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Murphy MC, Merrick N, Mosler AB, Allen G, Chivers P, Hart NH. Cardiorespiratory fitness is a risk factor for lower-limb and back injury in law enforcement officers commencing their basic training: a prospective cohort study. Res Sports Med 2024; 32:511-523. [PMID: 36284503 DOI: 10.1080/15438627.2022.2139618] [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: 06/17/2022] [Accepted: 10/17/2022] [Indexed: 10/31/2022]
Abstract
We aimed to report the epidemiology of lower-limb and lumbosacral injuries in Police Force recruits. We performed a cohort study of Police Force recruits undergoing a six-month training program with prospective injury data collected between 2018 and 2021. Cardiorespiratory fitness was quantified by the beep-test and police-specific-functional-capacity was quantified using a specifically designed physical performance evaluation (PPE) tool. Injury frequency and prevalence were reported. Fifteen percent (n = 180) of study Police Force recruits (n = 1,181) sustained a lower-limb or lumbosacral injury. The six-month training program significantly improved cardiorespiratory fitness (p < 0.001) and functional capacity (p < 0.001). Increased cardiorespiratory fitness at baseline decreased injury risk (OR = 0.8, 95%CI: 0.66-0.97, p = 0.019). Injury rates decreased over time and females were injured significantly earlier than males (HR = 0.70, 95%CI: 0.52 to 0.95, p = 0.021). Interventions that can pre-condition Police Force recruits prior to the commencement of their basic physical training may reduce the number of lower-limb and lumbosacral injuries.
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Affiliation(s)
- Myles C Murphy
- Nutrition and Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- School of Nursing, Midwifery, Health Sciences and Physiotherapy, The University of Notre Dame Australia, Fremantle, Western Australia, Australia
| | - Nicole Merrick
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
| | - Andrea B Mosler
- La Trobe Sport and Exercise Medicine Research Centre, La Trobe University, Bundoora, Victoria, Australia
| | - Garth Allen
- Western Australian Police Force, Western Australian Police Academy, Joondalup, Western Australia, Australia
| | - Paola Chivers
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Western Australia, Australia
- Institute for Health Research, The University of Notre Dame Australia, Fremantle, Western Australia, Australia
| | - Nicolas H Hart
- Institute for Health Research, The University of Notre Dame Australia, Fremantle, Western Australia, Australia
- Caring Futures Institute, College of Nursing and Health Science, Flinders University, Adelaide, SA, Australia
- Exercise Medicine Research Institute, School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
- School of Nursing, Faculty of Health, Queensland University of Technology, Brisbane, QLD, Australia
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Schram B, Orr R, Niederberger B, Givens A, Bernards J, Kelly KR. Cardiovascular Demand Differences Between Male and Female US Marine Recruits During Progressive Loaded Hikes. J Strength Cond Res 2024:00124278-990000000-00445. [PMID: 38683971 DOI: 10.1519/jsc.0000000000004816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2024]
Abstract
ABSTRACT Schram, B, Orr, R, Niederberger, B, Givens, A, Bernards, J, and Kelly, KR. Cardiovascular demand differences between male and female US Marine recruits during progressive loaded hikes. J Strength Cond Res XX(X): 000-000, 2024-Despite having to carry the same occupational load, female soldiers tend to be lighter than male soldiers. The aim of this study was to determine the differences in cardiovascular load between female and male US Marine recruits during progressive load carriage hikes. United States Marine Corps recruits (565 male recruits; 364 female recruits) completed 6 loaded hikes over 6 weeks (1: 10 kg, 30 minutes; 2: 10 kg, 45 minutes; 3: 15 kg, 30 minutes, 4: 15 kg, 45 minutes; 5: 20 kg, 30 minutes; 6: 20 kg, 45 minutes) during which cardiovascular response was measured. Average heart rate (HRavg), HR maximum (HRmax), and pace were measured via a wrist-worn physiological monitor. Independent sample t-tests were conducted to compare between sexes, with significance set at 0.008 after adjusting for multiple comparisons. The average female recruit had significantly lower body mass (BM) compared with the average male recruit (p < 0.001) and thus carried a significantly heavier relative load. (10 kg ∼17%, 15 kg ∼25%, 20 kg ∼33%, p < 0.001). There were no significant differences in pace in any hike, and no significant differences were found in HRavg or HRmax when comparing female and male Marines during Hike 1. For female Marines, HRavg was significantly higher compared with male Marines during Hike 2 (+6.5 b·min-1, p < 0.001) and Hike 3 (+7.4 b·min-1, p < 0.001), and both HRavg and HRmax were significantly higher in Hike 4 (+11.9 b·min-1, +8.4 b·min-1, p < 0.001), Hike 5 (+7.7 b·min-1, +7.9 b·min-1, p < 0.001), and Hike 6 (+6.9 b·min-1, +7.1 b·min-1, p < 0.001), respectively. Female Marines endured greater cardiovascular demand compared with male Marines during load carriage events when carrying loads greater than 15 kg (∼25% BM).
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Affiliation(s)
- Ben Schram
- Tactical Research Unit, Bond University, Robina, QLD, Australia
| | - Robin Orr
- Tactical Research Unit, Bond University, Robina, QLD, Australia
| | - Brenda Niederberger
- Warfighter Performance Department, Naval Health Research Center, San Diego, California; and
- Leidos, Inc., San Diego, California
| | - Andrea Givens
- Warfighter Performance Department, Naval Health Research Center, San Diego, California; and
- Leidos, Inc., San Diego, California
| | - Jake Bernards
- Warfighter Performance Department, Naval Health Research Center, San Diego, California; and
- Leidos, Inc., San Diego, California
| | - Karen R Kelly
- Warfighter Performance Department, Naval Health Research Center, San Diego, California; and
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Metoyer CJ, Sullivan K, Winchester LJ, Richardson MT, Esco MR, Fedewa MV. Body composition estimates using a 2D image analysis system across different environmental conditions: An agreement study. JOURNAL OF BIOPHOTONICS 2024; 17:e202300518. [PMID: 38282462 DOI: 10.1002/jbio.202300518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 01/04/2024] [Accepted: 01/08/2024] [Indexed: 01/30/2024]
Abstract
PURPOSE This study examined the agreement between %Fat measurements using a smartphone-based application (IMAGE) across different environmental conditions. METHODS A single reference image was obtained using an 8 MP smartphone camera under Ambient Light in front of a white background. Additional photos were obtained using a 0.7 MP, 5 MP, and 12 MP smartphone cameras; low-, moderate-, and bright-lighting conditions; and various color backgrounds including black, green, orange, and gray. RESULTS %Fat measured using the 0.7 MP camera (27.8 ± 6.2 %Fat) was higher than the reference (26.8 ± 6.1 %Fat) (p < 0.001). The black (32.0 ± 12.0 %Fat), green (27.5 ± 6.3 %Fat), and gray (27.8 ± 6.3 %Fat) backgrounds yielded higher %Fat than the white (p = 0.03, 0.01, and 0.001). All camera, lighting, and background conditions were strongly correlated with the reference (all intraclass correlation coefficient [ICC] >0.98, all standard error of the estimate [SEE] <1.5 %Fat, all p < 0.001), except the black background which yielded poorer agreement with the white background (ICC = 0.69, SEE = 4.5%, p < 0.001). CONCLUSION %Fat from IMAGE were strongly correlated across various environmental conditions.
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Affiliation(s)
- Casey J Metoyer
- Notre Dame Sports Performance, The University of Notre Dame, Notre Dame, Indiana, USA
| | - Katherine Sullivan
- Division of Kinesiology, Health & Sport Studies, Wayne State University, Detroit, Michigan, USA
| | - Lee J Winchester
- Department of Kinesiology, The University of Alabama, Tuscaloosa, Alabama, USA
| | - Mark T Richardson
- Department of Kinesiology, The University of Alabama, Tuscaloosa, Alabama, USA
| | - Michael R Esco
- Department of Kinesiology, The University of Alabama, Tuscaloosa, Alabama, USA
| | - Michael V Fedewa
- Department of Kinesiology, The University of Alabama, Tuscaloosa, Alabama, USA
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Hearn DW, Kerr ZY, Wikstrom EA, Goss DL, Cameron KL, Marshall SW, Padua DA. Modeling Risk for Lower Extremity Musculoskeletal Injury in U.S. Military Academy Cadet Basic Training. Mil Med 2024:usae083. [PMID: 38554261 DOI: 10.1093/milmed/usae083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 02/14/2024] [Accepted: 03/14/2024] [Indexed: 04/01/2024] Open
Abstract
INTRODUCTION Sport and tactical populations are often impacted by musculoskeletal injury. Many publications have highlighted that risk is correlated with multiple variables. There do not appear to be existing studies that have evaluated a predetermined combination of risk factors that provide a pragmatic model for application in tactical and/or sports settings. PURPOSE To develop and test the predictive capability of multivariable risk models of lower extremity musculoskeletal injury during cadet basic training at the U.S.Military Academy. MATERIALS AND METHODS Cadets from the class of 2022 served as the study population. Sex and injury history were collected by questionnaire. Body Mass Index (BMI) and aerobic fitness were calculated during testing in the first week of training. Movement screening was performed using the Landing Error Scoring System during week 1 and cadence was collected using an accelerometer worn throughout initial training. Kaplan-Meier survival curves estimated group differences in time to the first musculoskeletal injury during training. Cox regression was used to estimate hazard ratios (HRs) and Akaike Information Criterion (AIC) was used to compare model fit. RESULTS Cox modeling using HRs indicated that the following variables were associated with injury risk : Sex, history of injury, Landing Error Scoring System Score Category, and Physical Fitness Test (PT) Run Score. When controlling for sex and history of injury, amodel including aerobic fitness and BMI outperformed the model including movement screening risk and cadence (AIC: 1068.56 vs. 1074.11) and a model containing all variables that were significant in the univariable analysis was the most precise (AIC: 1063.68). CONCLUSIONS In addition to variables typically collected in this tactical setting (Injury History, BMI, and aerobic fitness), the inclusion of kinematic testing appears to enhance the precision of the risk identification model and will likely continue to be included in screening cadets at greater risk.
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Affiliation(s)
- Darren W Hearn
- Doctor of Physical Therapy Program, South College, Knoxville, TN 37909, USA
- Human Movement Science Curriculum, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-8700, USA
- United States Army, Fort Liberty, NC 28310, USA
| | - Zachary Yukio Kerr
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-8700, USA
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7505, USA
| | - Erik A Wikstrom
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-8700, USA
| | - Donald L Goss
- Department of Physical Therapy, High Point University, High Point, NC 27268, USA
| | - Kenneth L Cameron
- John Feagin Jr. Sports Medicine Fellowship, Keller Army Hospital, United States Military Academy, West Point, NY, 10996 USA
| | - Stephen W Marshall
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7505, USA
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7505, USA
| | - Darin A Padua
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-8700, USA
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7505, USA
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Murphy MC, Stannard J, Sutton VR, Owen PJ, Park B, Chivers PT, Hart NH. Epidemiology of musculoskeletal injury in military recruits: a systematic review and meta-analysis. BMC Sports Sci Med Rehabil 2023; 15:144. [PMID: 37898757 PMCID: PMC10612319 DOI: 10.1186/s13102-023-00755-8] [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: 10/11/2022] [Accepted: 10/19/2023] [Indexed: 10/30/2023]
Abstract
BACKGROUND Injuries are a common occurrence in military recruit training, however due to differences in the capture of training exposure, injury incidence rates are rarely reported. Our aim was to determine the musculoskeletal injury epidemiology of military recruits, including a standardised injury incidence rate. METHODS Epidemiological systematic review following the PRISMA 2020 guidelines. Five online databases were searched from database inception to 5th May 2021. Prospective and retrospective studies that reported data on musculoskeletal injuries sustained by military recruits after the year 2000 were included. We reported on the frequency, prevalence and injury incidence rate. Incidence rate per 1000 training days (Exact 95% CI) was calculated using meta-analysis to allow comparisons between studies. Observed heterogeneity (e.g., training duration) precluded pooling of results across countries. The Joanna Briggs Institute Quality Assessment Checklist for Prevalence Studies assessed study quality. RESULTS This review identified 41 studies comprising 451,782 recruits. Most studies (n = 26; 63%) reported the number of injured recruits, and the majority of studies (n = 27; 66%) reported the number of injuries to recruits. The prevalence of recruits with medical attention injuries or time-loss injuries was 22.8% and 31.4%, respectively. Meta-analysis revealed the injury incidence rate for recruits with a medical attention injury may be as high as 19.52 injuries per 1000 training days; and time-loss injury may be as high as 3.97 injuries per 1000 training days. Longer recruit training programs were associated with a reduced injury incidence rate (p = 0.003). The overall certainty of the evidence was low per a modified GRADE approach. CONCLUSION This systematic review with meta-analysis highlights a high musculoskeletal injury prevalence and injury incidence rate within military recruits undergoing basic training with minimal improvement observed over the past 20 years. Longer training program, which may decrease the degree of overload experienced by recruit, may reduce injury incidence rates. Unfortunately, reporting standards and reporting consistency remain a barrier to generalisability. TRIAL REGISTRATION PROSPERO (Registration number: CRD42021251080).
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Affiliation(s)
- Myles C Murphy
- Nutrition and Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia.
- School of Health Sciences and Physiotherapy, The University of Notre Dame Australia, Fremantle, WA, Australia.
| | - Joanne Stannard
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
| | - Vanessa R Sutton
- Nutrition and Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
| | - Patrick J Owen
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, VIC, Australia
| | - Brendon Park
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
| | - Paola T Chivers
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
- Institute for Health Research, The University of Notre Dame Australia, Fremantle, WA, Australia
| | - Nicolas H Hart
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, WA, Australia
- Institute for Health Research, The University of Notre Dame Australia, Fremantle, WA, Australia
- Caring Futures Institute, College of Nursing and Health Science, Flinders University, Adelaide, SA, Australia
- School of Nursing, Faculty of Health, Queensland University of Technology, Brisbane, QLD, Australia
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McClung JP, Beckner ME, Farina EK. Assessing the physiological basis for resilience in military personnel. Stress Health 2023; 39:33-39. [PMID: 37395310 DOI: 10.1002/smi.3271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Military personnel experience training and operational demands that are different from civilian populations, including frequent deployment, exposure to austere environments, and dislocation from family. These unique occupational demands may result in negative impacts on health, performance, and career success. As such, resilience, defined as a system's capacity to resist, recover, recover better, or adapt, to perturbation from a challenge or stressor, is a critical factor in assuring the health and safety of military personnel. In recent years, the Department of Defense (DoD) has funded research programs assessing the physiological basis of resilience. This review will overview research programs, review salient findings from recent studies, and highlight potential future areas of research. Physiological factors influencing or predicting resilience in US military populations, including physical performance, anthropometrics and body composition, nutrition and dietary supplements, and other biomarkers will be highlighted. Finally, this manuscript will detail potential future studies, including interventions, aimed at optimising physiological resilience in military personnel.
