The Complex Interrelationships of the Risk Factors Leading to Hamstring Injury and Implications for Injury Prevention: A Group Model Building Approach
Source abstract
Abstract
There is a gap in the literature regarding the complex interrelationships among hamstring injury (HI) risk factors. System dynamics (SD) modeling is considered an appropriate approach for understanding the complex etiology of HI for effective injury prevention. This study adopted the SD method and developed a causal loop model (CLD) to elucidate the intricate relationships among HI risk factors. This is performed by combining literature evidence and insights from expert stakeholders through a group model building (GMB) approach. The GMB methodology facilitated the identification of sixty-five critical factors influencing the HI risk, revealing the dynamic interplay between factors. Stakeholder engagement underscored the importance of previous injury characteristics (level of influence of previous injury, severity of previous injury, quality and size of scar tissue) and the quality of rehabilitation. HI-CLD revealed that many factors had indirect effects on HI risk. The HI-causal loop model establishes a foundation for a future stock and flow quantitative SD model aiming to advance HI prevention strategies through an interdisciplinary collaborative effort. These findings underscore the complexity of HI prevention, necessitating a holistic approach that integrates the views of diverse professional expertise. Appropriate inter-professional collaboration and continuous athlete screening are important for effective injury prevention strategies.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Sports injuries and prevention
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Physiotherapy Department, School of Health Rehabilitation Sciences, University of Patras, 26504 Patras, Greece
SYSTEMA Research Centre, European University Cyprus, 2404 Nicosia, Cyprus
Unit of Physiotherapy, Department of Health, Medicine and Caring Science, Linköping University, 58183 Linköping, Sweden
References (100+)
Show source-provided references
1. Incidence and Prevalence of Hamstring Injuries in Field-Based Team Sports: A Systematic Review and Meta-Analysis of 5952 Injuries from over 7 Million Exposure Hours10.1136/bjsports-2021-104936 ↗
2. Injuries Affect Team Performance Negatively in Professional Football: An 11-Year Follow-up of the UEFA Champions League Injury Study10.1136/bjsports-2013-092215 ↗
3. The Financial Cost of Hamstring Strain Injuries in the Australian Football League10.1136/bjsports-2013-092884 ↗
4. Hamstring Injury Rates Have Increased during Recent Seasons and Now Constitute 24% of All Injuries in Men’s Professional Football: The UEFA Elite Club Injury Study from 2001/02 to 2021/2210.1136/bjsports-2021-105407 ↗
5. Recalibrating the Risk of Hamstring Strain Injury (HSI): A 2020 Systematic Review and Meta-Analysis of Risk Factors for Index and Recurrent Hamstring Strain Injury in Sport10.1136/bjsports-2019-100983 ↗
6. The Impact of Short Periods of Match Congestion on Injury Risk and Patterns in an Elite Football Club10.1136/bjsports-2015-095501 ↗
7. Ruddy, J.D., Pietsch, S., Maniar, N., Cormack, S.J., Timmins, R.G., Williams, M.D., Carey, D.L., and Opar, D.A. (2019). Session Availability as a Result of Prior Injury Impacts the Risk of Subsequent Non-Contact Lower Limb Injury in Elite Male Australian Footballers. Front. Physiol., 10.10.3389/fphys.2019.00737 ↗
8. Deviating Running Kinematics and Hamstring Injury Susceptibility in Male Soccer Players: Cause or Consequence?10.1016/j.gaitpost.2017.06.268 ↗
9. Proximal Neuromuscular Control Protects Against Hamstring Injuries in Male Soccer Players: A Prospective Study with Electromyography Time-Series Analysis during Maximal Sprinting10.1177/0363546516687750 ↗
10. Late Swing Running Mechanics Influence Hamstring Injury Susceptibility in Elite Rugby Athletes: A Prospective Exploratory Analysis10.1016/j.jbiomech.2019.05.037 ↗
11. Hamstring Strain Injuries: Are We Heading in the Right Direction?10.1136/bjsm.2010.081695 ↗
12. Risk Factors for Hamstring Muscle Strain Injury in Sport: A Systematic Review and Meta-Analysis10.1136/bjsports-2011-090664 ↗
