journal article·2025-09-06Open access

Sports Injury Rehabilitation: A Narrative Review of Emerging Technologies and Biopsychosocial Approaches

Peter Takáč

Applied Sciences· Volume 15· Issue 17

Abstract

The purpose of this narrative review is to critically appraise recent advances in sports injury rehabilitation—primarily focusing on biopsychosocial (BPS) approaches alongside emerging technological innovations—and identify current gaps and future directions. A literature search was conducted in PubMed, Scopus, and Web of Science for the years 2018–2024. Eligible records were English-language, human studies comprising systematic reviews, clinical trials, and translational investigations on wearable sensors, artificial intelligence (AI), virtual reality (VR), regenerative therapies (platelet-rich plasma [PRP], bone marrow aspirate concentrate [BMAC], stem cells, and prolotherapy), and BPS rehabilitation models; single-patient case reports, editorials, and non-scholarly sources were excluded. The synthesis yielded four themes: (1) BPS implementation remains underutilised owing to a lack of validated tools, variable provider readiness, and system-level barriers; (2) wearables and AI can enhance real-time monitoring and risk stratification but are limited by data heterogeneity, non-standardised pipelines, and sparse external validation; (3) VR/gamification improves engagement and task-specific practice, but evidence is dominated by pilot or laboratory studies with scarce longitudinal follow-up data; and (4) regenerative interventions show mechanistic promise, but conclusions are constrained by methodological variability and regulatory hurdles. Conclusions: BPS perspectives and emerging technologies have genuine potential to improve outcomes, but translation to practice hinges on (1) pragmatic or hybrid effectiveness–implementation trials, (2) standardisation of data and intervention protocols (including core outcome sets and effect-size reporting), and (3) integration of psychological and social assessment into routine pathways supported by provider training and interoperable digital capture.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Sports injuries and prevention · Foot and Ankle Surgery · Tendon Structure and Treatment

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Faculty of Medicine and L. Pasteur University Hospital Department of Physical and Rehabilitation Medicine, Pavol Jozef Safarik University in Košice, Rastislavova 43, 040 01 Košice, Slovakia

References (100+)

Show source-provided references
1. Incidence and Costs of Injuries to Children and Adults in the United States10.1186/s40621-018-0167-6 ↗
2. The Socio-economic Impact of Running-related Injuries: A Large Prospective Cohort Study10.1111/sms.14016 ↗
3. Counting the Costs of Sports Injuries: The Need for Economic Evidence10.1016/j.jsams.2024.04.007 ↗
4. Disparities and Inequities in Youth Sports10.1249/JSR.0000000000000881 ↗
5. Totally Extraperitoneal Repair for the ‘Sportsman’s Groin’ via ‘the Manchester Groin Repair’: A Comparison of Elite versus Amateur Athletes10.1007/s00464-020-07930-9 ↗
6. The Usage and Perceived Effectiveness of Different Recovery Modalities in Amateur and Elite Rugby Athletes10.1016/j.peh.2017.04.002 ↗
7. Sports-Related Musculoskeletal Injuries: From Diagnostics to Rehabilitation10.3233/BMR-225002 ↗
8. Current Concepts in Sports Injury Rehabilitation10.4103/ortho.IJOrtho_226_17 ↗