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Affiliation(s)
- James P McClung
- Military Nutrition Division, U.S. Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
| | - Meaghan E Beckner
- Oak Ridge Institute for Science and Education, Oak Ridge, Tennessee, USA
| | - Emily K Farina
- Military Nutrition Division, U.S. Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
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Foulis SA, Hughes JM, Spiering BA, Walker LA, Guerriere KI, Taylor KM, Proctor SP, Friedl KE. US Army basic combat training alters the relationship between body mass index and per cent body fat. BMJ Mil Health 2023; 169:340-345. [PMID: 34413114 PMCID: PMC10423487 DOI: 10.1136/bmjmilitary-2021-001936] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Accepted: 08/03/2021] [Indexed: 11/04/2022]
Abstract
INTRODUCTION/BACKGROUND As a proxy for adiposity, body mass index (BMI) provides a practical public health metric to counter obesity-related disease trends. On an individual basis, BMI cannot distinguish fat and lean components of body composition. Further, the relationship between BMI and body composition may be altered in response to physical training. We investigated this dynamic relationship by examining the effect of US Army basic combat training (BCT) on the association between BMI and per cent body fat (%BF). METHODS BMI and %BF were measured at the beginning (week 1) and end (week 9) of BCT in female (n=504) and male (n=965) trainees. Height and weight were obtained for BMI, and body composition was obtained by dual X-ray absorptiometry. Sensitivity and specificity of BMI-based classification were determined at two BMI thresholds (25 kg/m2 and 27.5 kg/m2). RESULTS A progressive age-related increase in fat-free mass index (FFMI) was observed, with an inflection point at age 21 years. In soldiers aged 21+, BMI of 25.0 kg/m2 predicted 33% and 29% BF in women and 23% and 20% BF in men and BMI of 27.5 kg/m2 predicted 35% and 31% BF in women and 26% and 22% BF in men, at the start and end of BCT, respectively. Sensitivity and specificity of BMI-based classification of %BF were poor. Soldiers below BMI of 20 kg/m2 had normal instead of markedly reduced %BF, reflecting especially low FFMI. CONCLUSIONS BCT alters the BMI-%BF relationship, with lower %BF at a given BMI by the end of BCT compared with the beginning, highlighting the unreliability of BMI to try to estimate body composition. The specific BMI threshold of 25.0 kg/m2, defined as 'overweight', is an out-of-date metric for health and performance outcomes. To the extent that %BF reflects physical readiness, these data provide evidence of a fit and capable military force at BMI greater than 25.0 kg/m2.
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Dyches KD, Friedl KE, Greeves JP, Keller MF, McClung HL, McGurk MS, Popp KL, Teyhen DS. Physiology of Health and Performance: Enabling Success of Women in Combat Arms Roles. Mil Med 2023; 188:19-31. [PMID: 37490562 DOI: 10.1093/milmed/usac256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 02/28/2022] [Accepted: 08/16/2022] [Indexed: 07/27/2023] Open
Abstract
INTRODUCTION The modern female soldier has yet to be fully characterized as she steps up to fill new combat roles that have only recently been opened to women. Both U.S. and U.K. military operational research efforts are supporting a science-based evolution of physical training and standards for female warfighters. The increasing representation of women in all military occupations makes it possible to discover and document the limits of female physiological performance. METHOD An informal Delphi process was used to synthesize an integrated concept of current military female physiological research priorities and emerging findings using a panel of subject matter experts who presented their research and perspectives during the second Women in Combat Summit hosted by the TriService Nursing Research Program in February 2021. RESULTS The physical characteristics of the modern soldier are changing as women train for nontraditional military roles, and they are emerging as stronger and leaner. Capabilities and physique will likely continue to evolve in response to new Army standards and training programs designed around science-based sex-neutral requirements. Strong bones may be a feature of the female pioneers who successfully complete training and secure roles traditionally reserved for men. Injury risk can be reduced by smarter, targeted training and with attention directed to female-specific hormonal status, biomechanics, and musculoskeletal architecture. An "estrogen advantage" appears to metabolically support enhanced mental endurance in physically demanding high-stress field conditions; a healthy estrogen environment is also essential for musculoskeletal health. The performance of female soldiers can be further enhanced by attention to equipment that serves their needs with seemingly simple solutions such as a suitable sports bra and personal protective equipment that accommodates the female anatomy. CONCLUSIONS Female physiological limits and performance have yet to be adequately defined as women move into new roles that were previously developed and reserved for men. Emerging evidence indicates much greater physical capacity and physiological resilience than previously postulated.
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Affiliation(s)
- Karmon D Dyches
- Military Operational Medicine Research Program, U.S. Army Medical Research and Development Command, Fort Detrick, MD 21702, USA
| | - Karl E Friedl
- Biophysics and Biomedical Modeling Division, U.S. Army Research Institute of Environmental Medicine, Natick, MA 01760, USA
| | - Julie P Greeves
- Department of Army Health and Performance Research (AHPR), British Army, Andover, Hampshire SP11 8HT, UK
| | - Margaux F Keller
- Henry M Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA
| | - Holly L McClung
- Biophysics and Biomedical Modeling Division, U.S. Army Research Institute of Environmental Medicine, Natick, MA 01760, USA
| | - Michael S McGurk
- Research and Analysis Directorate, U.S. Army Center for Initial Military Training, Fort Eustis, VA 23604, USA
| | - Kristin L Popp
- Military Performance Division, U.S. Army Research Institute of Environmental Medicine, Natick, MA 01760, USA
| | - Deydre S Teyhen
- Chief, U.S. Army Medical Specialist Corps, U.S. Army Medical Command, Falls Church, VA 22042, USA
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Foulis SA, Friedl KE, Spiering BA, Walker LA, Guerriere KI, Pecorelli VP, Zeppetelli DJ, Reynoso MC, Taylor KM, Hughes JM. Body composition changes during 8 weeks of military training are not accurately captured by circumference-based assessments. Front Physiol 2023; 14:1183836. [PMID: 37351259 PMCID: PMC10282178 DOI: 10.3389/fphys.2023.1183836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 05/19/2023] [Indexed: 06/24/2023] Open
Abstract
In 1981, the US military adopted body fat standards to promote physical readiness and prevent obesity. Separate circumference-based equations were developed for women and men. Both predictive equations were known to underestimate %BF. However, it was not known how well these abdominal circumference-based methods tracked changes in %BF. This study examined the validity of the circumference-based %BF equations for assessing changes in %BF in young adult recruits during Army Basic Combat Training (BCT). Dual-energy X-ray absorptiometry (DXA) and circumference-based measures of %BF were obtained in women (n = 481) and men (n = 926) at the start (pre-BCT) and end (post-BCT) of 8 weeks of BCT. Repeated-measure ANOVAs were used to assess differences between DXA and circumference pre-BCT and for the change during BCT. Pre-BCT, circumferences underestimated %BF relative to DXA, with mean errors of -6.0% ± 4.4% for women and -6.0% ± 3.5% for men (both p < 0.01), and no difference between sexes was observed (p = 0.77). DXA detected a -4.0% ± 2.4% and -3.3% ± 2.8% change in %BF for women and men in response to BCT, respectively (both p < 0.01), whereas circumference estimates of %BF indicated a 0.0% ± 3.3% (p = 0.86) change in women and a -2.2% ± 3.3% (p < 0.01) change in men (sex difference by technique p < 0.01). In conclusion, circumference-based measures underestimated %BF at the start of BCT in both sexes as compared to DXA. Circumference measures underestimated changes in %BF during BCT in men and did not detect changes in women. These findings suggest that circumference-based %BF metrics may not be an appropriate tool to track changes in body composition during short duration training.
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Martin NM, von Hurst PR, Conlon CA, Smeele RJM, Mugridge OAR, Beck KL. Body Fat Percentage and Blood Donation are the Strongest Determinants of Iron Stores in Premenopausal Women Joining the New Zealand Army. Mil Med 2023; 188:usad023. [PMID: 36794880 PMCID: PMC10363006 DOI: 10.1093/milmed/usad023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Revised: 12/22/2022] [Accepted: 01/30/2023] [Indexed: 02/17/2023] Open
Abstract
INTRODUCTION Suboptimal iron status is an issue for women joining the military because of its association with impaired aerobic performance, yet no studies have investigated dietary and non-dietary determinants of iron status simultaneously in this population. The purpose of this study was to explore associations between iron stores, dietary patterns (DPs), and potential non-dietary determinants of iron status in premenopausal women at the commencement of basic military training (BMT) in the New Zealand Army. METHODS During week 1 of BMT, demographic, body composition, lifestyle, medical history, and dietary data were measured as potential determinants of serum ferritin (SF) in 101 participants. Following univariate analysis, age, body fat percentage, previous blood donation, at least 6 h of exercise per week that raised the heart rate, and a vegetarian DP were analyzed using a multiple linear regression model. RESULTS An increase in body fat percentage was associated with increased SF (P < .009), although blood donation in the past year decreased SF (P < .011) compared to those participants who did not donate blood. There was no association between SF and a vegetarian DP or hours of exercise per week. The model explained 17.5% of the variance in SF at the commencement of BMT. CONCLUSION Body fat percentage and blood donation in the past year were the strongest determinants of iron stores in healthy premenopausal women commencing BMT. It is recommended that women joining the New Zealand Army are provided information to maintain or improve their iron status based on these findings. This includes clinical screening of iron status, advice for women considering blood donation, and dietary advice regarding total energy requirements and iron bioavailability.
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Affiliation(s)
- Nicola M Martin
- New Zealand Defence Force, Defence House, Wellington 6011, New Zealand
- School of Sport, Exercise and Nutrition, College of Health, Massey University, Sir Neil Waters Lecture Theatres, Auckland 0632, New Zealand
| | - Pamela R von Hurst
- School of Sport, Exercise and Nutrition, College of Health, Massey University, Sir Neil Waters Lecture Theatres, Auckland 0632, New Zealand
| | - Cathryn A Conlon
- School of Sport, Exercise and Nutrition, College of Health, Massey University, Sir Neil Waters Lecture Theatres, Auckland 0632, New Zealand
| | | | - Owen A R Mugridge
- School of Sport, Exercise and Nutrition, College of Health, Massey University, Sir Neil Waters Lecture Theatres, Auckland 0632, New Zealand
| | - Kathryn L Beck
- School of Sport, Exercise and Nutrition, College of Health, Massey University, Sir Neil Waters Lecture Theatres, Auckland 0632, New Zealand
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Sergi TE, Bode KB, Hildebrand DA, Dawes JJ, Joyce JM. Relationship between Body Mass Index and Health and Occupational Performance among Law Enforcement Officers, Firefighters, and Military Personnel: A Systematic Review. Curr Dev Nutr 2023; 7:100020. [PMID: 37181120 PMCID: PMC10100923 DOI: 10.1016/j.cdnut.2022.100020] [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: 07/22/2022] [Revised: 12/01/2022] [Accepted: 12/04/2022] [Indexed: 12/26/2022] Open
Abstract
The prevalence of overweight and obesity among tactical populations is estimated at 70%-75%, which may negatively impact health and performance. The relationship between BMI and health and performance is well established among the general population, however, literature on such relationships among tactical populations has yet to be reviewed and evaluated. The purpose of this study was to systematically review available literature on the relationship between BMI and health and occupational performance among law enforcement officer, firefighters, and military personnel. After reviewing the literature, 27 articles were included. Nine studies found BMI was positively associated with cardiovascular disease (CVD) risk factors. Studies involving BMI and cancer were lacking. One study found BMI was positively associated with type 2 diabetes (T2DM) risk. Five studies on occupational/physical performance and 12 studies on injury found a higher BMI was often indicative of decreased performance and increased risk of injury in general, but protective against stress fractures. Overall, higher BMI was often associated with negative health and performance outcomes among tactical populations, especially when beyond the overweight classification. Public health practitioners should focus efforts on improving nutrition and physical activity to promote a healthy BMI among these individuals.
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Affiliation(s)
- Tina E. Sergi
- Department of Nutritional Sciences, Oklahoma State University, Stillwater, OK, USA
- Tactical Fitness and Nutrition Lab, Oklahoma State University, Stillwater, OK, USA
| | - Katherine B. Bode
- Department of Nutritional Sciences, Oklahoma State University, Stillwater, OK, USA
- Tactical Fitness and Nutrition Lab, Oklahoma State University, Stillwater, OK, USA
| | - Deana A. Hildebrand
- Department of Nutritional Sciences, Oklahoma State University, Stillwater, OK, USA
| | - J Jay Dawes
- Tactical Fitness and Nutrition Lab, Oklahoma State University, Stillwater, OK, USA
- Department of Kinesiology, Applied Health, and Recreation, Oklahoma State University, Stillwater, OK, USA
| | - Jillian M. Joyce
- Department of Nutritional Sciences, Oklahoma State University, Stillwater, OK, USA
- Tactical Fitness and Nutrition Lab, Oklahoma State University, Stillwater, OK, USA
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12
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Koltun KJ, Bird MB, Lovalekar M, Martin BJ, Mi Q, Nindl BC. Changes in eating pathology symptoms during initial military training in men and women and associations with BMI and injury risk. Eat Behav 2023; 48:101687. [PMID: 36463664 DOI: 10.1016/j.eatbeh.2022.101687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Revised: 11/21/2022] [Accepted: 11/22/2022] [Indexed: 11/27/2022]
Abstract
Nutritional fitness, which comprises food choices, meal timing, and dietary intake behaviors, is an important component of military service member health and performance that has garnered recent attention. This study utilized generalized linear mixed effects modeling (GLMM) to investigate changes in eating pathology symptoms in men and women during initial military training (Marine Corps Officer Candidates School (OCS)). Associations among eating pathology, musculoskeletal injury risk and BMI were also assessed. This investigation includes data from the Eating Pathology Symptoms Inventory (EPSI) and BMI at the start of OCS (n = 598: Male n = 469, Female n = 129) and end of the 10-week program (n = 413: Male n = 329, Female n = 84), and injury surveillance throughout. At baseline, female candidates presented with greater body dissatisfaction, binge eating, purging, and restricting, but lower negative attitudes toward obesity compared to male candidates (p < 0.001). Eating symptoms changed during military training indicated by decreased body dissatisfaction in women (p = 0.003), decreased excessive exercise and negative attitudes toward obesity in men (p < 0.001), decreased cognitive restraint (p < 0.001), restricting (p < 0.001), purging (p = 0.013), and muscle building (p < 0.001) and increased binge eating (p < 0.001) in both sexes. Changes in restricting were significantly related to changes in BMI during training (p < 0.05). The likelihood of future injury was 108 % higher in female candidates than males and decreased by 5 % for each unit increase in excessive exercise. Eating attitudes and behaviors change during military training environments and are associated with military health and readiness outcomes including BMI and injury risk.