13. Intrinsic Risk Factors of Non-Contact Quadriceps and Hamstring Strains in Soccer: A Prospective Study of 100 Professional Players10.1136/bjsm.2010.077560 ↗
14. Hamstring and Quadriceps Isokinetic Strength Deficits Are Weak Risk Factors for Hamstring Strain Injuries: A 4-Year Cohort Study10.1177/0363546516632526 ↗
15. Hamstring and Ankle Flexibility Deficits Are Weak Risk Factors for Hamstring Injury in Professional Soccer Players: A Prospective Cohort Study of 438 Players Including 78 Injuries10.1177/0363546518773057 ↗
16. Spikes in Acute:Chronic Workload Ratio (ACWR) Associated with a 5–7 Times Greater Injury Rate in English Premier League Football Players: A Comprehensive 3-Year Study10.1136/bjsports-2018-099422 ↗
17. Running Exposure Is Associated with the Risk of Hamstring Strain Injury in Elite Australian Footballers10.1136/bjsports-2016-096777 ↗
18. Risk Factors for Hamstring Muscle Injury in Male Elite Football: Medical Expert Experience and Conclusions from 15 European Champions League Clubs10.1136/bmjsem-2022-001461 ↗
19. Shalaj, I., Gjaka, M., Bachl, N., Wessner, B., Tschan, H., and Tishukaj, F. (2020). Potential Prognostic Factors for Hamstring Muscle Injury in Elite Male Soccer Players: A Prospective Study. PLoS ONE, 15.10.1371/journal.pone.0241127 ↗
20. Context Matters: Revisiting the First Step of the ‘Sequence of Prevention’ of Sports Injuries10.1007/s40279-018-0953-x ↗
21. A Preventive Model for Hamstring Injuries in Professional Soccer: Learning Algorithms10.1055/a-0826-1955 ↗
22. A Preventive Model for Muscle Injuries: A Novel Approach Based on Learning Algorithms10.1249/MSS.0000000000001535 ↗
23. Predictive Modeling of Hamstring Strain Injuries in Elite Australian Footballers10.1249/MSS.0000000000001527 ↗
24. Time-to-Event Analysis for Sports Injury Research Part 2: Time-Varying Outcomes10.1136/bjsports-2018-100000 ↗
25. Towards the Development of a System Dynamics Model for the Prediction of Lower Extremity Injuries
26. Computational Methods to Model Complex Systems in Sports Injury Research: Agent-Based Modelling (ABM) and Systems Dynamics (SD) Modelling10.1136/bjsports-2018-100098 ↗
27. A Systems Analysis Critique of Sport-Science Research10.1123/ijspp.2020-0934 ↗
28. Kenzie, E.S., Parks, E.L., Bigler, E.D., Wright, D.W., Lim, M.M., Chesnutt, J.C., Hawryluk, G.W.J., Gordon, W., and Wakeland, W. (2018). The Dynamics of Concussion: Mapping Pathophysiology, Persistence, and Recovery with Causal-Loop Diagramming. Front. Neurol., 9.10.3389/fneur.2018.00203 ↗
29. Allender, S., Owen, B., Kuhlberg, J., Lowe, J., Nagorcka-Smith, P., Whelan, J., and Bell, C. (2015). A Community Based Systems Diagram of Obesity Causes. PLoS ONE, 10.10.1371/journal.pone.0129683 ↗
30. Sports Injury Forecasting and Complexity: A Synergetic Approach10.1007/s40279-020-01326-4 ↗
31. Complex Systems Approach for Sports Injuries: Moving from Risk Factor Identification to Injury Pattern Recognition—Narrative Review and New Concept10.1136/bjsports-2015-095850 ↗
32. Risk Factors for Hamstring Injuries in Male Soccer Players: A Systematic Review of Prospective Studies10.1111/j.1600-0838.2012.01487.x ↗
33. Risk Factors of Recurrent Hamstring Injuries: A Systematic Review10.1136/bjsports-2011-090317 ↗
34. Isokinetic Strength Assessment Offers Limited Predictive Validity for Detecting Risk of Future Hamstring Strain in Sport: A Systematic Review and Meta-Analysis10.1136/bjsports-2017-098101 ↗
35. The Prognostic Value of MRI in Determining Reinjury Risk Following Acute Hamstring Injury: A Systematic Review10.1136/bjsports-2016-096790 ↗
36. Hamstrings Injury Incidence, Risk Factors, and Prevention in Rugby Union Players: A Systematic Review10.1080/00913847.2021.1992601 ↗
37. Group Model-Building ‘Scripts’ as a Collaborative Planning Tool10.1002/sres.2105 ↗
38. Group Model Building Using System Dynamics: An Analysis of Methodological Frameworks
39. Hovmand, P., Rouwette, E., Andersen, D., Richardson, G., Calhoun, A., Rux, K., and Hower, T. (2011, January 24–28). Scriptapedia: A Handbook of Scripts for Developing Structured Group Model Building Sessions. Proceedings of the 29th International Conference of the System Dynamics Society 2011, Washington, DC, USA.
