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Pi-Rusiñol R, Verhagen E, Blanch M, Rodas Font G. Process mining to investigate the relationship between clinical antecedents and injury risk, severity and return to play in professional sports. BMJ Open Sport Exerc Med 2024; 10:e001890. [PMID: 38835540 PMCID: PMC11149139 DOI: 10.1136/bmjsem-2024-001890] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/29/2024] [Indexed: 06/06/2024] Open
Abstract
Objective This paper presents an exploratory case study focusing on the applicability and value of process mining in a professional sports healthcare setting. We explore whether process mining can be retrospectively applied to readily available data at a professional sports club (Football Club Barcelona) and whether it can be used to obtain insights related to care flows. Design Our study used discovery process mining to detect patterns and trends in athletes' Post-Pre-Participation Medical Evaluation injury route, encompassing five phases for analysis and interpretation. Results We examined preprocessed data in event log format to determine the injury status of athletes in respective baseline groups (healthy or pathological). Our analysis found a link between thigh muscle injuries and later ankle joint problems. The process model found three loops with recurring injuries, the most common of which were thigh muscle injuries. There were no differences in injury rates or the median number of days to return to play between the healthy and pathological groups. Conclusions This study explored the applicability and value of process mining in a professional sports healthcare setting. We established that process mining can be retrospectively applied to readily available data at a professional sports club and that this approach can be used to obtain insights related to sports healthcare flows.
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Affiliation(s)
- Ramon Pi-Rusiñol
- FC Barcelona Medical Department, FIFA Medical Excellence Center, and Barça Innovation Hub, Barcelona, Spain
| | - Evert Verhagen
- Amsterdam Collaboration on Health & Safety in Sports, Department of Public and Occupational Health, Amsterdam Movement Sciences, Amsterdam UMC, Amsterdam, Netherlands
| | - Miriam Blanch
- ITEREM BPM Consulting Barcelona Spain, Barcelona, Spain
| | - Gil Rodas Font
- FC Barcelona Medical Department, FIFA Medical Excellence Center, and Barça Innovation Hub, Barcelona, Spain
- Barnaclinic Sports Medicine Unit, Barcelona, Spain
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Lutz D, van den Berg C, Räisänen AM, Shill IJ, Kim J, Vaandering K, Hayden A, Pasanen K, Schneider KJ, Emery CA, Owoeye OBA. Best practices for the dissemination and implementation of neuromuscular training injury prevention warm-ups in youth team sport: a systematic review. Br J Sports Med 2024; 58:615-625. [PMID: 38684329 DOI: 10.1136/bjsports-2023-106906] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/10/2024] [Indexed: 05/02/2024]
Abstract
OBJECTIVE To evaluate best practices for neuromuscular training (NMT) injury prevention warm-up programme dissemination and implementation (D&I) in youth team sports, including characteristics, contextual predictors and D&I strategy effectiveness. DESIGN Systematic review. DATA SOURCES Seven databases were searched. ELIGIBILITY The literature search followed Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. INCLUSION CRITERIA participation in a team sport, ≥70% youth participants (<19 years), D&I outcomes with/without NMT-related D&I strategies. The risk of bias was assessed using the Downs & Black checklist. RESULTS Of 8334 identified papers, 68 were included. Sport participants included boys, girls and coaches. Top sports were soccer, basketball and rugby. Study designs included randomised controlled trials (RCTs) (29.4%), cross-sectional (23.5%) and quasi-experimental studies (13.2%). The median Downs & Black score was 14/33. Injury prevention effectiveness (vs efficacy) was rarely (8.3%) prioritised across the RCTs evaluating NMT programmes. Two RCTs (2.9%) used Type 2/3 hybrid approaches to investigate D&I strategies. 19 studies (31.6%) used D&I frameworks/models. Top barriers were time restrictions, lack of buy-in/support and limited benefit awareness. Top facilitators were comprehensive workshops and resource accessibility. Common D&I strategies included Workshops with supplementary Resources (WR; n=24) and Workshops with Resources plus in-season Personnel support (WRP; n=14). WR (70%) and WRP (64%) were similar in potential D&I effect. WR and WRP had similar injury reduction (36-72%) with higher adherence showing greater effectiveness. CONCLUSIONS Workshops including supplementary resources supported the success of NMT programme implementation, however, few studies examined effectiveness. High-quality D&I studies are needed to optimise the translation of NMT programmes into routine practice in youth sport.
