Mapping layperson medical terminology into the Human Phenotype Ontology using neural machine translation models. - Enrico Manzini; Jon Garrido-Aguirre; Jordi Fonollosa; Alexandre Perera-Lluna (Expert Syst. Appl., 2022)

Longitudinal deep learning clustering of Type 2 Diabetes Mellitus trajectories using routinely collected health records. - Enrico Manzini; Bogdan Vlacho; Josep Franch-Nadal; Joan Escudero; Ana Génova; Elisenda Reixach; Erik Andrés; Israel Pizarro; José-Luis Portero; Dídac Mauricio; Alexandre Perera-Lluna (J. Biomed. Informatics, 2022)

A BERT base model for the analysis of Electronic Health Records from diabetic patients. - Enrico Manzini; Bogdan Vlacho; Josep Franch-Nadal; Joan Escudero; Ana Génova; Elisenda Reixach; Erich Andrés; Israel Pizarro; Dídac Mauricio; Alexandre Perera-Lluna (EMBC, 2024)

A deep attention-based encoder for the prediction of type 2 diabetes longitudinal outcomes from routinely collected health care data. - Enrico Manzini; Bogdan Vlacho; Josep Franch-Nadal; Joan Escudero; Ana Génova; Elisenda Reixach; Erich Andrés; Israel Pizarro; Dídac Mauricio; Alexandre Perera-Lluna (Expert Syst. Appl., 2025)