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Affiliation(s)
- Kristen J Koltun
- Neuromuscular Research Laboratory/Warrior Human Performance Research Center, Department of Sports Medicine and Nutrition, University of Pittsburgh, 3860 S. Water St., Pittsburgh, PA 15203, USA.
| | - Matthew B Bird
- Neuromuscular Research Laboratory/Warrior Human Performance Research Center, Department of Sports Medicine and Nutrition, University of Pittsburgh, 3860 S. Water St., Pittsburgh, PA 15203, USA
| | - Mita Lovalekar
- Neuromuscular Research Laboratory/Warrior Human Performance Research Center, Department of Sports Medicine and Nutrition, University of Pittsburgh, 3860 S. Water St., Pittsburgh, PA 15203, USA
| | - Brian J Martin
- Neuromuscular Research Laboratory/Warrior Human Performance Research Center, Department of Sports Medicine and Nutrition, University of Pittsburgh, 3860 S. Water St., Pittsburgh, PA 15203, USA
| | - Qi Mi
- Neuromuscular Research Laboratory/Warrior Human Performance Research Center, Department of Sports Medicine and Nutrition, University of Pittsburgh, 3860 S. Water St., Pittsburgh, PA 15203, USA
| | - Bradley C Nindl
- Neuromuscular Research Laboratory/Warrior Human Performance Research Center, Department of Sports Medicine and Nutrition, University of Pittsburgh, 3860 S. Water St., Pittsburgh, PA 15203, USA
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13
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BMI and Physical Activity, Military-Aged U.S. Population 2015-2020. Am J Prev Med 2023; 64:66-75. [PMID: 36155710 PMCID: PMC9885292 DOI: 10.1016/j.amepre.2022.08.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 07/29/2022] [Accepted: 08/15/2022] [Indexed: 02/05/2023]
Abstract
INTRODUCTION Obesity and physical inactivity are considered possible U.S. national security threats because of their impact on military recruitment. The objectives of this study were to estimate the prevalence of (1) BMI eligibility for military entrance, (2) adequate physical activity participation among the BMI-eligible population, and (3) combined BMI eligibility and adequate physical activity. METHODS This cross-sectional study of nonpregnant, military-aged civilians (aged 17-42 years) used objectively measured weight and height data and self-reported aerobic physical activity data from the 2015-2020 National Health and Nutrition Examination Survey. BMI eligibility was defined as 19.0-27.5 kg/m2, per Department of Defense regulation. Adequate physical activity for entering initial military training was defined as ≥300 minutes/week of equivalent moderate-intensity aerobic physical activity from all domains, approximating U.S. Army guidance. Participants meeting both definitions were further classified as eligible and active. Analyses were conducted in 2021-2022. RESULTS Of military-aged participants (unweighted n=5,964), 47.3% were eligible by BMI. Among BMI-eligible participants, 72.5% reported adequate physical activity. Taken together, 34.3% were both eligible and active. The prevalence of eligible and active status was higher among males, persons who were younger and non-Hispanic White, college graduates, and those with higher family income than among their counterparts. CONCLUSIONS Among the military-aged U.S. population, slightly under half were eligible to enter the military on the basis of their BMI, and only 1 in 3 met BMI eligibility and were adequately physically active. Equitable promotion of healthy weight achievement and physical activity participation may improve military preparedness.
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14
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Schram B, Canetti E, Orr R, Pope R. Injury rates in female and male military personnel: a systematic review and meta-analysis. BMC Womens Health 2022; 22:310. [PMID: 35879707 PMCID: PMC9310503 DOI: 10.1186/s12905-022-01899-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Accepted: 07/18/2022] [Indexed: 11/10/2022] Open
Abstract
Background An effective military force is required to be agile, capable, efficient, and potent. Injuries to military personnel interrupt active-duty service and can detract from overall capability. These injuries are associated with a high individual and organizational burden, with lost work time and financial costs—all problematic for the ongoing functioning of a military force. Injury control strategies have therefore been described as force multipliers. Female personnel form an integral part of any modern defence force, but little research has examined their specific experiences of injury, to inform targeted injury control efforts. The aim of this review was to identify and synthesise findings from studies of injury rates and patterns in female military personnel, comparing them to those of male personnel. Methods A systematic search was conducted for studies which compared injury rates between the sexes at any stage of military service, from basic training through to deployment. Databases searched included PUBMED, CINAHL and Medline through OVID. Methodological quality of eligible articles was assessed using the Critical Appraisal Skills Program (CASP), and AXIS tools and data were extracted, synthesized, and, where possible, underwent meta-analysis. Results Of 2287 identified studies, a total of 25 studies were eligible and included. Methodological quality ranged from 60% up to a perfect score of 100%, with an average of 82% across all studies. Relative risks for injuries (reported as RR [95%CI]) to females when compared to males were 2.10 [1.89–2.33] during basic training, 1.70 [1.33–2.17] during officer training, and 1.23 [1.05–1.43] post initial training. After adjustment for differences between the sexes in average fitness levels (2-mile run time), there was no longer a significant difference in injury rates (adjusted RR: 0.95 [0.86–1.05]). Female personnel tended to make bigger improvements in their fitness during basic training than males and tended to report their injuries more frequently and sooner than males. Conclusion While this review found a higher rate of reported injuries in female military personnel when compared to male personnel, differences between the sexes in average fitness levels and injury reporting behaviours may largely explain this rate difference. The difference in rates of reported injuries was greatest during basic training, and reduced thereafter, possibly due in part to a reduced difference in fitness between the sexes or increased opportunity to self-determine workloads relative to fitness levels.
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Harty PS, Friedl KE, Nindl BC, Harry JR, Vellers HL, Tinsley GM. Military Body Composition Standards and Physical Performance: Historical Perspectives and Future Directions. J Strength Cond Res 2022; 36:3551-3561. [PMID: 34593729 DOI: 10.1519/jsc.0000000000004142] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
ABSTRACT Harty, PS, Friedl, KE, Nindl, BC, Harry, JR, Vellers, HL, and Tinsley, GM. Military body composition standards and physical performance: historical perspectives and future directions. J Strength Cond Res 36(12): 3551-3561, 2022-US military physique and body composition standards have been formally used for more than 100 years. These metrics promote appropriate physical fitness, trim appearance, and long-term health habits in soldiers, although many specific aspects of these standards have evolved as evidence-based changes have emerged. Body composition variables have been shown to be related to many physical performance outcomes including aerobic capacity, muscular endurance, strength and power production, and specialized occupational tasks involving heavy lifting and load carriage. Although all these attributes are relevant, individuals seeking to improve military performance should consider emphasizing strength, hypertrophy, and power production as primary training goals, as these traits appear vital to success in the new Army Combat Fitness Test introduced in 2020. This fundamental change in physical training may require an adjustment in body composition standards and methods of measurement as physique changes in modern male and female soldiers. Current research in the field of digital anthropometry (i.e., 3-D body scanning) has the potential to dramatically improve performance prediction algorithms and potentially could be used to inform training interventions. Similarly, height-adjusted body composition metrics such as fat-free mass index might serve to identify normal weight personnel with inadequate muscle mass, allowing for effective targeted nutritional and training interventions. This review provides an overview of the origin and evolution of current US military body composition standards in relation to military physical readiness, summarizes current evidence relating body composition parameters to aspects of physical performance, and discusses issues relevant to the emerging modern male and female warrior.
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Affiliation(s)
- Patrick S Harty
- Department of Kinesiology & Sport Management, Texas Tech University, Lubbock, Texas
| | - Karl E Friedl
- U.S. Army Research Institute of Environmental Medicine, Natick, Massachusetts; and
| | - Bradley C Nindl
- Department of Sports Medicine and Nutrition, Warrior Human Performance Research Center, University of Pittsburgh, Pittsburgh, Pennsylvania
| | - John R Harry
- Department of Kinesiology & Sport Management, Texas Tech University, Lubbock, Texas
| | - Heather L Vellers
- Department of Kinesiology & Sport Management, Texas Tech University, Lubbock, Texas
| | - Grant M Tinsley
- Department of Kinesiology & Sport Management, Texas Tech University, Lubbock, Texas
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16
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Wendland R, Bossi L, Oliver M. Biomechanical and physiological effects of female soldier load carriage: A scoping review. APPLIED ERGONOMICS 2022; 105:103837. [PMID: 35803166 DOI: 10.1016/j.apergo.2022.103837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 06/18/2022] [Accepted: 06/22/2022] [Indexed: 06/15/2023]
Abstract
Loads carried by military populations can affect those of smaller stature, such as the average female, due to the higher percentage of body weight the loads represent. Despite this, most load carriage research is performed on males. Peer reviewed articles were collected from four databases to summarize available research on biomechanical and physiological effects of load carriage on females in the military. Extraction and thematic analysis were performed on 18 articles. 39% looked at biomechanical differences between loads in females, 61% looked at how the same load affected males and females, 44% looked at sex-by-load interaction effects, and 72% discussed impacts of load on females. The research revealed that military load carriage affects the biomechanics and physiology differently in females and to a greater extent than in males. Several gaps in available literature were found. Very few studies used military participants, military equipment, and/or employed occupationally relevant data collection methodologies.
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Affiliation(s)
- Rebecca Wendland
- Biophysics Interdepartmental Group Graduate Program, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada; School of Engineering, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada
| | - Linda Bossi
- Defence Research and Development Canada, 1133 Sheppard Ave West, Toronto, Ontario, Canada
| | - Michele Oliver
- Biophysics Interdepartmental Group Graduate Program, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada; School of Engineering, University of Guelph, 50 Stone Road East, Guelph, Ontario, Canada.
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17
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Alangari AA, Almutairi MM, Alrrajeh AM, Aleidi MA, Alqarni MA, Almeneif HA, Alolaywi HK, Almuklass AM. The Relation Between Body Mass Index and Musculoskeletal Injury. Cureus 2022; 14:e28965. [PMID: 36237765 PMCID: PMC9548076 DOI: 10.7759/cureus.28965] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/09/2022] [Indexed: 11/06/2022] Open
Abstract
Background The nature and extent of the relation between body mass index (BMI) score and the risk of Musculoskeletal (MSK) injury are still unclear, with few studies investigating. So, the purpose of this study was to assess the association between BMI scores and MSK injury and to see if the site of MSK injury is affected by a specific BMI score. In addition, the risk of MSK injuries was compared among different adult age groups. Methods The study population included all patients above 18 years old with musculoskeletal injuries between January 2009 and December 2019 at King Abdulaziz Medical City (KAMC). The estimated sample size was 377. The study subjects were distributed according to their BMI into four categories (underweight, normal weight, overweight, and obese). Also, they were divided according to their age into young adults, middle age, and older adults. Each MSK injury was identified by its location as upper extremity, axial skeleton, or lower extremity. Results Only gender and age were significantly related to the site of injury, with P-values (0.018) and (0.001), respectively. As for the BMI category, its relation with the site of injury was nonsignificant (P-value: 0.092). The younger age group (≤ 35) has a significantly higher chance to be injured in the upper extremities compared with the older adults (≥ 56) (P-value = 0.014). While the axial skeleton (especially the lower back) was the most common site of injury in obese, overweight, and underweight categories, patients with normal BMI have lower extremities as their most common site of injury. Conclusion Although a higher BMI is associated with an increased risk of MSK injury, the difference in the BMI score seems to not effect the site of injury. By contrast, both gender and age group have a significant relationship with the site of MSK injury.
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18
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Gwin JA, Hatch-McChesney A, Pitts KP, O'Brien RP, Karis AJ, Carrigan CT, McClung JP, Karl JP, Margolis LM. Initial military training modulates serum fatty acid and amino acid metabolites. Physiol Rep 2022; 10:e15385. [PMID: 35818300 PMCID: PMC9273871 DOI: 10.14814/phy2.15385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 06/21/2022] [Accepted: 06/26/2022] [Indexed: 11/24/2022] Open
Abstract
Initial military training (IMT) results in increased fat‐free mass (FFM) and decreased fat mass (FM). The underlying metabolic adaptations facilitating changes in body composition during IMT are unknown. The objective of this study was to assess changes in body composition and the serum metabolome during 22‐week US Army IMT. Fifty‐four volunteers (mean ± SD; 22 ± 3 year; 24.6 ± 3.7 kg/m2) completed this longitudinal study. Body composition measurements (InBody 770) and blood samples were collected under fasting, rested conditions PRE and POST IMT. Global metabolite profiling was performed to identify metabolites involved in energy, carbohydrate, lipid, and protein metabolism (Metabolon, Inc.). There was no change in body mass (POST‐PRE; 0.4 ± 5.1 kg, p = 0.59), while FM decreased (−1.7 ± 3.5 kg, p < 0.01), and FFM increased (2.1 ± 2.8 kg, p < 0.01) POST compared to PRE IMT. Of 677 identified metabolites, 340 differed at POST compared to PRE (p < 0.05, Q < 0.10). The majority of these metabolites were related to fatty acid (73%) and amino acid (26%) metabolism. Increases were detected in 41% of branched‐chain amino acid metabolites, 53% of histidine metabolites, and 35% of urea cycle metabolites. Decreases were detected in 93% of long‐chain fatty acid metabolites, while 58% of primary bile acid metabolites increased. Increases in amino acid metabolites suggest higher rates of protein turnover, while changes in fatty acid metabolites indicate increased fat oxidation, which likely contribute changes in body composition during IMT. Overall, changes in metabolomics profiles provide insight into metabolic adaptions underlying changes in body composition during IMT.