40. Hovmand, P.S., Rouwette, E., Andersen, D.F., and Richardson, G.P. (2021, December 25). Scriptapedia. Available online: https://en.wikibooks.org/wiki/Scriptapedia.
41. Consolidated Criteria for Reporting Qualitative Research (COREQ): A 32-Item Checklist for Interviews and Focus Groups10.1093/intqhc/mzm042 ↗
42. Communication Quality between the Medical Team and the Head Coach/Manager Is Associated with Injury Burden and Player Availability in Elite Football Clubs10.1136/bjsports-2018-099411 ↗
43. Clinical Findings Just after Return to Play Predict Hamstring Re-Injury, but Baseline MRI Findings Do Not10.1136/bjsports-2014-093737 ↗
44. Regeneration of Injured Skeletal Muscle after the Injury
45. MR Observations of Long-Term Musculotendon Remodeling Following a Hamstring Strain Injury10.1007/s00256-008-0546-0 ↗
46. Associations between Hamstring Fatigue and Sprint Kinematics during a Simulated Football (Soccer) Match10.1249/MSS.0000000000002753 ↗
47. Lower Eccentric Hamstring Strength and Single Leg Hop for Distance Predict Hamstring Injury in PETE Students10.1080/17461391.2014.955127 ↗
48. Short Biceps Femoris Fascicles and Eccentric Knee Flexor Weakness Increase the Risk of Hamstring Injury in Elite Football (Soccer): A Prospective Cohort Study10.1136/bjsports-2015-095362 ↗
49. Effect of High-Speed Running on Hamstring Strain Injury Risk10.1136/bjsports-2015-095679 ↗
50. How Do Training and Competition Workloads Relate to Injury? The Workload—Injury Aetiology Model10.1136/bjsports-2016-096040 ↗
51. The Training-Injury Prevention Paradox: Should Athletes Be Training Smarter and Harder?10.1136/bjsports-2015-095788 ↗
52. Is the Acute: Chronic Workload Ratio (ACWR) Associated with Risk of Time-Loss Injury in Professional Team Sports? A Systematic Review of Methodology, Variables and Injury Risk in Practical Situations10.1007/s40279-020-01308-6 ↗
53. Protection against Spikes in Workload with Aerobic Fitness and Playing Experience: The Role of the Acute: Chronic Workload Ratio on Injury Risk in Elite Gaelic Football10.1123/ijspp.2016-0090 ↗
54. Hamstring Injury Patterns in Professional Male Football (Soccer): A Systematic Video Analysis of 52 Cases10.1136/bjsports-2021-104769 ↗
55. Injury Risk Factors, Screening Tests and Preventative Strategies: A Systematic Review of the Evidence That Underpins the Perceptions and Practices of 44 Football (Soccer) Teams from Various Premier Leagues10.1136/bjsports-2014-094104 ↗
56. Evidence-Based Hamstring Injury Prevention Is Not Adopted by the Majority of Champions League or Norwegian Premier League Football Teams: The Nordic Hamstring Survey10.1136/bjsports-2015-094826 ↗
57. The Predictive Validity of a Single Leg Bridge Test for Hamstring Injuries in Australian Rules Football Players10.1136/bjsports-2013-092356 ↗
58. Prone Hip Extension Muscle Recruitment Is Associated with Hamstring Injury Risk in Amateur Soccer10.1055/s-0043-103016 ↗
59. Susceptibility to Hamstring Injuries in Soccer: A Prospective Study Using Muscle Functional Magnetic Resonance Imaging10.1177/0363546515626538 ↗
60. Estimation of Injury Costs: Financial Damage of English Premier League Teams’ Underachievement Due to Injuries10.1136/bmjsem-2019-000675 ↗
