2026
Brunoni, B., Zadek, F., Pampurini, F., Vettorello, M., Baccoli, F., Cabitza, F., … & Langer, T. (2026). Artificial intelligence-based image recognition in bronchoscopy: software development and randomized controlled trial for training evaluation in intensive care residents. BMC Medical Education
Cabitza, F., Ricciardi, W., Gerosa, G., Gensini, G. F., & Valente, S. (2026). From algorithms to care: Ten principles for responsible deployment of artificial intelligence in healthcare. European Journal of Internal Medicine, 106739. https://doi.org/10.1016/j.
Campagner, A., Fregosi, C., Natali, C., & Cabitza, F. (2026). Under what influence: Measuring AI influence to fit user profiles in decision-making. International Journal of Human-Computer Studies, 103763. https://doi.org/10.1016/j.
2025
Bailoni, T., & Dragoni, M. (2025). A review on trustworthiness of digital assistants for personal healthcare. ACM Computing Surveys, 57(7), 1-34. https://doi.org/10.
Balsano, C., Cabitza, F., Cicco, S., Gori, M., Malerba, D., Montagna, M., … & Working Group on Artificial Intelligence, Digital Therapies of the Italian Society of Internal Medicine (SIMI). (2025). Artificial intelligence in medicine: A position paper by the Italian Society of Internal Medicine. Internal and Emergency Medicine, 1-14. https://doi.org/10.1007/
Biffi, A., Castellini, G., Del Castillo, G., De Nard, F., Vismara, C., Cabitza, F., … & Gianola, S. (2025). Effectiveness of computerized decision support systems linked to electronic health records: An updated systematic review with meta-analysis. International Journal of Medical Informatics, 106220. https://doi.org/10.1016/j.
Bolpagni, M., & Gabrielli, S. (2025). Development of a Comprehensive Evaluation Scale for LLM-Powered Counseling Chatbots (CES-LCC) Using the eDelphi Method. Informatics, 12(1), 33. https://doi.org/10.3390/
Brankovic, A., Cook, D., Rahman, J., Delaforce, A., Li, J., Magrabi, F., … & Bradford, D. (2025). Clinician-informed XAI evaluation checklist with metrics (CLIX-M) for AI-powered clinical decision support systems. npj Digital Medicine, 8(1), 364. https://doi.org/10.1038/
Cabitza, F., & Parimbelli, E. (2025). Let XAI generate reliability metadata, not medical explanations. Computer methods and programs in biomedicine, 273, 109090. https://doi.org/10.1016/j.
De Luca, S., Villacís, J. J. M., Medoro, C. M., Zanaga, G., Grimaldi, P., Dragoni, M., … & Rizzo, G. (2025). Outbreak Monitoring: Epidemic Surveillance through Anomaly Detection on Zero-Shot News Classification. Expert Systems with Applications, 130852. https://doi.org/10.1016/j.
Fietta, V., Rizzi, S., Gios, L., Selmi, S., De Luca, C., Pederiva, L., … & Ferro, A. (2025). A Chat-Bot Based Version of the WHO-validated Intervention Self-Help+ for Stress Management in Breast Cancer Patients: Protocol for a Pilot Feasibility Study. JMIR RESEARCH PROTOCOLS, 14, 1-18.
Gabrielli, S., Mayora Ibarra, O., & Forti, S. (2025). A holistic digital health framework to support health prevention strategies in the first 1000 days. JMIR Pediatrics and Parenting, 8, e55235. https://doi.org/10.2196/55235
Malaguti, M. C., Gios, L., & Jurman, G. (2025). The third wheel or the game changer? How AI could team up with neurologists in Parkinson’s care. Parkinsonism & Related Disorders, 134, 107797. https://doi.org/10.1016/j.
Malaguti, M. C., Longo, C., Moroni, M., Ragni, F., Bovo, S., Chierici, M., … & Others. (2025). Machine learning predicts risk of falls in Parkinson’s disease patients in a multicenter observational study. European Journal of Neurology, 32(5), e70118. https://doi.org/10.1111/ene.
Marchesi, R., Micheletti, N., I-Hsien Kuo, N., Barbieri, S., Jurman, G., & Osmani, V. (2025). Generative AI mitigates representation bias and improves model fairness through synthetic health data. PLOS Computational Biology, 21(5), e1013080. https://doi.org/10.1371/
Melaiu, O., Chierici, M., Gragera, P., Lazzaro, N., Petrilli, L. L., Wienke, J., … & Others. (2025). Mapping B cells and the immune landscape of tertiary lymphoid structures reveals their clinical impact in neuroblastoma. Journal for Immunotherapy of Cancer, 13(11), e012860. https://doi.org/10.1136/jitc-
Moroni, M., Novello, L., Malfatti, G., Gios, L., Bonmassari, R., Del Greco, M., … & Others. (2025). Digital health and artificial intelligence: A research approach to enable sustainable and personalised local healthcare. Health Policy and Technology, 101149. https://doi.org/10.1016/j.