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Affiliation(s)
- Jess A Gwin
- U.S. Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
| | | | - Kenneth P Pitts
- U.S. Army Research Institute for the Behavioral and Social Sciences, Fort Benning, Georgia, USA
| | - Rory P O'Brien
- U.S. Army Maneuver Center of Excellence, Fort Benning, Georgia, USA
| | - Anthony J Karis
- U.S. Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
| | | | - James P McClung
- U.S. Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
| | - J Philip Karl
- U.S. Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
| | - Lee M Margolis
- U.S. Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
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19
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Hando BR, Scott WC, Bryant JF, Tchandja JN, Angadi SS. The Use of Force Plate Vertical Jump Scans to Identify Special Warfare Trainees at Risk for Musculoskeletal Injury: A Large Cohort Study. Am J Sports Med 2022; 50:1687-1694. [PMID: 35384740 DOI: 10.1177/03635465221083672] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Vertical jump scans from commercially available force plate systems are increasingly used in military settings to screen for musculoskeletal injury (MSKI) risk. However, to date, no studies have determined the ability of these tools to identify tactical athletes at elevated risk for MSKI. PURPOSE To (1) determine associations between scores from a force plate vertical jump test and the likelihood of experiencing an MSKI and to (2) establish the test-retest reliability of the output scores from the force plate system used. STUDY DESIGN Cohort study; Level of evidence, 3. METHODS A total of 823 male Air Force Special Warfare trainees underwent force plate vertical jump screenings before entering an 8-week training course at US Air Force Special Warfare Training Wing. MSKI data were collected for the 8-week surveillance period for each trainee. Logistic regression analyses were used to identify associations between baseline force plate jump scores and the likelihood of MSKI (any region) or a lower extremity MSKI (significance level, P = .05). The test-retest portion of the study collected force plate output scores from 12 trainees performing 3 trials of the standard test procedures. The reliability of 5 output scores was assessed with intraclass correlation coefficients (ICCs) using a single rater. RESULTS All force plate output scores demonstrated excellent test-retest reliability (ICC >0.90). Overall 308 (36.4%) trainees had an MSKI during the surveillance period. However, no significant associations were found between the proprietary force plate vertical jump scan output scores and the likelihood of experiencing either an MSKI or a lower extremity MSKI. CONCLUSION Output scores from this commercially available force plate system did not identify Air Force Special Warfare trainees at elevated risk of experiencing an MSKI.
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Affiliation(s)
- Ben R Hando
- US Air Force Special Warfare Training Wing, Joint Base San Antonio, Lackland, Texas, USA
| | - W Casan Scott
- US Air Force Special Warfare Training Wing, Joint Base San Antonio, Lackland, Texas, USA
| | - Jacob F Bryant
- US Air Force Special Warfare Training Wing, Joint Base San Antonio, Lackland, Texas, USA
| | - Juste N Tchandja
- US Air Force Special Warfare Training Wing, Joint Base San Antonio, Lackland, Texas, USA
| | - Siddhartha S Angadi
- Department of Kinesiology, School of Education and Human Development, University of Virginia, Charlottesville, Virginia, USA
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20
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Carey FR, Jacobson IG, Roenfeldt KA, Rull RP. Association of deployment with maintenance of healthy weight among active duty service members in the Millennium Cohort Study. Obes Sci Pract 2022; 8:247-253. [PMID: 35388350 PMCID: PMC8976537 DOI: 10.1002/osp4.556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 08/16/2021] [Accepted: 08/17/2021] [Indexed: 11/15/2022] Open
Abstract
Objective Understanding body size in relation to deployment readiness can inform Department of Defense fitness policies. This study examined longitudinal associations between deployment and changes in body mass index (BMI) among active duty service members. Methods Service branch‐specific changes in BMI post‐deployment were examined using logistic regression models among active duty Millennium Cohort Study participants without obesity at baseline (n = 22,995). BMI was categorized using self‐reported height and weight as healthy weight (18.5–24.9 kg/m2), overweight (25.0–29.9 kg/m2), and obese (≥30 kg/m2). Number of deployments between baseline and follow‐up and initial deployment lengths (in months, using service branch‐specific deployment times) were examined. Results Among the pooled population and specifically Army and Marine Corps service members without obesity, those with longer deployments were significantly less likely to maintain a non‐obese BMI than those deploying for shorter lengths. Each additional deployment increased the likelihood of maintaining a non‐obese BMI post‐deployment for personnel in the Army, Marine Corps, and within the pooled population. Conclusions Multiple deployments may support healthy weight maintenance; longer deployments may adversely impact weight maintenance. Future research should determine modifiable behaviors related to weight gain post‐deployment to inform fitness policies designed to optimize service member readiness and deployability.
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Affiliation(s)
- Felicia R. Carey
- Deployment Health Research DepartmentNaval Health Research CenterSan DiegoCaliforniaUSA
- Leidos, Inc.San DiegoCaliforniaUSA
| | - Isabel G. Jacobson
- Deployment Health Research DepartmentNaval Health Research CenterSan DiegoCaliforniaUSA
- Leidos, Inc.San DiegoCaliforniaUSA
| | - Kimberly A. Roenfeldt
- Deployment Health Research DepartmentNaval Health Research CenterSan DiegoCaliforniaUSA
- Leidos, Inc.San DiegoCaliforniaUSA
| | - Rudolph P. Rull
- Deployment Health Research DepartmentNaval Health Research CenterSan DiegoCaliforniaUSA
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21
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Risk factors for injuries in female soldiers: a systematic review. BMC Sports Sci Med Rehabil 2022; 14:54. [PMID: 35351209 PMCID: PMC8966186 DOI: 10.1186/s13102-022-00443-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2021] [Accepted: 03/07/2022] [Indexed: 11/18/2022]
Abstract
Background Female soldiers form an integral part of any modern defence force. Previous reports have highlighted that female soldiers report injuries at higher rates than male personnel. One possible reason for this is an actual difference in underlying injury rates, purported to be due to several factors, including levels of fitness. The aim of this review was to determine risk factors for injuries in female soldiers. Methods A systematic search was conducted for studies which reported on risk factors for injuries in female soldiers. Databases searched included PUBMED, CINAHL and Medline through OVID. Eligible studies were rated for their methodological quality using the Critical Appraisal Skills Program (CASP) tools and data were extracted and synthesized using a critical narrative approach. Results A total of 18 articles were included in this review which reported on 18 risk factors for injury. Smoking, previous injury, no history of deployment, heavy occupational tasks, lower levels of aerobic fitness and lower number of push-up repetitions appear to be risk factors for injuries in female soldiers. Age, height, body fat, high or low BMI and body mass do not appear to be consistent risk factors for injury in female soldiers and there appears to be minimal evidence for current levels of activity, sit-up ability, and other assessments of strength, power, speed, or movement being associated with injury risk. Additionally, neither flexibility nor previous levels of activity appear to be associated with injury risk in female soldiers. Conclusion Strategies to improve aerobic fitness and upper limb endurance, reduce smoking, and optimise rehabilitation from injuries and risk management for heavy occupational tasks need to be developed for female soldiers. Such strategies are also likely to reduce risks for male soldiers.
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22
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Dawes JJ, Scott J, Canetti EFD, Lockie RG, Schram B, Orr RM. Profiling the New Zealand Police Trainee Physical Competency Test. Front Public Health 2022; 10:821451. [PMID: 35242733 PMCID: PMC8885596 DOI: 10.3389/fpubh.2022.821451] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Accepted: 01/18/2022] [Indexed: 12/25/2022] Open
Abstract
Police officers require a certain amount of occupational fitness to successfully perform physically demanding tasks. As such, trainees are required to undergo training to develop their ability to perform such tasks. The physical competency test (PCT) is a 400 m obstacle course consisting of key police occupational physical tasks used to evaluate a trainee's ability to complete tasks that a police officer is expected to perform whilst on duty. The purpose of this study was to profile the PCT in a police recruit population to provide an indication of the current level of occupational fitness within a policing population to inform conditioning requirements. Retrospective data for 813 male (age = 27.41 ± 5.92 years, body mass = 83.98 ± 14.03 kg, height = 179.23 ± 10.50 cm, BMI = 25.85 ± 3.92 kg/m2) and 372 female (mean age = 27.01 ± 6.45 years, mean weight = 67.14 ± 8.60 kg, mean height = 168.14 ± 6.46 cm and mean BMI = 23.61 ± 2.52 kg/m2) police trainees from the New Zealand Police Constabulary Recruitment database were provided for analysis. Anthropometric data, including height, body mass, and BMI were provided, in addition to trainee PCT time. Data were split by sex and age. Significant differences were observed between sexes for all anthropometric measures and PCT time (p < 0.001). Generally, in both the male and female groups, younger recruits tended to perform better than the older recruits with results between the “under 20” and the 20–24-year-old-age groups performing significantly better than the 35–39-year-old-age group in both sexes, and the 25–29-year-old-age group performing significantly better than the 35–39-year-old-age group in female officers. The data provided in this study provides a profile for performance of male and female recruits of various ages on the PCT in preparation for entry, or re-entry following injury, into the NZ Police. However, given that the PCT is considered a measure of occupational task performance, consideration should be given to the use of sex and age neutral requirements as the occupational tasks performed by police officers exhibit the same traits regardless of sex or age. Older trainees may therefore need conditioning to improve PCT times and subsequently occupational performance.
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Affiliation(s)
- J. Jay Dawes
- School of Kinesiology, Applied Health, and Recreation, Oklahoma State University, Stillwater, OK, United States
| | - Jordan Scott
- Faculty of Health Sciences and Medicine, Bond Institute of Health and Sport, Bond University, Robina, QLD, Australia
| | - Elisa F. D. Canetti
- Faculty of Health Sciences and Medicine, Bond Institute of Health and Sport, Bond University, Robina, QLD, Australia
- Tactical Research Unit, Bond University, Robina, QLD, Australia
| | - Robert G. Lockie
- Department of Kinesiology, California State University, Fullerton, Fullerton, CA, United States
| | - Ben Schram
- Faculty of Health Sciences and Medicine, Bond Institute of Health and Sport, Bond University, Robina, QLD, Australia
- Tactical Research Unit, Bond University, Robina, QLD, Australia
- *Correspondence: Ben Schram
| | - Robin M. Orr
- Faculty of Health Sciences and Medicine, Bond Institute of Health and Sport, Bond University, Robina, QLD, Australia
- Tactical Research Unit, Bond University, Robina, QLD, Australia
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Elshafei M, Costa DE, Shihab E. Toward the Personalization of Biceps Fatigue Detection Model for Gym Activity: An Approach to Utilize Wearables' Data from the Crowd. SENSORS (BASEL, SWITZERLAND) 2022; 22:1454. [PMID: 35214356 PMCID: PMC8877759 DOI: 10.3390/s22041454] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 02/05/2022] [Accepted: 02/11/2022] [Indexed: 06/14/2023]
Abstract
Nowadays, wearables-based Human Activity Recognition (HAR) systems represent a modern, robust, and lightweight solution to monitor athlete performance. However, user data variability is a problem that may hinder the performance of HAR systems, especially the cross-subject HAR models. Such a problem may have a lesser effect on the subject-specific model because it is a tailored model that serves a specific user; hence, data variability is usually low, and performance is often high. However, such a performance comes with a high cost in data collection and processing per user. Therefore, in this work, we present a personalized model that achieves higher performance than the cross-subject model while maintaining a lower data cost than the subject-specific model. Our personalization approach sources data from the crowd based on similarity scores computed between the test subject and the individuals in the crowd. Our dataset consists of 3750 concentration curl repetitions from 25 volunteers with ages and BMI ranging between 20-46 and 24-46, respectively. We compute 11 hand-crafted features and train 2 personalized AdaBoost models, Decision Tree (AdaBoost-DT) and Artificial Neural Networks (AdaBoost-ANN), using data from whom the test subject shares similar physical and single traits. Our findings show that the AdaBoost-DT model outperforms the cross-subject-DT model by 5.89%, while the AdaBoost-ANN model outperforms the cross-subject-ANN model by 3.38%. On the other hand, at 50.0% less of the test subject's data consumption, our AdaBoost-DT model outperforms the subject-specific-DT model by 16%, while the AdaBoost-ANN model outperforms the subject-specific-ANN model by 10.33%. Yet, the subject-specific models achieve the best performances at 100% of the test subjects' data consumption.
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Koltun KJ, Sekel NM, Bird MB, Lovalekar M, Mi Q, Martin BJ, Nindl BC. Tibial Bone Geometry Is Associated With Bone Stress Injury During Military Training in Men and Women. Front Physiol 2022; 13:803219. [PMID: 35222074 PMCID: PMC8874318 DOI: 10.3389/fphys.2022.803219] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 01/17/2022] [Indexed: 12/03/2022] Open
Abstract
Bone stress injuries (BSI) are a common musculoskeletal condition among exercising and military populations and present a major burden to military readiness. The purpose of this investigation was to determine whether baseline measures of bone density, geometry, and strength, as assessed via peripheral quantitative computed tomography (pQCT), are predictive of tibial BSI during Marine Officer Candidates School training. Tibial pQCT scans were conducted prior to the start of physical training (n = 504; Male n = 382; Female n = 122) to measure volumetric bone mineral density (vBMD), geometry, robustness, and estimates of bone strength. Bone parameters were assessed at three tibial sites including the distal metaphysis (4% of tibial length measured from the distal endplate), mid-diaphysis (38% of tibial length measured from the distal endplate), and proximal diaphysis (66% of tibial length measured from the distal endplate). Injury surveillance data was collected throughout training. Four percent (n = 21) of the sample were diagnosed with a BSI at any anatomical site during training, 10 injuries were of the tibia. Baseline bone parameters were then tested for associations with the development of a tibial BSI during training and it was determined that cortical bone measures at diaphyseal (38 and 66%) sites were significant predictors of a prospective tibial BSI. At the mid-diaphysis (38% site), in a simple model and after adjusting for sex, age, and body size, total area [Odds Ratio (OR): 0.987, 0.983], endosteal circumference (OR: 0.853, 0.857), periosteal circumference (OR: 0.863, 0.824), and estimated bending strength (SSI; OR: 0.998, 0.997) were significant predictors of a BSI during training, respectively, such that lower values were associated with an increased likelihood of injury. Similarly, at the proximal diaphysis (66% site), total area (OR: 0.989, 0.985), endosteal circumference (OR: 0.855, 0.854), periosteal circumference (OR: 0.867, 0.823), robustness (OR: 0.007, 0.003), and SSI (OR: 0.998, 0.998) were also significant predictors of BSI in the simple and adjusted models, respectively, such that lower values were associated with an increased likelihood of injury. Results from this investigation support that narrower bones, with reduced circumference, lower total area, and lower estimated strength are associated with increased risk for tibial BSI during military training.
