publications

2025

1. Care Phenotypes in Critical Care

   LL Weishaupt, T Wang, J Schamroth, P Morandini, J Matos, LL Hampton, J Gallifant, A Fiske, N Dundas, K David, and 1 more author

   medRxiv, 2025

2024

1. A Closer Look at AUROC and AUPRC under Class Imbalance

   Matthew McDermott, Haoran Zhang, Lasse Hansen, Giovanni Angelotti, and Jack Gallifant

   In Advances in Neural Information Processing Systems, 2024

   arXiv
2. The long Pentraxin PTX3 serves as an early predictive biomarker of co-infections in COVID-19

   Francesco Scavello, Enrico Brunetta, Sarah N Mapelli, Emanuele Nappi, Ian David Garcı́a Martı́n, Marina Sironi, Roberto Leone, Simone Solano, Giovanni Angelotti, Domenico Supino, and 1 more author

   eBioMedicine, 2024
3. Development of a supervised active learning–Natural language processing (NLP) model to automatically extract clinical data from electronic health records: Results from an Italian comprehensive stroke center

   Davide Badalotti, Akanksha Agrawal, Umberto Pensato, Giovanni Angelotti, and Simona Marcheselli

   International Journal of Medical Informatics, 2024
4. Prediction and Machine Learning Models for Early Prediction of AKI

   Massimiliano Greco, Ilesa Bose, and Giovanni Angelotti

   In Nutrition, Metabolism and Kidney Support: A Critical Care Approach, 2024

2023

1. A sex-informed approach to improve the personalised decision making process in myelodysplastic syndromes: a multicentre, observational cohort study

   Giulia Maggioni, Matteo Bersanelli, Erica Travaglino, Ana Alfonso Piérola, Annika Kasprzak, Arnan Sangerman Montserrat, Elisabetta Sauta, Claudia Sala, Tommaso Matteuzzi, Manja Meggendorfer, and 1 more author

   The Lancet Haematology, 2023
2. REVersal of nEuromusculAr bLocking Agents in Patients Undergoing General Anaesthesia (REVEAL Study)

   Massimiliano Greco, Pier Francesco Caruso, Giovanni Angelotti, Romina Aceto, Giacomo Coppalini, Nicolò Martinetti, Marco Albini, Lori D Bash, Michele Carvello, Federico Piccioni, and 1 more author

   Journal of Clinical Medicine, 2023
3. Implementing artificial intelligence: assessing the cost and benefits of algorithmic decision-making in critical care

   Pier Francesco Caruso, Massimiliano Greco, Claudia Ebm, Giovanni Angelotti, and Maurizio Cecconi

   Critical Care Clinics, 2023
4. CT-based radiomics can identify physiological modifications of bone structure related to subjects’ age and sex

   Riccardo Levi, Federico Garoli, Massimiliano Battaglia, Dario AA Rizzo, Maximilliano Mollura, Giovanni Savini, Marco Riva, Massimo Tomei, Alessandro Ortolina, Maurizio Fornari, and 1 more author

   La radiologia medica, 2023
5. Ursodeoxycholic acid does not improve COVID-19 outcome in hospitalized patients

   Francesca Colapietro, Giovanni Angelotti, Chiara Masetti, Dana Shiffer, Nicola Pugliese, Stella De Nicola, Francesco Carella, Antonio Desai, Monica Ormas, Marta Calatroni, and 1 more author

   Viruses, 2023

2022

1. The effect of COVID-19 epidemic on vital signs in hospitalized patients: a pre-post heat-map study from a large teaching hospital

   Pier Francesco Caruso, Giovanni Angelotti, Massimiliano Greco, Marco Albini, Victor Savevski, Elena Azzolini, Martina Briani, Michele Ciccarelli, Alessio Aghemo, Hayato Kurihara, and 1 more author

   Journal of clinical monitoring and computing, 2022
2. A ‘multiomic’approach of saliva metabolomics, microbiota, and serum biomarkers to assess the need of hospitalization in coronavirus disease 2019

   Chiara Pozzi, Riccardo Levi, Daniele Braga, Francesco Carli, Abbass Darwich, Ilaria Spadoni, Bianca Oresta, Carola Conca Dioguardi, Clelia Peano, Leonardo Ubaldi, and 1 more author

   Gastro Hep Advances, 2022
3. An individualized algorithm to predict mortality in COVID-19 pneumonia: a machine learning based study