Pardini, S., Navarro Martínez, O., & Mayora Ibarra, O. (2025). Virtual, augmented, mixed, and immersive technologies for prenatal and childbirth education: A scoping review. JMIR Pediatrics and Parenting, 8, e83621. https://doi.org/10.2196/83621
Poretto, V., Endrizzi, W., Betti, M., Bovo, S., Bellinvia, A., Ragni, F., … & Others. (2025). Machine learning analysis applied to prediction of early progression independent of relapse activity in multiple sclerosis patients. European Journal of Neurology, 32(12), e70417. https://doi.org/10.1111/ene.
2024
Bennetot, A., Donadello, I., El Qadi El Haouari, A., Dragoni, M., Frossard, T., Wagner, B., … & Diaz-Rodriguez, N. (2024). A practical tutorial on explainable AI techniques. ACM Computing Surveys, 57(2), 1-44. https://doi.org/10.
Bolpagni, M., Pardini, S., Dianti, M., & Gabrielli, S. (2024). Personalized stress detection using biosignals from wearables: A scoping review. Sensors, 24(10), 3221. https://doi.org/10.3390/
Bolpagni, M., Pardini, S., & Gabrielli, S. (2024). Human centered design of AI-powered digital therapeutics for stress prevention: Perspectives from multi-stakeholders’ workshops about the SHIVA solution. Internet Interventions, 38, 100775. https://doi.org/10.1016/j.
Longo, L., Brcic, M., Cabitza, F., Choi, J., Confalonieri, R., Del Ser, J., … & Stumpf, S. (2024). Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions. Information Fusion, 106, 102301. https://doi.org/10.1016/j.
Malaguti, M. C., Gios, L., Giometto, B., Longo, C., Riello, M., Ottaviani, D., … & Others. (2024). Artificial intelligence of imaging and clinical neurological data for predictive, preventive and personalized (P3) medicine for Parkinson Disease: The NeuroArtP3 protocol for a multi-center research study. PLOS ONE, 19(3), e0300127. https://doi.org/10.1371/
Ragni, F., Bovo, S., Zen, A., Sona, D., De Nadai, K., Adamo, G. G., … & Others. (2024). Session-by-session prediction of anti-endothelial growth factor injection needs in neovascular age-related macular degeneration using optical-coherence-tomography-
2023
Dragoni, M., Bailoni, T., Donadello, I., Martin, J. C., & Lindgren, H. (2023). Integrating functional status information into knowledge graphs to support self-health management. Data Intelligence, 5(3), 636-662. https://doi.org/10.1162/dint_
Dragoni, M., Eccher, C., Ferro, A., Bailoni, T., Maimone, R., Zorzi, A., … & Ghidini, C. (2023). Supporting patients and clinicians during the breast cancer care path with AI: The Arianna solution. Artificial Intelligence in Medicine, 138, 102514. https://doi.org/10.1016/j.
Pan, J., Razniewski, S., Kalo, J. C., Singhania, S., Chen, J., Dietze, S., … & Graux, D. (2023). Large language models and knowledge graphs: Opportunities and challenges. Transactions on Graph Data and Knowledge, 1(1). https://doi.org/10.4230/TGDK.
Pardini, S., Gabrielli, S., Gios, L., Mayora-Ibarra, O., et al. (2023). Customized virtual reality naturalistic scenarios promoting engagement and relaxation in patients with cognitive impairment: A proof-of-concept mixed-methods study. Scientific Reports, 13, 20516. https://doi.org/10.1038/
2022
Santos Teixeira, M., & Dragoni, M. (2022). A review of plan-based approaches for dialogue management. Cognitive Computation, 14(3), 1019-1038. https://doi.org/10.1007/
2020
Dragoni, M., Donadello, I., & Eccher, C. (2020). Explainable AI meets persuasiveness: Translating reasoning results into behavioral change advice. Artificial Intelligence in Medicine, 105, 101840. https://doi.org/10.1016/j.
2019
Cabitza, F., & Zeitoun, J. D. (2019). The proof of the pudding: In praise of a culture of real-world validation for medical artificial intelligence. Annals of Translational Medicine, 7(8), 161. https://doi.org/10.21037/atm.