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Domaradzki J, Koźlenia D. The performance of body mass component indices in detecting risk of musculoskeletal injuries in physically active young men and women. PeerJ 2022; 10:e12745. [PMID: 35127283 PMCID: PMC8800385 DOI: 10.7717/peerj.12745] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Accepted: 12/14/2021] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Body composition indices can be related to musculoskeletal injuries (MI), particularly in physically active groups. However, little is known about the accuracy of these diagnoses as potential predictors of musculoskeletal injuries. Therefore, this study aims to indicate the cut-off points of relative body mass (BMI), fat mass index (FMI), skeletal muscle mass (SMI), and muscle to fat ratio (MFR) and establish its reliability in injury prediction for physically active men and women. METHODS The sample included 119 physically active individuals aged 23.72 ± 1.12 (66 men body height 1.79 ± 0.07 (m); body weight 80.51 ± 9.85 (kg) and 53 women body height 1.67 ± 0.08 (m); body weight 62 ± 10.72 (kg)), students at university of physical education in Poland. The participants' physical activity was measured with the International Physical Activity Questionnaire (IPAQ). The relevance of body mass index (BMI), fat mass index (FMI), skeletal muscle mass index (SMI), and muscle to fat ratio (MFR) in detecting injury risk was examined. Musculoskeletal injuries during 1 year before examination were registered using a self-reporting questionnaire. The areas under the curve (AUC) and Youden Index in the receiver operating characteristic curve (ROC) were calculated. RESULTS The cut-off points used to classify the indices among men were BMI = 24.38; FMI = 3.74; SMI = 16.40; MFR = 3.70; and for women BMI = 20.90; FMI = 4.17; SMI = 8.96; MFR = 1.67. Results suggested the greatest reliability in the prediction of musculoskeletal injuries among men had BMI (AUC = 0.623; Youden = 0.30) and SMI (AUC = 0.608; Youden = 0.23) whereas among women, MFR (AUC = 0.628; Youden = 0.29) and FMI (AUC = 0.614; Youden = 0.32). CONCLUSION BMI and SMI are the most appropriate indices to predict the risk of musculoskeletal injury in physically active men, whereas in women, MFR and FMI are more reliable. These results indicate that the indices with more muscle mass meaning are better in predicting injury among men. In contrast, indices with a higher contribution of fat are better for women. It indicates sex differentiation of injury risk conditions. Men should focus on developing muscle mass, whereas women should reduce body fat to decrease injury risk. However, widespread use seemed to be limited to the specific examined group. Therefore, cut-off points should be used with caution, and calculated values should be verified and confirmed in subsequent studies.
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Sammito S, Hadzic V, Karakolis T, Kelly KR, Proctor SP, Stepens A, White G, Zimmermann WO. Risk factors for musculoskeletal injuries in the military: a qualitative systematic review of the literature from the past two decades and a new prioritizing injury model. Mil Med Res 2021; 8:66. [PMID: 34886915 PMCID: PMC8662851 DOI: 10.1186/s40779-021-00357-w] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/10/2021] [Accepted: 11/12/2021] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Musculoskeletal injuries (MSkIs) are a leading cause of health care utilization, as well as limited duty and disability in the US military and other armed forces. MSkIs affect members of the military during initial training, operational training, and deployment and have a direct negative impact on overall troop readiness. Currently, a systematic overview of all risk factors for MSkIs in the military is not available. METHODS A systematic literature search was carried out using the PubMed, Ovid/Medline, and Web of Science databases from January 1, 2000 to September 10, 2019. Additionally, a reference list scan was performed (using the "snowball method"). Thereafter, an international, multidisciplinary expert panel scored the level of evidence per risk factor, and a classification of modifiable/non-modifiable was made. RESULTS In total, 176 original papers and 3 meta-analyses were included in the review. A list of 57 reported potential risk factors was formed. For 21 risk factors, the level of evidence was considered moderate or strong. Based on this literature review and an in-depth analysis, the expert panel developed a model to display the most relevant risk factors identified, introducing the idea of the "order of importance" and including concepts that are modifiable/non-modifiable, as well as extrinsic/intrinsic risk factors. CONCLUSIONS This is the qualitative systematic review of studies on risk factors for MSkIs in the military that has attempted to be all-inclusive. A total of 57 different potential risk factors were identified, and a new, prioritizing injury model was developed. This model may help us to understand risk factors that can be addressed, and in which order they should be prioritized when planning intervention strategies within military groups.
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Affiliation(s)
- Stefan Sammito
- Section Experimental Aerospace Medicine Research, German Air Force Centre of Aerospace Medicine, Flughafenstraße 1, 51147 Cologne, Germany
- Occupational Medicine, Faculty of Medicine, Otto-Von-Guericke-University of Magdeburg, 39120 Magdeburg, Germany
| | - Vedran Hadzic
- Faculty of Sport, University of Ljubljana, 1000 Ljubljana, Slovenia
| | - Thomas Karakolis
- Defence Research and Development Canada, Toronto, ON M3K 2C9 Canada
| | - Karen R. Kelly
- Warfighter Performance, Naval Health Research Center, San Diego, CA 92106-3599 USA
| | - Susan P. Proctor
- Military Performance Division, US Army Research Institute of Environmental Medicine, Natick, MA 01760 USA
- Research Service, VA Boston Healthcare System, Boston, MA 02130 USA
| | - Ainars Stepens
- Centre for Military Medicine Research, Riga Stradins University, Riga, 1007 Latvia
| | - Graham White
- Human and Social Sciences Group, Defense Science and Technology Laboratory, Portsdown Hill Road, Fareham, PO17 6AD UK
| | - Wes O. Zimmermann
- Department of Military Sports Medicine, Royal Netherlands Army, 3584 AB Utrecht, The Netherlands
- Department of Military/Emergency Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD 20814 USA
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Ross JA, Winters JD, Royer SD, Hoch MC, Bergin R, Morelli N, Conley C, Sheppard RL, Heebner NR. Comparisons and Intercorrelations of Physical Performance Variables of Operational Preparedness in Special Operations Forces. Mil Med 2021; 188:e1109-e1116. [PMID: 34850087 DOI: 10.1093/milmed/usab425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 09/21/2021] [Accepted: 10/04/2021] [Indexed: 11/13/2022] Open
Abstract
INTRODUCTION Marine Forces Special Operations Command (MARSOC) deploys teams of operators (OP) and enablers (EN) to accomplish special operations missions. OP and EN are required to train and deploy together to accomplish these missions; however, they have different training and selection pipelines. Advanced strength and conditioning training strategies are applied to both OP and EN to enhance physical preparedness; however, it is unclear how the selection pipeline of these two personnel types affects overall physical preparedness and the relationships between performance variables. The purpose of this study is to gain a greater understanding of the relationships of a wide array of physical preparedness variables in OP and EN in an effort to streamline testing and training strategies. MATERIALS AND METHODS For this study, 155 male (82 OP, 73 EN) MARSOC personnel (age: 29.5 ± 4.9 years, mass: 87.9 ± 11.1 kg, height: 1.79 ± 0.07 m) completed a physical preparedness assessment that included a DEXA assessment of body composition (BF%), 27.4 m sprint (30 yd), countermovement jump (VJ), 5-10-5 pro-agility (Agility), medicine ball toss (UBP), isometric mid-thigh pull (IMTP), and a 30 second (AnC) and 5 minute (AC) non-motorized treadmill run. Independent samples t tests, Mann-Whitney U tests, and Spearman's Rank correlations were used to compare variables between OP and EN. RESULTS OP demonstrated greater VJ, UBP, IMTP, AnC, and AC (P < 0.05); and significantly lower BF% and agility time (P < 0.05). Measurements of mass, height, body mass index, and 30 yd were not significantly different (P > 0.05). Weak to moderate correlations were seen between anthropometric and performance variables. OP and EN demonstrated similar correlations for most performance and anthropometric variables. CONCLUSIONS These results suggest that MARSOC OP demonstrate better physical preparedness over EN, while similar trends are observed between performance variables. Tests with moderate to high correlations may be removed from the protocol to account for testing time constraints. Height, weight, and BF% variables are poorly correlated with performance, particularly in OP, questioning their value in physical performance assessments in this population.
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Affiliation(s)
- Jeremy A Ross
- Sports Medicine Research Institute, University of Kentucky, Lexington, KY 40506, USA
| | - Joshua D Winters
- Sports Medicine Research Institute, University of Kentucky, Lexington, KY 40506, USA
| | - Scott D Royer
- Sports Medicine Research Institute, University of Kentucky, Lexington, KY 40506, USA
| | - Matthew C Hoch
- Sports Medicine Research Institute, University of Kentucky, Lexington, KY 40506, USA
| | - Reiley Bergin
- Sports Medicine Research Institute, University of Kentucky, Lexington, KY 40506, USA
| | - Nathan Morelli
- Department of Physical Therapy, High Point University, High Point, NC 27268, USA
| | - Caitlin Conley
- Sports Medicine Research Institute, University of Kentucky, Lexington, KY 40506, USA
| | - Ryan L Sheppard
- Marine Forces Special Operations Command, Camp Lejeune, NC 28542, USA
| | - Nicholas R Heebner
- Sports Medicine Research Institute, University of Kentucky, Lexington, KY 40506, USA
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Hando BR, Scott WC, Bryant JF, Tchandja JN, Scott RM, Angadi SS. Association Between Markerless Motion Capture Screenings and Musculoskeletal Injury Risk for Military Trainees: A Large Cohort and Reliability Study. Orthop J Sports Med 2021; 9:23259671211041656. [PMID: 34734097 PMCID: PMC8558809 DOI: 10.1177/23259671211041656] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Accepted: 08/02/2021] [Indexed: 11/22/2022] Open
Abstract
Background: Markerless motion capture (MMC) systems used to screen for musculoskeletal injury (MSKI) risk have become popular in military and collegiate athletic settings. However, little is known regarding the test-retest reliability or, more importantly, the ability of these systems to accurately identify individuals at risk for MSKI. Purpose: To determine the association between scores from a proprietary MMC movement screen test and the likelihood of suffering a subsequent MSKI and establish the test-retest reliability of the MMC system used. Study Design: Cohort study; Level of evidence, 3. Methods: Trainees for the Air Force Special Warfare program underwent MMC screenings immediately before entering the 8-week training course. MSKI data were extracted from a database for the surveillance period for each trainee. Logistic regression analyses were performed to identify associations between baseline MMC scores and the likelihood of suffering any MSKI or, specifically, a lower extremity MSKI. The test-retest portion of the study collected MMC scores from 10 separate participants performing 4 trials of the standard test procedures. Reliability was assessed using intraclass correlation coefficients by a single rater. Results: Overall, 1570 trainees, of whom 800 (51%) suffered an MSKI, were included in the analysis. MMC scores poorly predicted the likelihood of any or a lower extremity MSKI (odds ratio, 1.01-1.02). Further, receiver operating characteristic curve analyses demonstrated poor sensitivity and specificity for prediction of MSKI with MMC scores (area under the curve = 0.53). Finally, intraclass correlation coefficients from the test-retest analysis of MMC scores ranged from 0.157 to 0.602. Conclusion: This MMC system displayed poor to moderate test-retest reliability and did not demonstrate the ability to discriminate between individuals who were and were not likely to suffer an MSKI.
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Affiliation(s)
- Ben R Hando
- US Air Force Special Warfare Training Wing, Joint Base San Antonio, Lackland, Texas, USA
| | - W Casan Scott
- US Air Force Special Warfare Training Wing, Joint Base San Antonio, Lackland, Texas, USA
| | - Jacob F Bryant
- US Air Force Special Warfare Training Wing, Joint Base San Antonio, Lackland, Texas, USA
| | - Juste N Tchandja
- US Air Force Special Warfare Training Wing, Joint Base San Antonio, Lackland, Texas, USA
| | - Ryan M Scott
- US Air Force 56th Fighter Wing Human Performance, Luke Air Force Base, Arizona, USA
| | - Siddharrtha S Angadi
- University of Virginia, School of Education and Human Development, Department of Kinesiology, Charlottesville, Virginia, USA
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Hearn DW, Kerr ZY, Wikstrom EA, Goss DL, Cameron KL, Marshall SW, Padua DA. Lower Extremity Musculoskeletal Injury in US Military Academy Cadet Basic Training: A Survival Analysis Evaluating Sex, History of Injury, and Body Mass Index. Orthop J Sports Med 2021; 9:23259671211039841. [PMID: 34660826 PMCID: PMC8511930 DOI: 10.1177/23259671211039841] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2021] [Accepted: 05/04/2021] [Indexed: 11/16/2022] Open
Abstract
Background Injury incidence for physically active populations with a high volume of physical load can exceed 79%. There is little existing research focused on timing of injury and how that timing differs based on certain risk factors. Purpose/Hypothesis The purpose of this study was to report both the incidence and timing of lower extremity injuries during cadet basic training. We hypothesized that women, those with a history of injury, and those in underweight and obese body mass index (BMI) categories would sustain lower extremity musculoskeletal injury earlier in the training period than men, those without injury history, and those in the normal-weight BMI category. Study Design Cohort study; Level of evidence, 2. Methods Cadets from the class of 2022, arriving in 2018, served as the study population. Baseline information on sex and injury history was collected via questionnaire, and BMI was calculated from height and weight taken during week 1 at the United States Military Academy. Categories were underweight (BMI <20), middleweight (20-29.99), and obese (≥30). Injury surveillance was performed over the first 60 days of training via electronic medical record review and monitoring. Kaplan-Meier survival curves were used to estimate group differences in time to the first musculoskeletal injury. Cox proportional hazard regression was used to estimate hazard ratios (HRs). Results A total of 595 cadets participated. The cohort was 76.8% male, with 29.9% reporting previous injury history and 93.3% having a BMI between 20 and 30. Overall, 16.3% of cadets (12.3% of male cadets and 29.7% of female cadets) experienced an injury during the follow-up period. Women experienced significantly greater incident injury than did men (P < .001). Separation of survival curves comparing the sexes and injury history occurred at weeks 3 and 4, respectively. Hazards for first musculoskeletal injury were significantly greater for women versus men (HR, 2.63; 95% CI, 1.76-3.94) and for those who reported a history of injury versus no injury history (HR, 1.76; 95% CI, 1.18-2.64). No differences were observed between BMI categories. Conclusion Female cadets and those reporting previous musculoskeletal injury demonstrated a greater hazard of musculoskeletal injury during cadet basic training. This study did not observe an association between BMI and injury.