9. Werner, T., Michel-Kröhler, A., Berti, S., and Wessa, M. (2023). Not All Injuries Are the Same: Different Patterns in Sports Injuries and Their Psychosocial Correlates. Sports, 11.10.3390/sports11120237 ↗
10. Assessment and Rehabilitation Strategies for Sports-Related Musculoskeletal Injuries
11. The Challenge of Thigh Tendon Reinjuries: An Expert Opinion10.1515/jbcpp-2024-0177 ↗
12. Sensor-Enhanced Wearables and Automated Analytics for Injury Prevention in Sports10.1016/j.measen.2024.101054 ↗
13. Preatoni, E., Bergamini, E., Fantozzi, S., Giraud, L.I., Bustos, A.S.O., Vannozzi, G., and Camomilla, V. (2022). The Use of Wearable Sensors for Preventing, Assessing, and Informing Recovery from Sport-Related Musculoskeletal Injuries: A Systematic Scoping Review. Sensors, 22.10.3390/s22093225 ↗
14. 50 Years of Research on the Psychology of Sport Injury: A Consensus Statement10.1007/s40279-024-02045-w ↗
15. Bae, M. (2024). Biopsychosocial Approach to Sports Injury: A Systematic Review and Exploration of Knowledge Structure. BMC Sports Sci. Med. Rehabil., 16.10.1186/s13102-024-01025-x ↗
16. Athletic Injury Research: Frameworks, Models and the Need for Causal Knowledge10.1007/s40279-024-02008-1 ↗
17. Bonnechère, B., Timmermans, A., and Michiels, S. (2023). Current Technology Developments Can Improve the Quality of Research and Level of Evidence for Rehabilitation Interventions: A Narrative Review. Sensors, 23.10.3390/s23020875 ↗
18. What We Do Not Know About Stretching in Healthy Athletes: A Scoping Review with Evidence Gap Map from 300 Trials10.1007/s40279-024-02002-7 ↗
19. Pu, Y.-C., and Liu, L. (2024). Wearable Device Data-Driven Athlete Injury Detection and Rehabilitation Monitoring Algorithm. Mol. Cell. Biomech., 21.10.62617/mcb.v21i2.361 ↗
20. Neue Technologien in Rehabilitation Und Prävention von Sportverletzungen10.1016/j.orthtr.2024.04.002 ↗
21. Towards Personalized Immersive Virtual Reality Neurorehabilitation: A Human-Centered Design10.1186/s12984-024-01489-5 ↗
22. Intelligent Integration of Wearable Sensors and Artificial Intelligence for Real-Time Athletic Performance Enhancement
23. Xu, J., and Zhan, X. (2024, January 17–18). Artificial Intelligence Algorithms in Sports Rehabilitation Control Management System. Proceedings of the 2024 Second International Conference on Data Science and Information System (ICDSIS), Hassan, India.10.1109/ICDSIS61070.2024.10594681 ↗
24. Artificial Intelligence in Physical Rehabilitation: A Systematic Review10.1016/j.artmed.2023.102693 ↗
25. Mușat, C.L., Mereuţă, C., Nechita, A., Tutunaru, D., Voipan, A.E., Voipan, D., Mereuta, E., Gurau, T.V., Gurău, G., and Nechita, L. (2024). Diagnostic Applications of AI in Sports: A Comprehensive Review of Injury Risk Prediction Methods. Diagnostics, 14.10.3390/diagnostics14222516 ↗
26. Zhan, C. (2024). Application of Artificial Intelligence in the Development of Personalized Sports Injury Rehabilitation Plan. Mol. Cell. Biomech., 21.10.62617/mcb.v21i1.326 ↗
27. Artificial Intelligence Machine Learning and Conventional Physical Therapy for Upper Limb Outcome in Patients with Stroke: A Systematic Review and Meta-Analysis
28. Ayala, R.E.D., Pérez-Granados, D., Gutiérrez, C.A.G., Ortega-Ruíz, M.A., Espinosa, N.R., and Heredia, E.C. (2024). Novel Study for the Early Identification of Injury Risks in Athletes Using Machine Learning Techniques. Appl. Sci., 14.10.3390/app14020570 ↗
29. Injury Prediction in Sports Using Artificial Intelligence Applications: A Brief Review10.18196/jrc.v5i1.20814 ↗
30. An Overview of Machine Learning Applications in Sports Injury Prediction