61. Changes in Head Staff Members in Male Elite-Level Football Teams Are Associated with Increased Hamstring Injury Burden for That Season: The UEFA Elite Club Injury Study10.1136/bmjsem-2023-001640 ↗
62. Psychosocial Factors and Sport Injuries: Meta-Analyses for Prediction and Prevention10.1007/s40279-016-0578-x ↗
63. Severe Musculoskeletal Time-Loss Injuries and Symptoms of Common Mental Disorders in Professional Soccer: A Longitudinal Analysis of 12-Month Follow-up Data10.1007/s00167-017-4644-1 ↗
64. Previous Hamstring Muscle Strain Injury Alters Passive Tissue Stiffness and Vibration Sense10.1016/j.jbmt.2021.05.002 ↗
65. A Prospective Study of the Relationship between Lower Body Stiffness and Hamstring Injury in Professional Australian Rules Footballers10.1177/0363546510370197 ↗
66. Nuñez, F.J., Ritzmann, R., Hernandez-Abad, F., Martinez, J.C., and Suarez-Arrones, L. (2022). Muscle Architecture, Morphology, and Mechanical and Functional Properties of Biceps Femoris Long Head in Professional Soccer Players with a Prior Healed Injured Hamstring. J. Clin. Med., 11.10.3390/jcm11237222 ↗
67. Psychological Predictors of Injury Occurrence: A Prospective Investigation of Professional Swedish Soccer Players10.1123/jsr.22.1.19 ↗
68. Incidence of Acute Hamstring Injuries in Soccer: A Systematic Review of 13 Studies Involving More than 3800 Athletes with 2 Million Sport Exposure Hours10.2519/jospt.2021.9305 ↗
69. Epidemiology of Hamstring Injuries in 538 Cases from an FC Barcelona Multi Sports Club10.1080/00913847.2023.2170684 ↗
70. Muscle Injury Rate in Professional Football Is Higher in Matches Played within 5 Days since the Previous Match: A 14-Year Prospective Study with More than 130 000 Match Observations10.1136/bjsports-2016-097399 ↗
71. Is There Evidence to Support the Use of the Angle of Peak Torque as a Marker of Hamstring Injury and Re-Injury Risk?10.1007/s40279-015-0378-8 ↗
72. Biceps Femoris Long Head Architecture: A Reliability and Retrospective Injury Study10.1249/MSS.0000000000000507 ↗
73. Risk Factors for Hamstring Injuries in Australian Male Professional Cricket Players10.1016/j.jshs.2017.05.004 ↗
74. Relationship between Interchange Usage and Risk of Hamstring Injuries in the Australian Football League10.1016/j.jsams.2011.11.250 ↗
75. Genetic Variants and Hamstring Injury in Soccer: An Association and Validation Study10.1249/MSS.0000000000001434 ↗
76. Hamstring Muscle Strains in Professional Football Players: A 10-Year Review10.1177/0363546510394647 ↗
77. Exploring the Role of Sprint Biomechanics in Hamstring Strain Injuries: A Current Opinion on Existing Concepts and Evidence10.1007/s40279-023-01925-x ↗
78. Psychology and Socioculture Affect Injury Risk, Response, and Recovery in High-Intensity Athletes: A Consensus Statement10.1111/j.1600-0838.2010.01195.x ↗
79. Injury Prevention Strategies, Coach Compliance and Player Adherence of 33 of the UEFA Elite Club Injury Study Teams: A Survey of Teams’ Head Medical Officers10.1136/bjsports-2015-095259 ↗
80. Evaluation of Muscle Injuries in Professional Football Players: Does Coach Replacement Affect the Injury Rate?10.1097/JSM.0000000000000640 ↗
