Artificial intelligence in physical and rehabilitation medicine: first update of the living systematic mapping review up to May 31st, 2025
BACKGROUND: Artificial intelligence is increasingly applied to rehabilitation; however, persisting gaps in research, such as methodological heterogeneity, poor reporting, and lack of validation, reduce clinical translation. Living systematic reviews offer a dynamic approach to continuously monitor evolving evidence. The aim of this first update up to May 31st, 2025 is to expand current evidence base, identifying emerging trends and persistent gaps.METHODS: A total of 784 studies were screened, and 95 new studies were included, for a cumulative total of 335 studies across the first release and the update up to May 31st, 2025.RESULTS: In this update up to May 31st, 2025, 95 new studies were included, bringing the cumulative dataset to 335 studies. A strong recent growth in publications was observed, with China and the USA as the main contributors. There is an increase in the clinical-oriented use of AI. Of note, there is a slight increase in the adoption of reporting guidelines. Methodological limitations persisted, particularly a lack of adoption of reporting tools dedicated to and validated for AI. Explainability remains inconsistently described and applied (28.4%) with a growth trend (+18.2%); and external validation is infrequent (13.7%). Although randomized controlled trials showed a slight increase, they remain underrepresented overall, a finding consistent with the OCEBM distribution, which is still predominantly weighted toward lower-to-moderate levels of evidence (Level 3-4). This highlights persistent gaps in high-quality evidence.CONCLUSIONS: Literature trends of the update of the living systematic mapping review REHALISE up to May 31st, 2025, compared to the first release, suggest a slight and gradual shift toward more clinically oriented applications, though robustness and reproducibility remain critical concerns.
Authors
- Alex Martino Cinnera (ORCID: https://orcid.org/0000-0001-7267-3253)
- Mattia Mercier
- Francesco NEGRINI
- Maria C. VALERI
- REHALISE Group
- Giovanni MORONE
- Riccardo CARBONETTI
- Calogero MALFITANO
Institutions
- University of Insubria (IT)
- University of Milan (IT)
- University of L'Aquila (IT)
- Istituti Clinici di Perfezionamento (IT)
- Fondazione Salvatore Maugeri (IT)
- Italian Society of Physiotherapy (IT)
- Bambino Gesù Children's Hospital (IT)
- Fondazione Santa Lucia (IT)
- Sapienza University of Rome (IT)
Publication Details
- Journal
- European Journal of Physical and Rehabilitation Medicine
- Published
- 2026-09-01
- DOI
- https://doi.org/10.23736/s1973-9087.26.09654-1
- Primary Topic
- Artificial Intelligence in Healthcare and Education
- Type
- article
- Field-Weighted Citation Impact
- 0.00