Autoencoders for health improvement by compressing the set of patient features. - Margarita Cabrera-Bean; Victor J. Pereira Dos Santos; Albert Roso-Llorach; Sergio Fernández-Bertolín; Josep Vidal; Concepción Violán (EMBC, 2020)

Prediction models using artificial intelligence and longitudinal data from electronic health records: a systematic methodological review. - Lucia A. Carrasco-Ribelles; Jose Llanes-Jurado; Carlos Gallego-Moll; Margarita Cabrera-Bean; Mònica Monteagudo-Zaragoza; Concepción Violán; Edurne Zabaleta-del-Olmo (J. Am. Medical Informatics Assoc., 2023)

Is Fine-Tuning Useful in EHR-Based Prediction Models? a Use Case on Mortality Prediction with Longitudinal Data from Spanish (SIDIAP) and UK (CPRD) Populations Aged Over 65 Years. - Lucia A. Carrasco-Ribelles; Margarita Cabrera-Bean; Albert Prats-Uribe; Sara Khalid; Concepción Violán (CBMS, 2025)

Development of Attention-based Prediction Models for All-cause Mortality, Home Care Need, and Nursing Home Admission in Ageing Adults in Spain Using Longitudinal Electronic Health Record Data. - Lucia A. Carrasco-Ribelles; Margarita Cabrera-Bean; Sara Khalid; Albert Roso-Llorach; Concepción Violán (J. Medical Syst., 2025)