Machine Learning Predicts Risk of Falls in Parkison's Disease Patients in a Multicenter Observational Study
ML-based models effectively estimate fall risk across different clinical centers, enabling tailored interventions to enhance PD patients' quality of life. Challenges persist in predicting falls in US-based patients due to demographic and healthcare system differences.
Authors
- Venet Osmani (ORCID: https://orcid.org/0000-0001-7306-2972)
- Laura Avanzino (ORCID: https://orcid.org/0000-0001-6286-1509)
- Bruno Giometto (ORCID: https://orcid.org/0000-0003-2311-9752)
- Paola Mandich (ORCID: https://orcid.org/0000-0003-3123-3512)
- Antonio Uccelli (ORCID: https://orcid.org/0000-0002-2008-6038)
- Roberta Marchese (ORCID: https://orcid.org/0000-0003-2321-088X)
- Monica Moroni (ORCID: https://orcid.org/0000-0003-1852-7217)
- Stefano Bovo (ORCID: https://orcid.org/0000-0002-0278-6786)
- Lorenzo Gios (ORCID: https://orcid.org/0000-0003-2981-0851)
- Francesca Di Biasio (ORCID: https://orcid.org/0000-0003-3955-8485)
- Flavio Ragni (ORCID: https://orcid.org/0000-0001-7767-7288)
- Marco Chierici (ORCID: https://orcid.org/0000-0001-9791-9301)
- Matteo Pardini (ORCID: https://orcid.org/0000-0002-4740-1982)
- Manuela Marenco (ORCID: https://orcid.org/0000-0003-4328-8000)
- Maria Chiara Malaguti (ORCID: https://orcid.org/0000-0002-4807-4063)
- Chiara Longo (ORCID: https://orcid.org/0000-0001-6904-6494)
- Giuseppe Jurman (ORCID: https://orcid.org/0000-0002-2705-5728)
- Denise Cerne (ORCID: https://orcid.org/0009-0003-5411-1187)
Institutions
- University of Trento (IT)
- Fondazione Bruno Kessler (IT)
- Associated Press (US)
- Provincia Autonoma di Trento (IT)
- Ospedale Policlinico San Martino (IT)
- University of Genoa (IT)
Publication Details
- Journal
- European Journal of Neurology
- Published
- 2025-04-30
- DOI
- https://doi.org/10.1111/ene.70118
- Citations
- 9
- Primary Topic
- Parkinson's Disease Mechanisms and Treatments
- Type
- article
- Field-Weighted Citation Impact
- 12.50
Funders
- Ministero della Salute