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Affiliation(s)
- Darren W Hearn
- South College, Knoxville, Tennessee, USA.,Human Movement Science Curriculum, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA.,United States Army, Fort Bragg, North Carolina, USA
| | - Zachary Y Kerr
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Erik A Wikstrom
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Donald L Goss
- Department of Physical Therapy, High Point University, High Point, North Carolina, USA
| | - Kenneth L Cameron
- John Feagin Jr Sports Medicine Fellowship, Keller Army Hospital, United States Military Academy, West Point, New York, USA
| | - Stephen W Marshall
- Injury Prevention Research Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Darin A Padua
- Department of Exercise and Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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Laboratory Evaluation of Shell Add-On Products for American Football Helmets for Professional Linemen. Ann Biomed Eng 2021; 49:2747-2759. [PMID: 34378120 DOI: 10.1007/s10439-021-02842-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Accepted: 07/23/2021] [Indexed: 10/20/2022]
Abstract
The Guardian Cap NXT (GC NXT) and the ProTech Helmet Cap (ProTech) are commercially available aftermarket products designed to augment the energy attenuation characteristics of American football helmets. The ability of these helmet shell add-on products to mitigate the severity of impacts typically experienced by professional offensive and defensive linemen was evaluated for seven helmet models using two test series. In linear impactor tests, the GC NXT reduced head impact severity as measured by the head acceleration response metric (HARM) by 9% relative to the helmets only, while the ProTech reduced HARM by 5%. While both products significantly improved the performance of the football helmets tested overall, effects varied by impact condition and helmet model with the add-ons worsening helmet performance in some conditions. The GC NXT had a strong effect size (Cohen's d = 0.8) whereas the ProTech had a medium effect (Cohen's d = 0.5). A second study investigated add-on performance for helmet-to-helmet impacts with eccentric impact vectors and resulted in a mixture of increased and decreased HARM when either add-on was placed on one or both helmets. Estimated risk for serious neck injury with add-ons and without differed by less than 4% for these eccentric impacts.
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Sundstrom JN, Webber BJ, Delclos GL, Herbold JR, Gimeno Ruiz de Porras D. Musculoskeletal Injuries in US Air Force Security Forces, January 2009 to December 2018. J Occup Environ Med 2021; 63:673-678. [PMID: 33950044 PMCID: PMC8607196 DOI: 10.1097/jom.0000000000002207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To determine the incidence, types, and risk factors of musculoskeletal injuries in a military security forces population. METHODS Demographic and diagnostic data were retrieved on enlisted US Air Force security forces personnel who served on active duty between January 2009 and December 2018. Incidence rates and ratios were calculated using Poisson regression. RESULTS During 251,787 person-years of exposure, 62,489 personnel served on active duty. Of these, 40,771 (65.2%) were diagnosed with at least one musculoskeletal injury. The majority (60.1%) of the 164,078 unique musculoskeletal injuries were inflammation and pain secondary to overuse. After adjusting for other factors, women had a 31% higher injury rate than men, and those who were overweight and obese had 15% and 30% higher rates, respectively, than normal-weight peers. CONCLUSIONS Modifiable and non-modifiable factors contribute to musculoskeletal injuries in the security forces career field.
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Affiliation(s)
- Julia N Sundstrom
- The University of Texas Health Science Center at Houston, School of Public Health in San Antonio (Dr Sundstrom, Dr Herbold); U.S. Air Force School of Aerospace Medicine, Wright-Patterson AFB, Ohio (Dr Webber); The Office of Legislative Liaison, Congressional Correspondence Division, Office of the Secretary of the Air Force, Washington, DC (Dr Sundstrom); The University of Texas Health Science Center at Houston, School of Public Health, Southwest Center for Occupational and Environmental Health, Houston (Dr Delclos); The University of Texas Health Science Center at Houston, School of Public Health in San Antonio, Southwest Center for Occupational and Environmental Health (Dr Porras), San Antonio, Texas
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Roy TC, Richardson MD, Ritland BM, Cushing RE, Nguyen VT. The Occupational Military Neuromusculoskeletal Injury Matrix. Mil Med 2021; 187:e889-e897. [PMID: 34279035 DOI: 10.1093/milmed/usab300] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 04/27/2021] [Accepted: 07/09/2021] [Indexed: 11/14/2022] Open
Abstract
INTRODUCTION Neuromusculoskeletal injuries (NMSKIs) are the primary cause of ambulatory visits, lost duty days, and disability discharges in the U.S. Military. Methods for accurately grouping injury diagnoses are required to allow for surveillance and research identifying risk factors and prevention strategies. The CDC method of grouping these diagnoses includes only the S and T codes (Injury, poisoning, and certain other consequences of external causes) from the ICD-10-CM. However, this does not include the majority of the NMSKI depleting soldier readiness; the M (Disease of the musculoskeletal system and connective tissue) and G (Diseases of the nervous system) codes should be included as these also contain injuries. The goal was to develop a new matrix that would comprehensively capture all NMSKIs experienced by military personnel. This paper details the development of the Occupational Military Neuromusculoskeletal Injury (OMNI) Matrix and characterizes the number and rates of active duty U.S. Army injuries as measured by the OMNI compared to other matrices. MATERIALS AND METHODS A team of researchers including physical therapists, physician assistants, occupational therapists, physicians, and epidemiologists developed the OMNI. The OMNI utilizes the commonly accepted injury definition inclusive of any anatomical complaint resulting in pain or dysfunction and categorizes injuries from the G, M, S, and T codes. The OMNI follows the CDC's matrix structure with three body region levels, each becoming more specific, and adds two levels called Description of the Injury. Additionally, the OMNI categorizes injuries as Injury Type (Acute, Overuse, Either, or Not Applicable), NMSKI-Type (NMSKI, NMSKI that could be caused by occupational/training tasks, and not an NMSKI), and a miscellaneous category that demarks injuries as Superficial, Blood Vessels, and/or Internal Organs. The different grouping methods in the OMNI provide standardization for many possible injury case definitions. The OMNI allows these injury categories to be included/excluded in a standardized fashion to meet the researchers' scientific questions. To enumerate the number of NMSKI that would be captured by the available matrices, the OMNI, the CDC's matrix, and the U.S. Army Public Health Center's (APHC) Taxonomy of Injuries were applied to active duty Army outpatient population data and all incident NMSKI diagnostic codes entered in electronic medical provider encounters for calendar years 2017 and 2018. RESULTS Using the OMNI resulted in the capture of over 800,000 more injuries than the CDC's matrix and over 200,000 more than the APHC Taxonomy. The NMSKI rate utilizing the OMNI was 193 per 100 soldier-years in 2017 (892,780 NMSKI) compared to 23 per 100 soldier-years for the CDC's matrix, and 141 per 100 soldier-years for the APHC Taxonomy. CONCLUSION The OMNI provides an updated standardized method of assessing injuries, particularly in occupational military injury research, that can be utilized for Military Performance Division of injury across many countries and still allow for replication of methods and comparison of results. Additionally, the OMNI has the capacity to capture a greater burden of injury beyond what is captured by other available matrices.
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Affiliation(s)
- Tanja C Roy
- U.S. Army Research Institute of Environmental Medicine, Natick, MA 01760, USA
| | | | - Bradley M Ritland
- U.S. Army Research Institute of Environmental Medicine, Natick, MA 01760, USA
| | - Robin E Cushing
- U.S. Army Research Institute of Environmental Medicine, Natick, MA 01760, USA
| | - Vy T Nguyen
- U.S. Army Research Institute of Environmental Medicine, Natick, MA 01760, USA
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Orr R, Sakurai T, Scott J, Movshovich J, Dawes JJ, Lockie R, Schram B. The Use of Fitness Testing to Predict Occupational Performance in Tactical Personnel: A Critical Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:7480. [PMID: 34299926 PMCID: PMC8307946 DOI: 10.3390/ijerph18147480] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 07/03/2021] [Accepted: 07/08/2021] [Indexed: 11/16/2022]
Abstract
Tactical personnel work in an occupation that involves tasks requiring a high level of cardiovascular fitness as well as muscular strength and endurance. The aim of this literature review was to identify and critique studies investigating the relationship between physical fitness, quantified by fitness assessment measures, and occupational task performance. Databases were searched for relevant articles which assessed a fitness measure and a measure of occupational performance. A total of 15 articles were included and were deemed to be of acceptable methodological quality (8.4/12 on the Critical Appraisal Skills Programme checklist). Included articles assessed a variety of fitness attributes and occupational tasks. Across tactical groups, there appear to be no standardized fitness tests that can determine occupational performance, with aerobic fitness, anaerobic fitness, strength, endurance, power, and agility all being associated with occupational task performance. A wide range of fitness assessments appears to be required to predict occupational performance within tactical personnel. Efforts should be made to base fitness assessments on occupational demands unique to both the environment and requirements of each individual tactical unit.
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Affiliation(s)
- Robin Orr
- Faculty of Health Science and Medicine, Bond University, Robina, QLD 4229, Australia; (T.S.); (J.S.); (J.M.); (B.S.)
- Tactical Research Unit, Bond University, Robina, QLD 4229, Australia; (J.J.D.); (R.L.)
| | - Takato Sakurai
- Faculty of Health Science and Medicine, Bond University, Robina, QLD 4229, Australia; (T.S.); (J.S.); (J.M.); (B.S.)
| | - Jordan Scott
- Faculty of Health Science and Medicine, Bond University, Robina, QLD 4229, Australia; (T.S.); (J.S.); (J.M.); (B.S.)
| | - Jason Movshovich
- Faculty of Health Science and Medicine, Bond University, Robina, QLD 4229, Australia; (T.S.); (J.S.); (J.M.); (B.S.)
| | - J. Jay Dawes
- Tactical Research Unit, Bond University, Robina, QLD 4229, Australia; (J.J.D.); (R.L.)
- Health and Human Performance Faculty, Oklahoma State University, Stillwater, OK 74074, USA
| | - Robert Lockie
- Tactical Research Unit, Bond University, Robina, QLD 4229, Australia; (J.J.D.); (R.L.)
- Department of Kinesiology, California State University, Fullerton, CA 92835, USA
| | - Ben Schram
- Faculty of Health Science and Medicine, Bond University, Robina, QLD 4229, Australia; (T.S.); (J.S.); (J.M.); (B.S.)
- Tactical Research Unit, Bond University, Robina, QLD 4229, Australia; (J.J.D.); (R.L.)
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Profiling the Injuries Sustained by Police Trainees Undergoing Initial Training: A Retrospective Cohort Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18147335. [PMID: 34299785 PMCID: PMC8303487 DOI: 10.3390/ijerph18147335] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 07/05/2021] [Accepted: 07/06/2021] [Indexed: 11/16/2022]
Abstract
The tasks performed by police officers are unique, varied and can be performed in unexpected situations. Initial police college training is used to prepare new police officers to conduct these tasks and is known to be a time when police trainees are at an elevated risk of injury. The aim of this study was to profile injuries occurring within a national Police Force during initial training to inform injury prevention strategies. Using a retrospective cohort design, point-of-care injury data including injury body site, nature, mechanism, and the activity being performed at the time of injury were provided. A total of 564 injuries were recorded over the 22-month period, with the mean age of recruits reporting an injury being 28.83 years ± 6.9 years. The incidence of injuries ranged across training periods, from 456.25 to 3079 injuries per 1000 person-years with an overall incidence rate of 1550.15 injuries per 1000 person-years. The shoulder was the most injured site (n = 113, 20% of injuries), with sprains and strains being the most common nature of injury (n = 287, 50.9% of injuries). Muscular stress with physical exercise was the most common mechanism of injury (n = 175, 31.0% of injuries) with the activity responsible for the largest proportion of injuries being “unknown” (n = 256, 45.4% of injuries), followed by police training (n = 215, 38.1%). Injuries appear to be typically joint related—commonly the shoulder—with police training being a primary known activity at the time of injury. Prescreening protocols may be of benefit, and efforts should be made to recruit and train physically resilient trainees. Injuries, whether they occurred pre-enlistment or during training, should be fully rehabilitated prior to the individual’s commencement as a qualified officer.
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Rhon DI, Molloy JM, Monnier A, Hando BR, Newman PM. Much work remains to reach consensus on musculoskeletal injury risk in military service members: A systematic review with meta-analysis. Eur J Sport Sci 2021; 22:16-34. [PMID: 33993835 DOI: 10.1080/17461391.2021.1931464] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Musculoskeletal injuries are the most common reason military service members cannot perform their military duties. Not only are they costly and associated with long-term disability, often long after completion of military service, but injuries also adversely affect the military readiness of a nation. This can be seen as a threat to national security and part of the impetus behind many efforts to better understand, predict, and mitigate injury risk in the military. A systematic review of the literature published between 1995 and October 31, 2020 was conducted to identify significant risk factors of musculoskeletal injury in military populations across the world. 74 out of 170 eligible studies addressed comprehensive injuries, providing 994 unique risk factors. 46 of these studies provided data that could be included in a meta-analysis, which was possible for 15 predictor variables. Seven predictors were significant in meta-analysis: female sex(RR=1.46;95CI 1.30,1.64), high body mass index(RR=1.36;95CI 1.21,1.53), functional movement screen pain (RR=1.70;95CI 1.55,1.87) or scores ≤ 14(RR=1.42 95CI 1.29,1.56), prior injury(RR=1.54;95CI 1.32,1.80), slower running performance(RR=1.33;95CI 1.18,1.51), and poorer push-up performance(RR=1.15;95CI 1.04,1.27). Low BMI, height, weight, smoking, physical activity scores, and sit-up and jump performance were not significant risk factors in the meta-analysis. Most studies had a high risk of bias. Lack of raw data and large heterogeneity in definitions of predictors and injury outcomes limited comparison across many studies.Highlights Female sex, high body mass index, pain with functional movement screen or a score of ≤ 14, prior injury, slower running performance and poorer push-up performance were all significant predictors of musculoskeletal injury.Low body mass index, height, weight, smoking, physical activity scores, and sit-up and jump performance were not significant predictors of musculoskeletal injury.Many other predictors were present only in single studies, but large heterogeneity in definitions of both outcomes and predictors limited comparison across studies.Overall, studies assessing risk factors to predict musculoskeletal injuries in the military were at high risk for bias, especially in regards to statistical approaches.
