary self-supervision

Anxiety and depression have become major global health concerns. With the rapid rise of social media, people increasingly share emotions and personal struggles through posts, which often convey ...