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McGrath JW, Neville J, Stewart T, Lamb M, Alway P, King M, Cronin J. Can an inertial measurement unit, combined with machine learning, accurately measure ground reaction forces in cricket fast bowling? Sports Biomech 2023:1-13. [PMID: 37941397 DOI: 10.1080/14763141.2023.2275251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 01/17/2023] [Indexed: 11/10/2023]
Abstract
This study examined whether an inertial measurement unit (IMU) could measure ground reaction force (GRF) during a cricket fast bowling delivery. Eighteen male fast bowlers had IMUs attached to their upper back and bowling wrist. Each participant bowled 36 deliveries, split into three different intensity zones: low = 70% of maximum perceived bowling effort, medium = 85%, and high = 100%. A force plate was embedded into the bowling crease to measure the ground truth GRF. Three machine learning models were used to estimate GRF from the IMU data. The best results from all models showed a mean absolute percentage error of 22.1% body weights (BW) for vertical and horizontal peak force, 24.1% for vertical impulse, 32.6% and 33.6% for vertical and horizontal loading rates, respectively. The linear support vector machine model had the most consistent results. Although results were similar to other papers that have estimated GRF, the error would likely prevent its use in individual monitoring. However, due to the large differences in raw GRFs between participants, researchers may be able to help identify links among GRF, injury, and performance by categorising values into levels (i.e., low and high).
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Affiliation(s)
- Joseph W McGrath
- Sports Performance Research Institute New Zealand, AUT University, Auckland, New Zealand
- Manukau Institute of Technology School of Sport, Auckland, New Zealand
- Paramedicine and Emergency Management, School of Health Care Practice, AUT University, Auckland, New Zealand
| | - Jonathon Neville
- Sports Performance Research Institute New Zealand, AUT University, Auckland, New Zealand
| | - Tom Stewart
- Sports Performance Research Institute New Zealand, AUT University, Auckland, New Zealand
- Human Potential Centre, AUT University, Auckland, New Zealand
| | - Matt Lamb
- School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough, UK
| | - Peter Alway
- School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough, UK
- England & Wales Cricket Board
| | - Mark King
- School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough, UK
| | - John Cronin
- Sports Performance Research Institute New Zealand, AUT University, Auckland, New Zealand
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Farhart P, Beakley D, Diwan A, Duffield R, Rodriguez EP, Chamoli U, Watsford M. Intrinsic variables associated with low back pain and lumbar spine injury in fast bowlers in cricket: a systematic review. BMC Sports Sci Med Rehabil 2023; 15:114. [PMID: 37730648 PMCID: PMC10512628 DOI: 10.1186/s13102-023-00732-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Accepted: 09/12/2023] [Indexed: 09/22/2023]
Abstract
BACKGROUND Lumbar spine injuries in fast bowlers account for the greatest missed playing time in cricket. A range of extrinsic and intrinsic variables are hypothesised to be associated with low back pain and lumbar spine injury in fast bowlers, and an improved understanding of intrinsic variables is necessary as these may alter load tolerance and injury risk associated with fast bowling. This review critically evaluated studies reporting intrinsic variables associated with low back pain and lumbar spine injury in fast bowlers and identified areas for future investigation. METHODS OVID Medline, EMBASE, SPORTDiscus, CINAHL, Web of Science and SCOPUS databases were last searched on 3 June 2022 to identify studies investigating intrinsic variables associated with low back pain and lumbar spine injury in cricket fast bowlers. Terms relevant to cricket fast bowling, and intrinsic variables associated with lumbar spine injury and low back pain in fast bowlers were searched. 1,503 abstracts were screened, and 118 full-text articles were appraised to determine whether they met inclusion criteria. Two authors independently screened search results and assessed risk of bias using a modified version of the Quality in Prognostic Studies tool. RESULTS Twenty-five studies met the inclusion criteria. Overall, no included studies demonstrated a low risk of bias, two studies were identified as moderate risk, and twenty-three studies were identified as high risk. Conflicting results were reported amongst studies investigating associations of fast bowling kinematics and kinetics, trunk and lumbar anatomical features, anthropometric traits, age, and neuromuscular characteristics with low back pain and lumbar spine injury. CONCLUSION Inconsistencies in results may be related to differences in study design, injury definitions, participant characteristics, measurement parameters, and statistical analyses. Low back pain and lumbar spine injury occurrence in fast bowlers remain high, and this may be due to an absence of low bias studies that have informed recommendations for their prevention. Future research should employ clearly defined injury outcomes, analyse continuous datasets, utilise models that better represent lumbar kinematics and kinetics during fast bowling, and better quantify previous injury, lumbar anatomical features and lumbar maturation. TRIAL REGISTRATION Open Science Framework https://doi.org/10.17605/OSF.IO/ERKZ2 .