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Affiliation(s)
- Daniel I Rhon
- Military Performance Division, United States Army Research Institute of Environmental Medicine (USARIEM), Natick, MA, USA.,Department of Rehab Medicine, Uniformed Services University of Health Sciences, Bethesda, MD, USA
| | - Joseph M Molloy
- Physical Performance Service Line, G 3/5/7, U.S. Army Office of the Surgeon General, Falls Church, VA, USA
| | - Andreas Monnier
- Military Academy Karlberg, Swedish Armed Forces, Solna, Sweden.,Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Huddinge, Sweden.,School of Education, Health and Social Studies, Dalarna University, Falun, Sweden
| | - Ben R Hando
- Human Performance Support Group, U.S. Air Force Special Warfare Training Wing, Joint Base San Antonio-Lackland, San Antonio, TX, USA
| | - Phillip M Newman
- University of Canberra, Research Institute for Sport and Exercise, Canberra, Australia
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Lovalekar M, Hauret K, Roy T, Taylor K, Blacker SD, Newman P, Yanovich R, Fleischmann C, Nindl BC, Jones B, Canham-Chervak M. Musculoskeletal injuries in military personnel-Descriptive epidemiology, risk factor identification, and prevention. J Sci Med Sport 2021; 24:963-969. [PMID: 33824080 DOI: 10.1016/j.jsams.2021.03.016] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2020] [Revised: 03/15/2021] [Accepted: 03/24/2021] [Indexed: 10/21/2022]
Abstract
OBJECTIVES To provide an overall perspective on musculoskeletal injury (MSI) epidemiology, risk factors, and preventive strategies in military personnel. DESIGN Narrative review. METHODS The thematic session on MSIs in military personnel at the 5th International Congress on Soldiers' Physical Performance (ICSPP) included eight presentations on the descriptive epidemiology, risk factor identification, and prevention of MSIs in military personnel. Additional topics presented were bone anabolism, machine learning analysis, and the effects of non-steroidal anti-inflammatory drugs (NSAIDs) on MSIs. This narrative review focuses on the thematic session topics and includes identification of gaps in existing literature, as well as areas for future study. RESULTS MSIs cause significant morbidity among military personnel. Physical training and occupational tasks are leading causes of MSI limited duty days (LDDs) for the U.S. Army. Recent studies have shown that MSIs are associated with the use of NSAIDs. Bone MSIs are very common in training; new imaging technology such as high resolution peripheral quantitative computed tomography allows visualization of bone microarchitecture and has been used to assess new bone formation during military training. Physical activity monitoring and machine learning have important applications in monitoring and informing evidence-based solutions to prevent MSIs. CONCLUSIONS Despite many years of research, MSIs continue to have a high incidence among military personnel. Areas for future research include quantifying exposure when determining MSI risk; understanding associations between health-related components of physical fitness and MSI occurrence; and application of innovative imaging, physical activity monitoring and data analysis techniques for MSI prevention and return to duty.
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Affiliation(s)
- Mita Lovalekar
- Department of Sports Medicine and Nutrition, School of Health and Rehabilitation Sciences, University of Pittsburgh, USA.
| | - Keith Hauret
- U.S. Army Public Health Center, Aberdeen Proving Ground, USA
| | - Tanja Roy
- U.S. Army Research Institute of Environmental Medicine, USA
| | - Kathryn Taylor
- U.S. Army Research Institute of Environmental Medicine, USA
| | | | | | - Ran Yanovich
- Institute of Military Physiology, Israel Defense Forces Medical Corps, Israel; Department of Military Medicine, Hebrew University School of Medicine, Israel
| | - Chen Fleischmann
- Institute of Military Physiology, Israel Defense Forces Medical Corps, Israel; Department of Military Medicine, Hebrew University School of Medicine, Israel
| | - Bradley C Nindl
- Department of Sports Medicine and Nutrition, School of Health and Rehabilitation Sciences, University of Pittsburgh, USA
| | - Bruce Jones
- U.S. Army Public Health Center, Aberdeen Proving Ground, USA
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Svorai Band S, Pantanowitz M, Funk S, Waddington G, Steinberg N. Factors associated with musculoskeletal injuries in an infantry commanders course. PHYSICIAN SPORTSMED 2021; 49:81-91. [PMID: 32511050 DOI: 10.1080/00913847.2020.1780098] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
OBJECTIVES To evaluate the prevalence of injuries among young combat soldiers as assessed and reported by the military physicians, and to investigate whether parameters such as anthropometric measures, postural balance, proprioceptive ability, and chronic ankle instability are related to injuries during and following an infantry commanders course. METHODS In this cross-sectional study, 165 soldiers were tested for anthropometric measurements, proprioceptive ability, and dynamic postural balance (DPB), as well as for their responses to an ankle stability questionnaire (CAIT), on three occasions: pre-course, middle-course, and end-course testing. All musculoskeletal injuries were assessed and recorded in the digital medical file of each participant by specialist military physicians before and during/following the course. RESULTS Ninety-eight soldiers (59.4%) were injured before the course. Forty soldiers (24.2%) incurred an injury during/following the course (with 33 out of the 40 [82.5%] soldiers that were injured during/following the course having also been injured before the course). Sixty soldiers had no injury before/during/following the course. A survival curve showed that half of the soldiers who were injured during/following the course (20 soldiers) were recorded as injured in the first half of the course (during the first 46 days of the 92-day course). Logistic regression showed that the pre-course parameters that were significant among injured soldiers compared with the non-injured soldiers were: low CAIT results (OR = 2.736, 95% CI = 1.178-6.354), high BMI (OR = 1.234, 95% CI = 1.082-1.406) and reduced proprioceptive ability (OR =.858, 95% CI =.797-.924). CONCLUSION With a high prevalence of soldiers injured during and following a commanders course, a somatosensory intervention program should be generalized into the practical daily preparation and training routines of the soldiers for improving somatosensory abilities, optimizing military physical readiness, and for preventing future musculoskeletal injuries.
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Affiliation(s)
| | - Michal Pantanowitz
- Wingate College of Physical Education and Sports Sciences, Wingate Institute , Netanya, Israel
| | - Shany Funk
- Combat Fitness Department, Doctrine and Research Branch, Israel Defense Forces , Israel
| | | | - Nili Steinberg
- Wingate College of Physical Education and Sports Sciences, Wingate Institute , Netanya, Israel
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Incident Musculoskeletal Conditions Among Men and Women Veterans Returning From Deployment. Med Care 2021; 58:1082-1090. [PMID: 32925458 DOI: 10.1097/mlr.0000000000001403] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Military service confers an increased risk for musculoskeletal (MSK) injury among women and men Veterans. OBJECTIVE The objective of this study was to determine the prevalence of MSK conditions at first visit to Veterans Affairs (VA), and the incidence rates of new MSK conditions in women and men Veterans with and without a baseline MSK condition. DESIGN A cohort study including Veterans whose end of last deployment was between October 1, 2001 and October 1, 2015. SUBJECTS A total of 765,465 Operation Enduring Freedom/Operation Iraqi Freedom/Operation New Dawn Veterans. MAIN OUTCOME MEASURES Prevalent and incident MSK conditions identified through the International Classification of Diseases, ninth Revision, Clinical Modification diagnostic codes. RESULTS Twenty-six percent of women and 29% of men present to the VA with a MSK condition. In those without an MSK diagnosis at baseline, the unadjusted rate of developing at least 1 MSK condition was 168 and 180 per 1000 person-year [hazard ratio (HR)=0.94; 95% confidence interval (CI)=0.92-0.95] in women and men. Women were more likely to develop newly diagnosed MSK conditions of the hip (HR=1.9; 95% CI=1.83-1.98) or the ankle/foot (HR=1.17; 95% CI=1.15-1.20) and less likely to develop MSK conditions of the upper extremity (HR=0.75; 95% CI=0.73-0.78), knee (HR=0.87; 95% CI=0.86-0.89), and spine (HR=0.94; 95% CI=0.93-0.96). In those with prevalent MSK conditions at baseline, the rate of developing a second MSK condition was higher in women than men (151 and 133/1000 person-year; HR=1.13; 95% CI=1.11-1.15). CONCLUSIONS A high proportion of Veterans present to the VA with MSK conditions. Women are less likely to develop conditions related to the upper extremities, spine or knee, and more likely to have conditions of the hip or ankle/foot.
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Stannard J, Fortington L. Musculoskeletal injury in military Special Operations Forces: a systematic review. BMJ Mil Health 2021; 167:255-265. [PMID: 33472812 DOI: 10.1136/bmjmilitary-2020-001692] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Revised: 11/24/2020] [Accepted: 11/29/2020] [Indexed: 02/02/2023]
Abstract
INTRODUCTION Special Operations Forces conduct military activities using specialised and unconventional techniques that offer a unique and complementary capability to conventional forces. These activities expose Special Operations Forces personnel to different injury risks in comparison with personnel in the conventional forces. Consequently, different injury patterns are expected in this population. The purpose of this research is to establish high-level evidence informing what is known about musculoskeletal injury epidemiology in Special Operations Forces. METHODS A systematic review was conducted using three online databases to identify original studies reporting musculoskeletal injury data in Special Operations Forces. A critical appraisal tool was applied to all included studies. Descriptive data were extracted for demographics, study design details and injuries (eg, injury frequency, injury type, body part injured, activity, mechanism, severity). Results were narratively synthesised. RESULTS Twenty-one studies were included. Trainees conducting qualification training had the highest injury frequency, up to 68% injured in a training period. The ankle, knee and lumbar spine were the most common body parts affected. Parachuting caused the most severe injuries. Physical training was the most common activity causing injury, accounting for up to 80% of injuries. Running and lifting were common injury mechanisms. Injury causation information was frequently not reported. Partially validated surveillance methods limited many studies. CONCLUSIONS Injuries are prevalent in Special Operation Forces. Future research should prioritise identifying injury causation information that supports prevention. Focus on improving surveillance methods to enhance the accuracy and comparison of results across cohorts is also recommended.
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Affiliation(s)
- Joanne Stannard
- School of Medical and Health Science, Edith Cowan University, Joondalup, Western Australia, Australia
| | - L Fortington
- School of Medical and Health Science, Edith Cowan University, Joondalup, Western Australia, Australia
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Dijksma I, Zimmermann WO, Bovens D, Lucas C, Stuiver MM. Despite an improved aerobic endurance, still high attrition rates in initially low-fit recruits-results of a randomised controlled trial. Contemp Clin Trials Commun 2020; 20:100679. [PMID: 34095602 PMCID: PMC8164132 DOI: 10.1016/j.conctc.2020.100679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 10/23/2020] [Accepted: 11/22/2020] [Indexed: 11/25/2022] Open
Abstract
Background Low baseline fitness of recruits entering basic military training (BMT) is associated with an increased risk of musculoskeletal injuries (MSIs) and attrition from training. Objective To determine the effects of a pre-training conditioning program (PCP) on aerobic endurance, incidence of musculoskeletal injuries (MSIs), and attrition rates in BMT of a special infantry unit of the Netherlands Armed Forces. Participants Recruits were considered eligible for this study when they were ‘low-fit’ at the start of BMT (time to complete a 2.7-km run ≥ 12′23″). Interventions ‘Low-fit’ recruits were deferred to a seven to twelve week—depending on the time between two consecutive training platoons—PCP consisting of functional training to improve several fitness domains. The control (CON) group started regular BMT without delay. Results Forty-nine recruits were included in this study; 26 in the PCP-group and 23 in the CON-group. Recruits who followed the PCP started BMT with better aerobic endurance than the CON-group who started BMT immediately (2.7 km run timings: PCP 11′32″, CON 13′16″). The risk of dropout was lower in the PCP-group (incidence density ratio (IDR) 0.63, 95%CI 0.32; 1.26), but dropout due to training-related MSIs was more frequent (IDR 1.23, 95%CI 0.32; 4.76 (per-protocol 0.94, 95%CI 0.24; 3.63), without statistically significant differences between the groups. Conclusion Although a PCP was effective to improve aerobic endurance in low-fit recruits to return to meet pre-enlistment fitness criteria, we could not demonstrate an effect on dropout from military training. Trial registration Dutch trial register Trial NL6791 (NTR6977) https://www.trialregister.nl/trial/6791. Low baseline fitness of recruits is associated with musculoskeletal injuries and dropout from military training. A pre-training conditioning program was capable of improving physical fitness in low-fit recruits. However, dropout from training remained high, perhaps due to common other causes. Future research should focus on identifying these physical, social and mental factors, and their interactions.
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Affiliation(s)
- I Dijksma
- Epidemiology and Data Science, Master Evidence Based Practice in Health Care, University of Amsterdam, Amsterdam, the Netherlands.,Physical Therapy Department, Medical Centre Airmobile Brigade, Royal Netherlands Army, Schaarsbergen, the Netherlands
| | - W O Zimmermann
- Department of Sports Medicine, Royal Netherlands Army, Utrecht, the Netherlands.,Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - D Bovens
- Department of Healthcare, Headquarters Royal Netherlands Army, Utrecht, the Netherlands
| | - C Lucas
- Epidemiology and Data Science, Master Evidence Based Practice in Health Care, University of Amsterdam, Amsterdam, the Netherlands
| | - M M Stuiver
- Epidemiology and Data Science, Master Evidence Based Practice in Health Care, University of Amsterdam, Amsterdam, the Netherlands
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Coltman CE, Steele JR, Spratford WA, Molloy RH. Are female soldiers satisfied with the fit and function of body armour? APPLIED ERGONOMICS 2020; 89:103197. [PMID: 32755739 DOI: 10.1016/j.apergo.2020.103197] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 05/01/2020] [Accepted: 06/19/2020] [Indexed: 06/11/2023]
Abstract
Design and development of contemporary military body armour has traditionally focused primarily on male soldiers. As the anthropometric body dimensions of male and female soldiers differ, we aimed to determine whether current body armour was meeting fit and functional requirements of female soldiers. One-hundred and forty-seven female Australian Defence Force soldiers completed a 59-item questionnaire regarding the fit and function of current body armour. Most (68%) participants reported wearing ill-fitting body armour, which was associated with increased total musculoskeletal pain and discomfort, as well as pain at the shoulders, abdomen, and hips. Body armour that was too large was more likely to interfere with task performance when it was integrated with a combat belt, as well as when female soldiers performed operationally representative tasks. Modifying body armour design and sizing to cater to the anthropometric dimensions of female soldiers is recommended.