81. Sports Injury Prevention Is Complex: We Need to Invest in Better Processes, Not Singular Solutions10.1007/s40279-019-01232-4 ↗
82. Muscle Fibre Typology as a Novel Risk Factor for Hamstring Strain Injuries in Professional Football (Soccer): A Prospective Cohort Study10.1007/s40279-021-01538-2 ↗
83. Mechanisms of Hamstring Injury in Professional Soccer Players: Video Analysis and Magnetic Resonance Imaging Findings10.1097/JSM.0000000000001109 ↗
84. Sprinting Technique and Hamstring Strain Injuries: A Concept Mapping Study10.1016/j.jsams.2021.09.007 ↗
85. Recommendations for Hamstring Injury Prevention in Elite Football: Translating Research into Practice10.1136/bjsports-2018-099616 ↗
86. Do Athletes with Hamstring Strain Injury Have Shorter Muscle Fascicles in the Injured Limb?10.1016/j.jbmt.2024.01.030 ↗
87. Screening Hamstring Injury Risk Factors Multiple Times in a Season Does Not Improve the Identification of Future Injury Risk10.1249/MSS.0000000000002782 ↗
88. Hamstring Strains in Professional Rugby Players Result in Increased Fascial Stiffness without Muscle Quality Changes as Assessed Using Shear Wave Elastography10.1016/j.jbmt.2021.03.009 ↗
89. Relation of Injuries and Psychological Symptoms in Amateur Soccer Players10.1136/bmjsem-2019-000522 ↗
90. A Prospective Study of Risk Factors for Hamstring Injury in Australian Football League Players10.1080/02640414.2021.1875613 ↗
91. Under-Exposure to Official Matches Is Associated with Muscle Injury Incidence in Professional Footballers10.5114/biolsport.2021.100360 ↗
92. Edouard, P., Lahti, J., Nagahara, R., Samozino, P., Navarro, L., Guex, K., Rossi, J., Brughelli, M., Mendiguchia, J., and Morin, J.B. (2021). Low Horizontal Force Production Capacity during Sprinting as a Potential Risk Factor of Hamstring Injury in Football. Int. J. Environ. Res. Public Health, 18.10.3390/ijerph18157827 ↗
93. Sprinting: A Potential Vaccine for Hamstring Injury?
94. A Novel Multifactorial Hamstring Screening Protocol: Association with Hamstring Muscle Injuries in Professional Football (Soccer)—A Prospective Cohort Study10.5114/biolsport.2022.112084 ↗
95. High Chronic Training Loads and Exposure to Bouts of Maximal Velocity Running Reduce Injury Risk in Elite Gaelic Football10.1016/j.jsams.2016.08.005 ↗
96. Thelwell, R., and Dicks, M. (2018). Multilevel Model of Sport Injury (MMSI). Professional Advances in Sports Coaching, Routledge.10.4324/9781351210980 ↗
97. A New Model for Injury Prevention in Team Sports: The Team-Sport Injury Prevention (TIP) Cycle10.1080/24733938.2018.1512752 ↗
98. A Dynamic Model of Etiology in Sport Injury: The Recursive Nature of Risk and Causation10.1097/JSM.0b013e3180592a48 ↗
99. Eccentric Training for Prevention of Hamstring Injuries May Depend on Intervention Compliance: A Systematic Review and Meta-Analysis10.1136/bjsports-2014-093466 ↗
100. Monitoring Loads and Non-Contact Injury during the Transition from Club to National Team Prior to an International Football Tournament: A Case Study of the 2014 FIFA World Cup and 2015 Asia Cup10.1016/j.jsams.2017.12.002 ↗