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Affiliation(s)
- Patrick Farhart
- School of Sport, Exercise and Rehabilitation, Faculty of Health, Human Performance Research Centre, Moore Park Precinct, University of Technology Sydney, Broadway, NSW, 2007, Australia.
- Spine Labs, Discipline of Surgery, St. George and Sutherland Campus of the Clinical School, Faculty of Medicine, University of New South Wales, Kogarah, NSW, 2217, Australia.
- Cricket New South Wales, 161 Silverwater Road, Sydney Olympic Park, Sydney, NSW, 2127, Australia.
- Delhi Capitals, JSW GMR Cricket Private Limited, Bahadurshah Zafar Marg, New Delhi, 110002, India.
| | - David Beakley
- Deakin University, Burwood Highway, Burwood, VIC, 3125, Australia
| | - Ashish Diwan
- Spine Labs, Discipline of Surgery, St. George and Sutherland Campus of the Clinical School, Faculty of Medicine, University of New South Wales, Kogarah, NSW, 2217, Australia
- Spine Service, Department of Orthopaedic Surgery, St. George Hospital Campus, Kogarah, NSW, 2217, Australia
| | - Rob Duffield
- School of Sport, Exercise and Rehabilitation, Faculty of Health, Human Performance Research Centre, Moore Park Precinct, University of Technology Sydney, Broadway, NSW, 2007, Australia
| | - Elizabeth Pickering Rodriguez
- School of Sport, Exercise and Rehabilitation, Faculty of Health, Human Performance Research Centre, Moore Park Precinct, University of Technology Sydney, Broadway, NSW, 2007, Australia
| | - Uphar Chamoli
- Spine Labs, Discipline of Surgery, St. George and Sutherland Campus of the Clinical School, Faculty of Medicine, University of New South Wales, Kogarah, NSW, 2217, Australia
- School of Biomedical Engineering, Faculty of Engineering and Information Technology, University of Technology Sydney, Broadway, NSW, 2007, Australia
| | - Mark Watsford
- School of Sport, Exercise and Rehabilitation, Faculty of Health, Human Performance Research Centre, Moore Park Precinct, University of Technology Sydney, Broadway, NSW, 2007, Australia
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McGrath JW, Neville J, Stewart T, Lamb M, Alway P, King M, Cronin J. The relationship between bowling intensity and ground reaction force in cricket pace bowlers. J Sports Sci 2022; 40:1602-1608. [PMID: 35786386 DOI: 10.1080/02640414.2022.2094561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
This study examined the relationship between perceived bowling intensity, ball release speed and ground reaction force (measured by peak force, impulse and loading rate) in male pace bowlers. Twenty participants each bowled 36 deliveries, split evenly across three perceived intensity zones: low = 70% of maximum perceived bowling effort, medium = 85%, and high = 100%. Peak force and loading rate were significantly different across the three perceived intensity zones in the horizontal and vertical directions (Cohen's d range = 0.14-0.45, p < 0.01). When ball release speed increased, peak force and loading rate also increased in the horizontal and vertical directions (ηp2 = 0.04-0.18, p < 0.01). Lastly, bowling at submaximal intensities (i.e., low - medium) was associated with larger decreases in peak horizontal force (7.9-12.3% decrease), impulse (15.8-21.4%) and loading rate (7.4-12.7%) compared to decreases in ball release speed (5.4-8.3%). This may have implications for bowling strategies implemented during training and matches, particularly for preserving energy and reducing injury risk.