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Affiliation(s)
- Celeste E Coltman
- University of Canberra Research Institute for Sport and Exercise, Faculty of Health, University of Canberra, Canberra, Australia.
| | - Julie R Steele
- Biomechanics Research Laboratory, School of Medicine, Faculty of Science, Medicine and Health, University of Wollongong, Wollongong, Australia
| | - Wayne A Spratford
- University of Canberra Research Institute for Sport and Exercise, Faculty of Health, University of Canberra, Canberra, Australia
| | - Richard H Molloy
- Human Systems Integration, Land Division, Defence Science and Technology Group, Department of Defence, Melbourne, Australia
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Drain JR, Debenedictis T, Bulmer S, Michael S. Comparison of Military Recruit and Incumbent Physical Characteristics and Performance: Potential Implications for Through-Career Individual Readiness and Occupational Performance. J Strength Cond Res 2020; 36:2536-2543. [PMID: 33136775 DOI: 10.1519/jsc.0000000000003846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Drain, JR, Debenedictis, T, Bulmer, S, and Michael, S. comparison of military recruit and incumbent physical characteristics and performance: Potential implications for through-career individual readiness and occupational performance. J Strength Cond Res XX(X): 000-000, 2020-After basic military training, physical training practices among incumbent personnel differ substantially, potentially precipitating varied physical capacity and operational readiness. The purpose of this retrospective investigation was to compare physical characteristics and physical performance between recruits and incumbent personnel. Data were collected for 222 army recruits (REC: 197 men/25 women) nearing completion of basic training and 280 incumbent army personnel from combat arms (CA: 142 men) and noncombat arms trades (NCA: 113 men/25 women). Height, mass, and body mass index (BMI) were recorded together with performance measures including predicted V[Combining Dot Above]O2max and 1 repetition maximum box lift. Compared with REC, male incumbents were older (21.8 ± 0.6 vs. 27.6 ± 1.2 years; mean ± 95% confidence interval), had greater body mass (77.6 ± 1.3 vs. 82.6 ± 1.5 kg) and BMI (24.2 ± 0.3 vs. 25.8 ± 0.5 kg·m), similar relative V[Combining Dot Above]O2max, and lower box lift (49.7 ± 1.4 vs. 47.2 ± 2.4 kg). Male CA demonstrated greatest physical performance while male NCA demonstrated the highest BMI and poorest physical performance. Compared with REC, female incumbents were older (22.8 ± 1.6 vs. 31.9 ± 4.4 years), had similar body mass, higher BMI (24.1 ± 0.7 vs. 26.1 ± 2.4 kg·m), as well as lower V[Combining Dot Above]O2max (42.0 ± 1.3 vs. 37.9 ± 2.1 ml·kg··min) and box lift (27.8 ± 2.1 vs. 23.3 ± 2.4 kg). More than 97% of men and approximately 75% of women were able to achieve the box lift and V[Combining Dot Above]O2max baseline standards. The older age category (26 + vs. 18-25 years) typically demonstrated higher BMI and lower physical performance. Through-career maintenance of physical capacity is important for military personnel to support individual readiness and occupational performance, preserve health, and mitigate musculoskeletal injury risk.
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Affiliation(s)
- Jace R Drain
- Defence Science and Technology Group, Fishermans Bend, Victoria, Australia
| | - Thomas Debenedictis
- Center for Human and Applied Physiology, University of Wollongong, Wollongong, Australia
| | - Sean Bulmer
- Defence Science and Technology Group, Fishermans Bend, Victoria, Australia
| | - Scott Michael
- Center for Human and Applied Physiology, University of Wollongong, Wollongong, Australia
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Chassé E, Laroche MA, Dufour CA, Guimond R, Lalonde F. Association Between Musculoskeletal Injuries and the Canadian Armed Forces Physical Employment Standard Proxy in Canadian Military Recruits. Mil Med 2020; 185:e1140-e1146. [PMID: 32383455 DOI: 10.1093/milmed/usaa011] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
INTRODUCTION Musculoskeletal injuries (MSKIs) and recruitment are major challenges faced by modern military forces. The Canadian Armed Forces uses a physical employment standard (PES) proxy to determine occupational fitness and job suitability. It is unknown whether the performance on the PES proxy can be also used as predictor of MSKIs. The purpose of this study was to investigate for relationships between age, sex, body composition, aerobic fitness, performance on the Canadian Armed Forces PES proxy (FORCE evaluation), and risk of sustaining a MSKI requiring intervention in the Training Rehabilitation Program (MSKI-TRP1) during Canadian Basic Military Qualification. MATERIALS AND METHODS This was a retrospective analysis of MSKIs in recruits introduced in the Training Rehabilitation Program (TRP1) in 2016 and 2017. A two-tailed t-test and a multivariate stepwise logistic regression were completed to investigate the interrelationships of sex, age, FORCE performance (20 m rushes, sandbag lift, intermittent loaded shuttles, sandbag drag) and health-related characteristics (waist circumference, predicted peak oxygen consumption [$\dot{V}$O2peak]), and odds for sustaining a MSKI-TRP. RESULTS The MSKI-TRP1 intervention rate observed was 4.3%. Rehabilitation duration was an average (SD) of 87 (76) days; nearly 80% of MSKI-TRP were lower body injuries. MSKI-TRP recruits were older, had a lower score on FORCE, and had a larger mean waist circumference and lower $\dot{V}$O2peak than non-TRP1 recruits (all P < 0.01). Recruits with performance lower than 1 SD below mean on the 20 m rushes, intermittent loaded shuttle, or sandbag drag were 2.69 (1.89-3.83), 2.74 (1.91-3.95), and 2.26 (1.52-3.37) times more likely to sustain a MSKI-TRP1, respectively (all P < 0.01). Recruits with $\dot{V}$O2peak lower than 1 SD below mean were also 2.19 (1.30-3.70) times more likely to sustain a MSKI-TRP. Neither sex, age, nor waist circumference impacted the risk of MSKI-TRP1 when controlling for FORCE performance. CONCLUSIONS The Canadian Armed Forces PES proxy performance can be used to assess the odds of sustaining a MSKI-TRP1 in Canadian military recruit training.
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Affiliation(s)
- Etienne Chassé
- Human Performance Research and Development, Canadian Forces Morale and Welfare Services, Ottawa, ON, Canada
| | - Marie-Andrée Laroche
- Personnel Support Program, Canadian Forces Leadership and Recruit School, Saint-Jean Garrison, Saint-Jean-sur-Richelieu, QC, Canada
| | - Carole-Anne Dufour
- 41 Canadian Forces Health Services Centre, Saint-Jean Garrison, Saint-Jean-sur-Richelieu, Canada
| | - Renaud Guimond
- 41 Canadian Forces Health Services Centre, Saint-Jean Garrison, Saint-Jean-sur-Richelieu, Canada
| | - François Lalonde
- Human Performance Research and Development, Canadian Forces Morale and Welfare Services, Ottawa, ON, Canada.,Operational Space Medicine and Astronaut Office, Canadian Space Agency, Government of Canada, St-Hubert, QC, Canada.,Department of Exercise Sciences, Faculty of Science, University of Quebec in Montreal (UQAM), Montreal, QC, Canada
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Tomes C, Schram B, Pope R, Orr R. What is the impact of fitness on injury risk during police academy training? A retrospective cohort study. BMC Sports Sci Med Rehabil 2020; 12:39. [PMID: 32655869 PMCID: PMC7339529 DOI: 10.1186/s13102-020-00188-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 06/29/2020] [Indexed: 11/25/2022]
Abstract
BACKGROUND In the conduct of their daily duties, law enforcement officers (LEO) are often required to perform dynamic, physically demanding tasks with little or no notice, sometimes at maximal levels of exertion. Given these requirements, training for prospective LEOs must be rigorous enough to ensure that when trainees graduate, they are competent in their response to crisis and resilient enough to maintain this for the span of their career. Therefore, based on previously reported effectiveness of fitness testing in predicting injury risk in predominantly military settings, the aim of this study was to investigate relationships between a physical ability test (PAT) and risk of injury during police recruit training. METHODS Retrospective PAT results and trainee injury records were obtained from a national police department and Mann-Whitney U tests were performed to investigate fitness differences between trainees who were, or were not, injured. Significant results were tested for effect size using Cliff's delta (CD). RESULTS Significant differences in mean performance between groups existed for the following PAT components: pushups (injured mean 32.94 ± 8.66 reps, uninjured mean 35.67 ± 9.04 reps, p = 0.01 CD + 0.11) and right-hand grip strength (injured mean 49.61 ± 12.51 kg, uninjured mean 52.12 ± 11.17 kg, p = 0.042 CD + 0.22) for all injuries; vertical jump height (injured mean 51.75 ± 7.54 cm, uninjured mean 55.06 ± 8.19 cm, p = 0.032 CD + 0.41) for lower limb injuries, and all measures of grip strength for trunk injury. CONCLUSIONS The results of this study suggest that a significant relationship between some PAT fitness components and injury risk exists during police recruit training.
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Affiliation(s)
- Colin Tomes
- Faculty of Health Sciences and Medicine, Bond University, Robina, Australia
| | - Ben Schram
- Faculty of Health Sciences and Medicine, Bond University, Robina, Australia
- Tactical Research Unit, Bond University, Robina, Australia
| | - Rodney Pope
- Tactical Research Unit, Bond University, Robina, Australia
- Faculty of Science, Charles Sturt University, Bathurst, Australia
| | - Robin Orr
- Faculty of Health Sciences and Medicine, Bond University, Robina, Australia
- Tactical Research Unit, Bond University, Robina, Australia
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Morse S, Talty K, Kuiper P, Scioletti M, Heymsfield SB, Atkinson RL, Thomas DM. Machine learning prediction of combat basic training injury from 3D body shape images. PLoS One 2020; 15:e0235017. [PMID: 32603356 PMCID: PMC7326186 DOI: 10.1371/journal.pone.0235017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Accepted: 06/05/2020] [Indexed: 11/18/2022] Open
Abstract
Introduction Athletes and military personnel are both at risk of disabling injuries due to extreme physical activity. A method to predict which individuals might be more susceptible to injury would be valuable, especially in the military where basic recruits may be discharged from service due to injury. We postulate that certain body characteristics may be used to predict risk of injury with physical activity. Methods US Army basic training recruits between the ages of 17 and 21 (N = 17,680, 28% female) were scanned for uniform fitting using the 3D body imaging scanner, Human Solutions of North America at Fort Jackson, SC. From the 3D body imaging scans, a database consisting of 161 anthropometric measurements per basic training recruit was used to predict the probability of discharge from the US Army due to injury. Predictions were made using logistic regression, random forest, and artificial neural network (ANN) models. Model comparison was done using the area under the curve (AUC) of a ROC curve. Results The ANN model outperformed two other models, (ANN, AUC = 0.70, [0.68,0.72], logistic regression AUC = 0.67, [0.62,0.72], random forest AUC = 0.65, [0.61,0.70]). Conclusions Body shape profiles generated from a three-dimensional body scanning imaging in military personnel predicted dischargeable physical injury. The ANN model can be programmed into the scanner to deliver instantaneous predictions of risk, which may provide an opportunity to intervene to prevent injury.
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Affiliation(s)
- Steven Morse
- United States Military Academy, West Point, New York, United States of America
| | - Kevin Talty
- United States Military Academy, West Point, New York, United States of America
| | - Patrick Kuiper
- United States Military Academy, West Point, New York, United States of America
| | - Michael Scioletti
- United States Military Academy, West Point, New York, United States of America
| | - Steven B. Heymsfield
- Pennington Biomedical Research Center, Baton Rouge, Louisiana, United States of America
| | - Richard L. Atkinson
- Division of Endocrinology and Metabolism, Virginia Commonwealth University School of Medicine, Richmond, Virginia, United States of America
| | - Diana M. Thomas
- United States Military Academy, West Point, New York, United States of America
- * E-mail:
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Differential recovery rates of fitness following U.S. Army Ranger training. J Sci Med Sport 2020; 23:529-534. [DOI: 10.1016/j.jsams.2019.12.010] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2019] [Revised: 12/10/2019] [Accepted: 12/12/2019] [Indexed: 11/22/2022]
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Bianchi FP, Labbate M, Castellana M, Stefanizzi P, De Nitto S, Notarnicola A, Tafuri S. Epidemiology of injuries among amateur athletes who attended fitness activities: the role of the qualification of the trainer. J Sports Med Phys Fitness 2020; 60:422-427. [DOI: 10.23736/s0022-4707.19.10068-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Yavnai N, Bar-Sela S, Pantanowitz M, Funk S, Waddington G, Simchas L, Svorai-Litvak S, Steinberg N. Incidence of injuries and factors related to injuries in combat soldiers. BMJ Mil Health 2020; 167:418-423. [DOI: 10.1136/jramc-2019-001312] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Revised: 11/30/2019] [Accepted: 12/10/2019] [Indexed: 11/04/2022]
Abstract
IntroductionMusculoskeletal injuries to the lower extremities are major factors contributing to drop out from military tasks. The aim of the present study was to determine the incidence of musculoskeletal injuries and the parameters that differentiate between the soldiers who incurred these injuries and those who did not along 14 weeks of an infantry commanders course.MethodsOne-hundred and sixty-eight participants were recruited from an infantry commanders course. The soldiers were tested before (pre), in the middle (middle) and at the end (last) of the course for anthropometric measurements, proprioceptive ability and dynamic postural balance (DPB), and filled out an ankle stability questionnaire (Cumberland Ankle Instability Tool (CAIT). A physiotherapist followed and recorded all musculoskeletal injuries incurred by the participants during the course.ResultsFifty-eight participants out of the 168 (34.5%) reported some pain/injury. Time effects were found for body mass index, DPB asymmetry, DPB in posterior-medial (P-M) direction and proprioception ability. Injury effects were found for DPB asymmetry, DPB in P-M direction, CAIT and proprioception ability. An interaction was found for proprioception ability. The Cox regression showed that the variables that are mostly effecting injuries were pretesting proprioception ability, DPB asymmetry and CAIT.ConclusionsMore than one out of three participants incurred musculoskeletal injuries, with deficits in proprioception ability, DPB and ankle stability in pretesting as major factors contributing to injuries. Further studies should look at the effect of specific exercises such as proprioception, DPB and ankle stability exercises for prevention and treatment of musculoskeletal injuries among combat soldiers.
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Foulis SA, Hughes JM, Friedl KE. New Concerns About Military Recruits with Metabolic Obesity but Normal Weight ("Skinny Fat"). Obesity (Silver Spring) 2020; 28:223. [PMID: 31970904 DOI: 10.1002/oby.22724] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Accepted: 11/20/2019] [Indexed: 12/20/2022]
Affiliation(s)
- Stephen A Foulis
- US Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
| | - Julie M Hughes
- US Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
| | - Karl E Friedl
- US Army Research Institute of Environmental Medicine, Natick, Massachusetts, USA
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Females and males use different hip and knee mechanics in response to symmetric military-relevant loads. J Biomech 2019; 95:109280. [DOI: 10.1016/j.jbiomech.2019.07.024] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2019] [Revised: 07/03/2019] [Accepted: 07/23/2019] [Indexed: 12/11/2022]
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