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Affiliation(s)
- Destiny Lutz
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
| | - Carla van den Berg
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
| | - Anu M Räisänen
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
- Department of Physical Therapy Education - Oregon, Western University of Health Sciences College of Health Sciences - Northwest, Lebanon, Oregon, USA
| | - Isla J Shill
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
| | - Jemma Kim
- Department of Physical Therapy & Athletic Training, Doisy College of Health Sciences, Saint Louis University, Saint Louis, Missouri, USA
- Interdisciplinary Program in Biomechanics and Movement Science, University of Delaware College of Health Sciences, Newark, Delaware, USA
| | - Kenzie Vaandering
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
| | - Alix Hayden
- Libraries and Cultural Resources, University of Calgary, Calgary, Alberta, Canada
| | - Kati Pasanen
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
- Tampere Research Center for Sports Medicine, Ukk Instituutti, Tampere, Finland
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada
- Alberta Chilrden's Hopsital Research Institute, University of Calgary, Calgary, Alberta, Canada
| | - Kathryn J Schneider
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada
- Alberta Chilrden's Hopsital Research Institute, University of Calgary, Calgary, Alberta, Canada
- Sport Medicine Centre, University of Calgary, Calgary, Alberta, Canada
| | - Carolyn A Emery
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, Alberta, Canada
- McCaig Institute for Bone and Joint Health, University of Calgary, Calgary, Alberta, Canada
- Alberta Chilrden's Hopsital Research Institute, University of Calgary, Calgary, Alberta, Canada
- O'Brien Institute for Public Health, University of Calgary, Calgary, Alberta, Canada
- Department of Community Health Sciences, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Department of Paediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
| | - Oluwatoyosi B A Owoeye
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, Alberta, Canada
- Department of Physical Therapy & Athletic Training, Doisy College of Health Sciences, Saint Louis University, Saint Louis, Missouri, USA
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Patterson BE, Crossley KM, Haberfield MJ, Mosler AB, Cowan SM, Lawrence J, Rath D, Livingstone N, Barton CJ, Bruder AM, Donaldson A. Injury prevention for women and girls playing Australian Football: programme cocreation, dissemination and early adopter coach feedback. BMJ Open Sport Exerc Med 2024; 10:e001711. [PMID: 38511168 PMCID: PMC10952969 DOI: 10.1136/bmjsem-2023-001711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/20/2024] [Indexed: 03/22/2024] Open
Abstract
Background Adherence to injury prevention programmes may improve with greater end-user involvement and application of implementation frameworks during development. We describe the cocreation, initial dissemination and feedback from programme early adopters (coaches), to develop the first evidence-informed injury prevention programme for women playing community Australian Football (Prep-to-Play). Methods We used a pragmatic seven-step process for developing sports injury prevention programmes to (1) gain organisational support, (2) compile research evidence, (3) consult experts, (4) engage end-users, (5) test programme acceptability, (6) evaluate against theory and (7) gain early adopter feedback. All Australian Football-registered coaches of women's/girls' teams were sent a postseason survey to determine initial awareness, adoption and implementation (steps 5 and 6). Purposively selected coaches were invited to interviews/focus groups (step 7) to identify competency, organisational and leadership implementation drivers with a deductive thematic analysis applied. Results Prep-to-Play was cocreated using previous efficacious programmes and expert input (steps 1-4), and disseminated via the national sporting organisation in preseason 2019 to all registered coaches (step 5). 343 coaches (90 women) completed the postseason survey and 22 coaches (5 women) participated in an interview (n=9) or focus group (n=13) (steps 6 and 7). 268 coaches (78%) were aware of Prep-to-Play. Of those aware, 218 (81%) had used (at least one element) Prep-to-Play, and 143 (53%) used it at least twice per week. Competency drivers included local expert-delivered face-to-face workshops complimented by online content and ongoing support. Organisational drivers included coach education integrated into existing league/club. Leadership drivers included compulsory injury prevention education integrated into coach reaccreditation processes or incentivisation via recognition (eg, professional development points). Conclusions Cocreation and organisational support resulted in high programme awareness and adoption. However, high fidelity implementation and maintenance may need to be facilitated by competency, organisational and leadership drivers. Responsibility should be shared among all stakeholders.