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Affiliation(s)
- Joseph W McGrath
- Sports Performance Research Institute New Zealand, AUT University, Auckland, New Zealand.,School of Sport, Manukau Institute of Technology, Auckland, New Zealand.,Paramedicine and Emergency Management, School of Health Care Practice, AUT University, Auckland, New Zealand
| | - Jonathon Neville
- Sports Performance Research Institute New Zealand, AUT University, Auckland, New Zealand
| | - Tom Stewart
- Sports Performance Research Institute New Zealand, AUT University, Auckland, New Zealand.,Human Potential Centre, AUT University, Auckland, New Zealand
| | - Matt Lamb
- School of Sport, Exercise and Health Sciences, Loughborough University, Leicestershire, UK
| | - Peter Alway
- School of Health and Sports Sciences, University of Suffolk, Ipswich, England
| | - Mark King
- School of Sport, Exercise and Health Sciences, Loughborough University, Leicestershire, UK
| | - John Cronin
- Sports Performance Research Institute New Zealand, AUT University, Auckland, New Zealand
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Harnett K, Plint B, Chan KY, Clark B, Netto K, Davey P, Müller S, Rosalie S. Validating an inertial measurement unit for cricket fast bowling: a first step in assessing the feasibility of diagnosing back injury risk in cricket fast bowlers during a tele-sport-and-exercise medicine consultation. PeerJ 2022; 10:e13228. [PMID: 35415020 PMCID: PMC8995020 DOI: 10.7717/peerj.13228] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Accepted: 03/15/2022] [Indexed: 01/12/2023] Open
Abstract
This study aimed to validate an array-based inertial measurement unit to measure cricket fast bowling kinematics as a first step in assessing feasibility for tele-sport-and-exercise medicine. We concurrently captured shoulder girdle relative to the pelvis, trunk lateral flexion, and knee flexion angles at front foot contact of eight cricket medium-fast bowlers using inertial measurement unit and optical motion capture. We used one sample t-tests and 95% limits of agreement (LOA) to determine the mean difference between the two systems and Smallest Worth-while Change statistic to determine whether any differences were meaningful. A statistically significant (p < 0.001) but small mean difference of -4.7° ± 8.6° (95% Confidence Interval (CI) [-3.1° to -6.4°], LOA [-22.2 to 12.7], SWC 3.9°) in shoulder girdle relative to the pelvis angle was found between the systems. There were no statistically significant differences between the two systems in trunk lateral flexion and knee flexion with the mean differences being 0.1° ± 10.8° (95% CI [-1.9° to 2.2°], LOA [-22.5 to 22.7], SWC 1.2°) and 1.6° ± 10.1° (95% CI [-0.2° to 3.3°], LOA [-19.2 to 22.3], SWC 1.9°) respectively. The inertial measurement unit-based system tested allows for accurate measurement of specific cricket fast bowling kinematics and could be used in determining injury risk in the context of tele-sport-and-exercise-medicine.
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Affiliation(s)
- Keegan Harnett
- Curtin School of Allied Health, Curtin University, Perth, Western Australia, Australia
| | - Brenda Plint
- Curtin School of Allied Health, Curtin University, Perth, Western Australia, Australia
| | - Ka Yan Chan
- Curtin School of Allied Health, Curtin University, Perth, Western Australia, Australia
| | - Benjamin Clark
- Curtin School of Allied Health, Curtin University, Perth, Western Australia, Australia
| | - Kevin Netto
- Curtin School of Allied Health, Curtin University, Perth, Western Australia, Australia,Curtin enAble Institute, Curtin University, Perth, Western Australia, Australia
| | - Paul Davey
- Curtin School of Nursing, Curtin University, Perth, Western Australia, Australia
| | - Sean Müller
- School of Science, Psychology and Sport, Federation University, Ballarat, Victoria, Australia
| | - Simon Rosalie
- Curtin School of Allied Health, Curtin University, Perth, Western Australia, Australia
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Bullock GS, Perera N, Murray A, Orchard J, Arden NA, Filbay SR. The relationship between cricket participation, health and wellbeing: A scoping review. Int J Sports Med 2021; 43:401-410. [PMID: 34734400 DOI: 10.1055/a-1686-6632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Summarising and synthesising the evidence on cricket health and wellbeing can help inform cricket stakeholders and navigate future research directions. The purpose of this study was to investigate the relationship between cricket participation, health and wellbeing at all ages and playing standards, and identify research gaps in the existing literature. A scoping review was performed from inception to March, 2020. Studies were included if they assessed a construct related to health and/or wellbeing in cricketers, available in English. 219 articles were eligible. Injury incidence per 1,000 player exposures ranged from 1.8-5.7 injuries. 48% of former cricketers experienced persistent joint pain. However, former cricketers reported greater physical activity levels and mental-components of quality of life compared to the general population. Heat injury/illness and skin cancer are concerns and require further research. Cricket participation is associated with an inherent injury risk, which may have negative implications for musculoskeletal health in later life. However, cricket participation is associated with high quality of life which can persist after retirement. Gaps in the literature include prospective studies on health and wellbeing of cricketers, female cricketers, injury prevention strategies, and the impact of cricket participation on metabolic health and lifetime physical activity.
