Predicting post COVID-19 rehabilitation duration with linear kernel SVR. - Elisa Setti; Piergiuseppe Liuzzi; Silvia Campagnini; Chiara Fanciullacci; Chiara Arienti; Michele Patrini; Andrea Mannini; Maria Chiara Carrozza (BHI, 2021)

Data-driven prediction of decannulation probability and timing in patients with severe acquired brain injury. - Andrea Mannini; Bahia Hakiki; Piergiuseppe Liuzzi; Silvia Campagnini; Annamaria Romoli; Francesca Draghi; Claudio Macchi; Maria Chiara Carrozza (Comput. Methods Programs Biomed., 2021)

Cross-Validation of Machine Learning Models for the Functional Outcome Prediction after Post-Stroke Robot-Assisted Rehabilitation. - Silvia Campagnini; Piergiuseppe Liuzzi; Silvia Galeri; Angelo Montesano; Manuela Diverio; Francesca Cecchi; Catuscia Falsini; Emanuele Langone; Rita Mosca; Marco Germanotta; Maria Chiara Carrozza; Irene Aprile; et al. (EMBC, 2022)

Consciousness-Domain Index: a data-driven clustering-based consciousness labeling. - Piergiuseppe Liuzzi; Francesco De Bellis; Alfonso Magliacano; Anna Estraneo; Andrea Mannini (EMBC, 2022)

Predicting SARS-CoV-2 infection duration at hospital admission: a deep learning solution. - Piergiuseppe Liuzzi; Silvia Campagnini; Chiara Fanciullacci; Chiara Arienti; Michele Patrini; Maria Chiara Carrozza; Andrea Mannini (Medical Biol. Eng. Comput., 2022)

EEG asymmetry detection in patients with severe acquired brain injuries via machine learning methods. - Leonardo Corsi; Piergiuseppe Liuzzi; Sara Ballanti; Maenia Scarpino; Antonio Maiorelli; Raisa Sterpu; Claudio Macchi; Francesca Cecchi; Bahia Hakiki; Antonello Grippo; Antonio Lanatà; Maria Chiara Carrozza; et al. (Biomed. Signal Process. Control., 2023)

The Consciousness Domain Index: External Validation and Prognostic Relevance of a Data-Driven Assessment. - Piergiuseppe Liuzzi; Bahia Hakiki; Alfonso Magliacano; Giorgio Chiesa; Francesco De Bellis; Francesca Cecchi; Anna Estraneo; Andrea Mannini (IEEE J. Biomed. Health Informatics, 2023)

Can artificial intelligence improve the diagnosis and prognosis of disorders of consciousness? A scoping review. - Mirjam Bonanno; Davide Cardile; Piergiuseppe Liuzzi; Antonio Celesti; Giuseppe Micali; Francesco Corallo; Angelo Quartarone; Francesco Tomaiuolo; Rocco Salvatore Calabrò (Frontiers Artif. Intell., 2025)