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Affiliation(s)
- Brooke E Patterson
- La Trobe Sport and Exercise Medicine Research Centre, Australian IOC Research Centre, La Trobe University, Melbourne, Victoria, Australia
| | - Kay M Crossley
- La Trobe Sport and Exercise Medicine Research Centre, Australian IOC Research Centre, La Trobe University, Melbourne, Victoria, Australia
| | - Melissa J Haberfield
- La Trobe Sport and Exercise Medicine Research Centre, Australian IOC Research Centre, La Trobe University, Melbourne, Victoria, Australia
| | - Andrea B Mosler
- La Trobe Sport and Exercise Medicine Research Centre, Australian IOC Research Centre, La Trobe University, Melbourne, Victoria, Australia
| | - Sallie M Cowan
- La Trobe Sport and Exercise Medicine Research Centre, Australian IOC Research Centre, La Trobe University, Melbourne, Victoria, Australia
| | - Julia Lawrence
- National Coaching Department, Australian Football League, Melbourne, Victoria, Australia
| | - David Rath
- Coaching Innovation and Development, Australian Football League, Melbourne, Victoria, Australia
| | - Nicole Livingstone
- Women's Football Department, Australian Football League, Melbourne, Victoria, Australia
| | - Christian J Barton
- Department of Physiotherapy, Podiatry and Prosthetics and Orthotics, School of Allied Health, Human Services and Sport, La Trobe University, Melbourne, Victoria, Australia
| | - Andrea M Bruder
- Department of Physiotherapy, Podiatry and Prosthetics and Orthotics, School of Allied Health, Human Services and Sport, La Trobe University, Melbourne, Victoria, Australia
| | - Alex Donaldson
- Centre for Sport and Social Impact, School of Business, La Trobe University, Bundoora, Victoria, Australia
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Smith MD, Wee NSH. Coach perspectives on factors that influence the implementation of injury prevention programs in community netball: A qualitative study. Phys Ther Sport 2024; 66:37-42. [PMID: 38281361 DOI: 10.1016/j.ptsp.2024.01.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Revised: 01/10/2024] [Accepted: 01/11/2024] [Indexed: 01/30/2024]
Abstract
OBJECTIVE The Netball KNEE Program is an injury prevention program (IPP) developed by Netball Australia. It is promoted to coaches, but implementation is limited. This study explored community netball coaches' perspectives on factors that influence IPP implementation, and ideas on how it could be improved. METHODS Twenty-four coaches from 16 netball clubs participated in semi-structured interviews that asked about their beliefs about injury prevention, use of and confidence in delivering IPP, barriers and facilitators to implementation, and suggestions to ease IPP implementation. Interviews were analysed using inductive thematic analysis. RESULTS Two themes were identified - Factors that influence IPP implementation (4 sub-themes), and Suggestions to improve IPP implementation (2 sub-themes). Coaches thought early development of injury prevention habits was important. Life roles, coaching experience and engagement with development courses influenced IPP delivery. Coaches expressed concerns about Netball KNEE program length and complexity and lack of implementation support. They suggested the need for a short simple IPP and engagement with health/exercise professionals for implementation. CONCLUSIONS This study engaged with stakeholders to identify barriers that need to be addressed to improve IPP implementation in netball. Coaches desired a short simple standardised IPP, and training from physiotherapists or exercise professionals on implementation.
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Affiliation(s)
- Michelle D Smith
- The University of Queensland, School of Health and Rehabilitation Sciences, Physiotherapy, Brisbane, QLD, 4072, Australia.
| | - Natasha Shi Hui Wee
- The University of Queensland, School of Health and Rehabilitation Sciences, Physiotherapy, Brisbane, QLD, 4072, Australia
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Bruder AM, Patterson BE, Crossley KM, Mosler AB, Haberfield MJ, Hägglund M, Culvenor AG, Cowan SM, Donaldson A. If we build it together, will they use it? A mixed-methods study evaluating the implementation of Prep-to-Play PRO: an injury prevention programme for women's elite Australian Football. Br J Sports Med 2024; 58:213-221. [PMID: 38216324 DOI: 10.1136/bjsports-2023-107518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/12/2023] [Indexed: 01/14/2024]
Abstract
OBJECTIVES We evaluated the implementation of Prep-to-Play PRO, an injury prevention programme for women's elite Australian Football League (AFLW). METHODS The Reach, Effectiveness, Adoption, Implementation and Maintenance (RE-AIM) of Prep-to-Play PRO were assessed based on the proportion of AFLW players and/or staff who: were aware of the programme (R), believed it may reduce anterior cruciate ligament injury (E), attempted to implement any/all programme components (A), implemented all intended components as practically as possible (I) and intended future programme implementation (M). Quantitative and qualitative data were triangulated to assess 58 RE-AIM items (evidence of yes/no/unsure/no evidence) and the 5 RE-AIM dimensions (fully achieved=evidence of yes on >50% dimension items, partially achieved=50% of items evidence of yes and 50% unsure or 50% mix of unsure and unanswered, or not met=evidence of yes on <50% dimension items). RESULTS Multiple sources including AFLW training observations (n=7 total), post-implementation surveys (141 players, 25 staff), semistructured interviews (19 players, 13 staff) and internal programme records (9 staff) contributed to the RE-AIM assessment. After the 2019 season, 8 of 10 (80%) AFLW clubs fully met all five RE-AIM dimensions. All 10 clubs participating in the AFLW fully achieved the reach (R) dimension. One club partially achieved the implementation (I) dimension, and one club partially achieved the effectiveness (E) and adoption (A) dimensions. CONCLUSION The Prep-to-Play PRO injury prevention programme for the AFLW achieved high implementation, possibly due to the programme's deliberately flexible approach coupled with our pragmatic definition of implementation. Engaging key stakeholders at multiple ecological levels (organisation, coaches, athletes) throughout programme development and implementation likely enhanced programme implementation.