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Affiliation(s)
- Garrett Scott Bullock
- Department of Orthopaedic Surgery, Wake Forest School of Medicine, Winston-Salem, United States.,Centre for Sport, Exercise and Osteoarthritis Research Versus Arthritis, University of Oxford, Oxford, United Kingdom of Great Britain and Northern Ireland
| | - Nirmala Perera
- Sport Medicine, Australian Institute of Sport, Belconnen, Australia
| | - Andrew Murray
- Physical Activity for Health Research Centre, University of Edinburgh Institute for Sport Physical Education and Health Sciences, Edinburgh, United Kingdom of Great Britain and Northern Ireland
| | - John Orchard
- Medicine, University of Sydney, Sydney, Australia
| | - Nigel A Arden
- Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences, University of Oxford, Oxford, United Kingdom of Great Britain and Northern Ireland
| | - Stephanie R Filbay
- Physiotherapy, The University of Melbourne Department of Physiotherapy, Melbourne, Australia
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Senington B, Lee RY, Williams JM. Biomechanical risk factors of lower back pain in cricket fast bowlers using inertial measurement units: a prospective and retrospective investigation. BMJ Open Sport Exerc Med 2020; 6:e000818. [PMID: 32843992 PMCID: PMC7430332 DOI: 10.1136/bmjsem-2020-000818] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/02/2020] [Indexed: 12/23/2022] Open
Abstract
Objectives To investigate spinal kinematics, tibial and sacral impacts during fast bowling, among bowlers with a history of low back pain (LBP) (retrospective) and bowlers who developed LBP in the follow-up season (prospective). Methods 35 elite male fast bowlers; senior (n=14; age=24.1±4.3 years; height=1.89±0.05 m; weight=89.2±4.6 kg) and junior (n=21; age=16.9±0.7; height=1.81±0.05; weight=73.0±9.2 kg) were recruited from professional county cricket clubs. LBP history was gathered by questionnaire and development of LBP was monitored for the follow-up season. Spinal kinematics, tibial and sacral impacts were captured using inertial measurement units placed over S1, L1, T1 and anteromedial tibia. Bonferroni corrected pairwise comparisons and effect sizes were calculated to investigate differences in retrospective and prospective LBP groups. Results Approximately 38% of juniors (n=8) and 57% of seniors (n=8) reported a history of LBP. No differences were evident in spinal kinematics or impacts between those with LBP history and those without for seniors and juniors. Large effect sizes suggest greater rotation during wind-up (d=1.3) and faster time-to-peak tibial impacts (d=1.5) in those with no history of LBP. One junior (5%) and four (29%) seniors developed LBP. No differences were evident in spinal kinematics or impacts between those who developed LBP and those who did not for seniors. In seniors, those who developed LBP had lower tibial impacts (d=1.3) and greater lumbar extension (d=1.9) during delivery. Conclusion Retrospective analysis displayed non-significant differences in kinematics and impacts. It is unclear if these are adaptive or impairments. Prospective analysis demonstrated large effect sizes for lumbar extension during bowling suggesting a target for future coaching interventions.
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Affiliation(s)
- Billy Senington
- School of Biosciences and Medicine, University of Surrey, Guildford, UK
| | - Raymond Y Lee
- Faculty of Technology, University of Portsmouth, Portsmouth, UK
| | - Jonathan M Williams
- Department of Rehabilitation and Sport Sciences, Bournemouth University, Bournemouth, UK
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