31. Innovations in Sports: A Key to Enhancing Rehabilitation Outcomes10.12775/QS.2024.26.55275 ↗
32. Demeco, A., Salerno, A., Gusai, M., Vignali, B., Gramigna, V., Palumbo, A., Corradi, A., Mickeviciute, G., and Costantino, C. (2024). The Role of Virtual Reality in the Management of Football Injuries. Medicina, 60.10.3390/medicina60061000 ↗
33. Virtual Reality Exergames for Enhancing Engagement in Stroke Rehabilitation: A Narrative Review10.1016/j.heliyon.2024.e37581 ↗
34. Design of Virtual Reality Exergames for Upper Limb Stroke Rehabilitation Following Iterative Design Methods: Usability Study10.2196/48900 ↗
35. The Effectiveness of Virtual Reality in Rehabilitation of Athletes: A Systematic Review and Meta-Analysis10.61091/jpms202413423 ↗
36. The Future of Telerehabilitation: Embracing Virtual Reality and Augmented Reality Innovations10.11604/pamj.2024.47.157.42956 ↗
37. Integrating Virtual Reality and AI for Enhanced Patient Rehabilitation
38. Payedimarri, A.B., Ratti, M., Rescinito, R., Vanhaecht, K., and Panella, M. (2022). Effectiveness of Platform-Based Robot-Assisted Rehabilitation for Musculoskeletal or Neurologic Injuries: A Systematic Review. Bioengineering, 9.10.3390/bioengineering9040129 ↗
39. Rehabilitation Exoskeleton System with Bidirectional Virtual Reality Feedback Training Strategy10.1049/cit2.12391 ↗
40. AI-Driven Rehabilitation Robots: Enhancing Physical Therapy for Stroke and Injury Recovery
41. Yu, L. (2024). Evaluation and Optimization of the Effectiveness of Intelligent Devices in Athletic Injury Rehabilitation Training. Mol. Cell. Biomech., 21.10.62617/mcb674 ↗
42. Chu, Y., and Jia, X. (2024). Rehabilitation Training of Hamstring Injury in Athletes Training Hamstrings Based on BP Neural Network Algorithm. Mol. Cell. Biomech., 21.10.62617/mcb.v21i1.183 ↗
43. Klinische Studien in Der Reha-Forschung—Probleme Und Möglichkeiten Aus Biometrischer Sicht10.1055/s-2000-5898 ↗
44. Self-acknowledged Limitations in Exercise Therapy Trials for Low Back Pain10.1111/jep.14033 ↗
45. 60 Methodological Issues in Rehabilitation Research: A Scoping Review
46. Root, H.J., Lininger, M.R., and DiStefano, L.J. (2022). Hybrid Effectiveness-Implementation Study Designs in Sports Injury Prevention Research. Front. Sports Act. Living, 4.10.3389/fspor.2022.981656 ↗
47. Costello, D., Daly, E., and Ryan, L. (2024). Sports Injury Surveillance Systems: A Scoping Review of Practice and Methodologies. J. Funct. Morphol. Kinesiol., 9.10.3390/jfmk9040177 ↗
48. Statistical and Methodological Considerations for Randomized Controlled Trial Design in Physical Medicine and Rehabilitation10.1097/PHM.0000000000002225 ↗
49. Methods Matter and the ‘Too Much, Too Soon’ Theory (Part 2): What Is the Goal of Your Sports Injury Research? Are You Describing, Predicting or Drawing a Causal Inference?10.1136/bjsports-2020-102144 ↗
50. Random Effects Won’t Solve the Problem of Generalizability10.1017/S0140525X2100011X ↗
51. Are Orthopaedic Clinical Trials Linguistically and Culturally Diverse?10.2106/JBJS.RVW.24.00012 ↗
52. Lack of Diversity in Orthopaedic Trials Conducted in the United States10.2106/JBJS.M.00531 ↗
53. Socioeconomic Status and Race Are Rarely Reported in Randomized Controlled Trials for Achilles Tendon Pathology in the Top 10 Orthopaedic Journals: A Systematic Review10.1177/24730114231225454 ↗
54. Apples to Oranges: Inconsistencies in Defining and Classifying Youth Sport Populations10.1097/JSM.0000000000001038 ↗