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Affiliation(s)
- Andrea M Bruder
- School of Allied Health, Human Services and Sport, La Trobe University, Melbourne, Victoria, Australia
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Melbourne, Victoria, Australia
- Australian IOC Research Centre, Melbourne, Victoria, Australia
| | - Brooke E Patterson
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Melbourne, Victoria, Australia
- Australian IOC Research Centre, Melbourne, Victoria, Australia
| | - Kay M Crossley
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Melbourne, Victoria, Australia
- Australian IOC Research Centre, Melbourne, Victoria, Australia
| | - Andrea B Mosler
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Melbourne, Victoria, Australia
- Australian IOC Research Centre, Melbourne, Victoria, Australia
| | - Melissa J Haberfield
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Melbourne, Victoria, Australia
- Australian IOC Research Centre, Melbourne, Victoria, Australia
| | - Martin Hägglund
- Department of Health, Medicine and Caring Sciences, Linköping University, Linkoping, Sweden
| | - Adam G Culvenor
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Melbourne, Victoria, Australia
- Australian IOC Research Centre, Melbourne, Victoria, Australia
| | - Sallie M Cowan
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Melbourne, Victoria, Australia
- Australian IOC Research Centre, Melbourne, Victoria, Australia
| | - Alex Donaldson
- Centre for Sport and Social Impact, La Trobe University, Melbourne, Victoria, Australia
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Ageberg E, Bunke S, Linnéll J, Moesch K. Co-creating holistic injury prevention training for youth handball: Development of an intervention targeting end-users at the individual, team, and organizational levels. BMC Sports Sci Med Rehabil 2024; 16:10. [PMID: 38191495 PMCID: PMC10773026 DOI: 10.1186/s13102-023-00800-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 12/22/2023] [Indexed: 01/10/2024]
Abstract
BACKGROUND Interventions that are co-created with end-users, and that are informed by behavior change or implementation theories, support implementation in real world settings. However, injury prevention programs for youth athletes have typically been developed by experts with no, or insufficiently described, end-user involvement and without guidance by theories. The aim of the current study was to describe the development of a holistic injury prevention intervention for youth handball targeting end-users at different levels, through using knowledge from end-users and researchers/experts and applying relevant behavior change and implementation theories. METHODS Knowledge from researchers/experts (sports medicine, sport psychology, handball, physical therapy, strength and conditioning (n = 14)) and end-users (coaches, players, club administrators, n = 16), and applying relevant implementation (Consolidated Framework for Implementation Research, CFIR), behavior change (Health Action Process Approach, HAPA) and motivational (Self-Determination Theory, SDT) theories, were used to co-design the intervention. Early end-users (coaches (n = 6), players (n = 3) and a club administrator (n = 1)) were interviewed for initial feedback. RESULTS The intervention consisted of end-user-targeted information and training that was made available in a specifically developed interactive mobile application with modules for players, coaches, club administrators, and caregivers. Information for all end-users included benefits and principles of physical and psychological injury prevention training, load-management, motivation, and communication. Information about implementation was developed for club administrators specifically. For coaches, training to do with their teams included handball-specific injury prevention exercises (legs, shoulders, core) combined with psychological aspects (motivation, task focus, body awareness) to integrate within warm-up and handball skills training. Training for players included handball-specific multi-joint strength, power, and explosive exercises (legs, shoulders, core) and sport psychology exercises (self-awareness, relaxation, being in the present moment, prevent and handle stress). To support self-management, adoption, and motivation, programs were provided, and players and coaches could change, add, progress the difficulty of exercises, and build their own programs. Initial feedback from early end-users was generally positive. CONCLUSIONS Utilizing an approach where researchers/experts and end-users co-created injury prevention training specifically for youth handball, an intervention was generated that included information and holistic training targeting end-users at the individual (players, caregivers), team (coaches), and organizational (club administrators) levels.
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Affiliation(s)
- Eva Ageberg
- Department of Health Sciences, Faculty of Medicine, Lund University, PO Box 117, Lund, SE-221 00, Sweden.
| | - Sofia Bunke
- Department of Psychology, Lund University, Lund, Sweden
| | - Jennie Linnéll
- Department of Health Sciences, Faculty of Medicine, Lund University, PO Box 117, Lund, SE-221 00, Sweden
- Swedish Handball Federation, Stockholm, Sweden
| | - Karin Moesch
- Department of Psychology, Lund University, Lund, Sweden
- Department of Sports Sciences, Malmö University, Malmö, Sweden
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