   Maria Elena Laino, Elena Generali, Tobia Tommasini, Giovanni Angelotti, Alessio Aghemo, Antonio Desai, Pierandrea Morandini, Giulio G Stefanini, Ana Lleo, Antonio Voza, and 1 more author

   Archives of Medical Science: AMS, 2022
4. Early prediction of SARS-CoV-2 reproductive number from environmental, atmospheric and mobility data: A supervised machine learning approach

   Pier Francesco Caruso, Giovanni Angelotti, Massimiliano Greco, Giorgio Guzzetta, Danilo Cereda, Stefano Merler, and Maurizio Cecconi

   International journal of medical informatics, 2022
5. Outcome prediction during an ICU surge using a purely data-driven approach: A supervised machine learning case-study in critically ill patients from COVID-19 Lombardy outbreak

   Massimiliano Greco, Giovanni Angelotti, Pier Francesco Caruso, Alberto Zanella, Niccolò Stomeo, Elena Costantini, Alessandro Protti, Antonio Pesenti, Giacomo Grasselli, Maurizio Cecconi, and 1 more author

   International Journal of Medical Informatics, 2022
6. Artificial intelligence processing electronic health records to identify commonalities and comorbidities cluster at Immuno Center Humanitas

   Pierandrea Morandini, Maria Elena Laino, Giovanni Paoletti, Alessandro Carlucci, Tobia Tommasini, Giovanni Angelotti, Jack Pepys, Giorgio Walter Canonica, Enrico Heffler, Victor Savevski, and 1 more author

   Clinical and Translational Allergy, 2022
7. Artificial intelligence-based radiomics on computed tomography of lumbar spine in subjects with fragility vertebral fractures

   E Biamonte, R Levi, F Carrone, W Vena, A Brunetti, M Battaglia, F Garoli, G Savini, M Riva, A Ortolina, and 1 more author

   Journal of Endocrinological Investigation, 2022

2021

1. The antibody response to SARS-CoV-2 increases over 5 months in patients with anosmia/dysgeusia

   Riccardo Levi, Leonardo Ubaldi, Chiara Pozzi, Giovanni Angelotti, Maria Teresa Sandri, Elena Azzolini, Michela Salvatici, Victor Savevski, Alberto Mantovani, and Maria Rescigno

   medRxiv, 2021
2. Artificial Intelligence to Predict Mortality in Critically ill COVID-19 Patients Using Data from the First 24h: A Case Study from Lombardy Outbreak

   Massimiliano Greco, Giovanni Angelotti, Pier Francesco Caruso, Alberto Zanella, Niccolò Stomeo, Elena Costantini, Alessandro Protti, Antonio Pesenti, Giacomo Grasselli, and Maurizio Cecconi

   2021
3. The antibody response to SARS-CoV-2 infection persists over at least 8 months in symptomatic patients

   Riccardo Levi, Leonardo Ubaldi, Chiara Pozzi, Giovanni Angelotti, Maria Teresa Sandri, Elena Azzolini, Michela Salvatici, Victor Savevski, Alberto Mantovani, and Maria Rescigno

   Communications Medicine, 2021
4. Clinical outcomes in the second versus first pandemic wave in Italy: impact of hospital changes and reorganization

   Antonio Voza, Antonio Desai, Sabino Luzzi, Alice Giotta Lucifero, Elena Azzolini, Maria Kogan, Giulia Goretti, Daniele Piovani, Stefanos Bonovas, Giovanni Angelotti, and 1 more author

   Applied Sciences, 2021

2020

1. ICU management based on big data

   Stefano Falini, Giovanni Angelotti, and Maurizio Cecconi

   Current Opinion in Anesthesiology, 2020
2. Quantitative chest CT analysis in COVID-19 to predict the need for oxygenation support and intubation

   Ezio Lanza, Riccardo Muglia, Isabella Bolengo, Orazio Giuseppe Santonocito, Costanza Lisi, Giovanni Angelotti, Pierandrea Morandini, Victor Savevski, Letterio Salvatore Politi, and Luca Balzarini

   European radiology, 2020

2018

1. The role of baroreflex sensitivity in acute hypotensive episodes prediction in the intensive care unit

   Giovanni Angelotti, Pierandrea Morandini, LH Lehman, Roger G Mark, and Riccardo Barbieri

   In 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2018

2016

1. Prediction and characterization of acute hypotensive episodes in intensive care unit

   Giovanni Angelotti, and Pierandrea Morandini

   2016