55. Applicability and Generalisability of Published Results of Randomised Controlled Trials and Non-Randomised Studies Evaluating Four Orthopaedic Procedures: Methodological Systematic Review10.1136/bmj.b4538 ↗
56. The Role of Eccentric Exercise in Sport Injuries Rehabilitation10.1093/bmb/ldu006 ↗
57. Exploring Influences and Risk of Bias of Studies on Return to Sport and Work after Lateral Ankle Sprain: A Systematic Review and Meta-Analysis10.13105/wjma.v12.i1.87026 ↗
58. Appraising the Methodological Quality of Sports Injury Video Analysis Studies: The QA-SIVAS Scale10.1007/s40279-023-01907-z ↗
59. Blinded or Nonblinded Randomized Controlled Trials in Rehabilitation Research10.1097/PHM.0000000000001369 ↗
60. Limitations and Sources of Bias in Clinical Knee Cartilage Research10.1016/j.arthro.2012.02.022 ↗
61. Applications of Multilevel Modeling in Sport Injury Rehabilitation Research10.1080/1612197X.2007.9671843 ↗
62. Generalizability of Findings from Systematic Reviews and Meta-Analyses in the Leading General Medical Journals
63. When Assessing Generalisability, Focusing on Differences in Population or Setting Alone Is Insufficient10.1186/s13063-020-4178-6 ↗
65. Validity of Research Based on Publicly Obtained Data in Sports Medicine: A Quantitative Assessment of Concussions in the National Football League10.1177/19417381231167333 ↗
66. Limitations of Athlete-Exposures as a Construct for Comparisons of Injury Rates by Gender/Sex: A Narrative Review10.1136/bjsports-2024-108812 ↗
67. Pamboris, G.M., Plakias, S., Tsiakiri, A., Karakitsiou, G., Bebeletsi, P., Vadikolias, Κ., Aggelousis, N., Tsiptsios, D., and Christidi, F. (2024). Physical Therapy in Neurorehabilitation with an Emphasis on Sports: A Bibliometric Analysis and Narrative Review. Sports, 12.10.3390/sports12100276 ↗
68. Zhao, W., and Zhang, T. (2024). A Longitudinal Analysis of Psychological, Physiological, and Rehabilitation Outcomes in Basketball Players Following Acute Sports Injuries. Mol. Cell. Biomech., 21.10.62617/mcb451 ↗
69. Psychological Aspects Associated with ACL Rehabilitation and Recurrence in Football Players: A Systematic Review10.47197/retos.v55.105115 ↗
70. Psychological Readiness to Return to Sport After Shoulder Instability
71. Cognitive-Behavioral-Based Physical Therapy for Improving Recovery After a Traumatic Lower-Extremity Injury10.2106/JBJS.23.01234 ↗
72. Cognitive-Behavioral–Based Physical Therapy for Improving Recovery After Traumatic Orthopaedic Lower Extremity Injury (CBPT-Trauma)10.1097/BOT.0000000000002283 ↗
73. Stay in the Game: Comprehensive Approaches to Decrease the Risk of Sports Injuries
74. Optimizing Athletes’ Mindsets: Application of Rational Emotive Behavior Therapy (REBT) in Sport10.1556/1020.2024.00008 ↗
75. Future of Mental Health in Sport: CBT and Athletes10.33043/SSWJ.4.1.81-94 ↗
76. Call for the Application of a Biopsychosocial and Interdisciplinary Approach to the Return-to-Sport Framework of Snow Sports Athletes10.1136/bmjsem-2022-001516 ↗
77. Integrating Psychological Care in Sports Injury Rehabilitation: A Comprehensive Mini-Review10.61838/kman.tjssm.2.1.2 ↗
78. Psychological, Social and Contextual Factors across Recovery Stages Following a Sport-Related Knee Injury: A Scoping Review10.1136/bjsports-2019-101206 ↗
79. Neurocognitive and Neuromuscular Rehabilitation Techniques after ACL Injury—Part 2: Maximizing Performance in the Advanced Return to Sport Phase10.26603/001c.126270 ↗
