TY  - Type of reference 
TI  - A review of criteria derived from clinical and AI approaches for return to sport after ACL reconstruction 
AU  - Margot Ronat
 
AU  - Sara Beddiaf
 
AU  - Laurence Cheze
 
AU  - Rodolphe Testa
 
AU  - Rémi Philippot 
AB  - The desire to regain a comparable level of mobility or sporting performance, without apprehension and without the risk of re-injury, after Anterior Cruciate Ligament (ACL) reconstruction is legitimate, yet it remains rarely achieved. To date, no Return To Sport (RTS) protocol has been fully validated. The criteria currently employed lack standardization and, at times, objectivity, which limits their clinical applicability. Although the literature emphasizes the importance of evaluating performance, muscle strength, and psychological readiness, the predictive validity of these parameters remains uncertain. Moreover, the time to RTS, which varies widely (from six months to over a year), is not a reliable criterion in itself but could instead be considered a target variable within a predictive model. This perspective aligns with the RTS continuum, which differentiates between return to activity, RTS and return to performance. The present article reviews existing criteria and examines the potential contribution of machine learning models to improving RTS prediction. 
DO  -  
JF  - State of the Art in Bioengineering 
KW  - Anterior Cruciate Ligament (ACL), Return To Sport (RTS), Evaluation criteria after ACL reconstruction, Machine Learning, Artificial Intelligence (AI), Ligament Croisé Antérieur (LCA), Retour au sport, Critères d’évaluation après une reconstruction du LCA, Modèle d’auto-apprentissage, Intelligence Artificielle (IA),  
L1  - https://www.openscience.fr/IMG/pdf/iste_biomat25v4n1_1.pdf 
LA  - en 
PB  - ISTE OpenScience 
DA  - 2025/11/21 
SN  -  
TT  - Revue des critères issus des approches cliniques et de l’IA pour la reprise du sport après reconstruction du LCA 
UR  - https://www.openscience.fr/A-review-of-criteria-derived-from-clinical-and-AI-approaches-for-return-to 
IS  - Issue 1 
VL  - 4 
ER  -