80. Psychological Readiness for Injury Recovery: Evaluating Psychometric Properties of the IPRRS and Assessing Group Differences in Injured Physically Active Individuals10.1136/bmjsem-2023-001869 ↗
81. Krokos, D., Kandanoleon, A., Paraskevopoulos, E., Τσεκούρα, Μ., Kapreli, E., and Christakou, A. (2024). Examination of the Validity and Reliability of the Greek Version of the Psychological Readiness of Injured Athlete to Return to Sport (PRIA-RS) Questionnaire. Appl. Sci., 14.10.3390/app142411655 ↗
82. Current Clinical Concepts: Integration of Psychologically Informed Practice for Management of Patients With Sport-Related Injuries10.4085/1062-6050-0556.22 ↗
83. Fältström, A., Gustafsson, T., Wärnsberg, N., Sonesson, S., and Hermansen, A. (2024). Athletes’ Perspectives on Return to Sport after Anterior Cruciate Ligament Reconstruction and Their Strategies to Reduce Reinjury Risk: A Qualitative Interview Study. BMC Sports Sci. Med. Rehabil., 16.10.1186/s13102-024-00920-7 ↗
84. Perceptions and Experiences of Psychological Readiness During the Return to Sport After Injury
85. Psychological Readiness to Return to Sport Following Injury: A State-of-the-Art Review10.1080/1750984X.2022.2081929 ↗
86. It Is Time to Target Psychological Readiness (or Lack of Readiness) in Return to Sports after Anterior Cruciate Ligament Tears10.1186/s40634-023-00657-1 ↗
87. The Impact of Psycho-Social Factors in Physical Rehabilitaion Adherence10.36106/gjra/0600252 ↗
88. Impact of Psychological Factors on Rehabilitation After Anterior Cruciate Ligament Reconstruction: A Systematic Review10.1177/19417381241256930 ↗
89. Ang, D.F., and Delariarte, C.F. (2023). Psychological Factors Facilitative to Sports Injury Rehabilitation Adherence Among Filipino Injured Athletes: A Basis for Intervention Program. ACP Off. Conf. Proc., 341–346.10.22492/issn.2187-4743.2023.29 ↗
90. Arvinen-Barrow, M., and Walker, N. (2013). The Psychology of Sport Injury and Rehabilitation, Routledge.10.4324/9780203552407 ↗
91. Psychosocial Factors Influencing the Recovery of Athletes with Anterior Cruciate Ligament Injury: A Systematic Review
92. Kamphoff, C.S., Thomae, J., and Hamson-Utley, J.J. (2013). Integrating the Psychological and Physiological Aspects of Sport Injury Rehabilitation: Rehabilitation Profiling and Phases of Rehabilitation. The Psychology of Sport Injury and Rehabilitation, Routledge.
93. Psychosocial Experiences of Competitive Rugby Players on the “Long, Long Journey” to Recovery Following ACL Ruptures and Reconstruction10.1111/sms.14604 ↗
94. Physiotherapists’ Perspectives on the Importance of Psychological Impact in Sports Injury Rehabilitation
95. Development and Validation of a Short Version of the Anterior Cruciate Ligament Return to Sport After Injury (ACL-RSI) Scale10.1177/2325967118763763 ↗
96. Development and Preliminary Validation of the Injury-Psychological Readiness to Return to Sport (I-PRRS) Scale10.4085/1062-6050-44.2.185 ↗
97. A Bibliometric Analysis from 2013 to 2023 Reveals Research Hotspots and Trends in the Connection between Sport and Regenerative Medicine10.1097/MD.0000000000038846 ↗
98. Ambegaonkar, J.P., Jordan, M.J., Wiese, K.R., and Caswell, S.V. (2024). Kinesiophobia in Injured Athletes: A Systematic Review. J. Funct. Morphol. Kinesiol., 9.10.3390/jfmk9020078 ↗
99. What’s New in Orthopaedic Rehabilitation10.2106/JBJS.23.00750 ↗
100. Enhancing Regenerative Potential: A Comprehensive Review of Stem Cell Transplantation for Sports-Related Neuronal Injuries, with a Focus on Spinal Cord Injuries and Peripheral Nervous System Damage10.1016/j.tice.2024.102429 ↗