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Sanfilippo JL, Hoffmann CN, Haraldsdottir K, Steiner Q, Watson AM. The Associations Between Wellbeing and Injury Differ by Time Loss in Collegiate Athletes. Sports Health 2024; 16:363-369. [PMID: 37731254 PMCID: PMC11025510 DOI: 10.1177/19417381231198543] [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] [Indexed: 09/22/2023] Open
Abstract
BACKGROUND Self-reported wellbeing measures such as mood and soreness have been identified as predictors of injury risk. However, most research has focused on investigating time-loss injuries even though nontime-loss injuries are more prevalent. HYPOTHESIS Impairments in sleep and subjective wellbeing would be associated with increased injury for both time-loss and nontime-loss injuries. STUDY DESIGN Prospective longitudinal study. LEVEL OF EVIDENCE Level 3. METHODS During 2022, 127 athletes completed a daily survey that inquired about training load and sleep from the previous day along with mood, stress, and soreness on the current day. Incidence of injury was also monitored using documentation provided by athletes' respective athletic trainers. Mixed effect models were used to analyze the relationship between wellbeing and sleep measures with injury. RESULTS Self-reported wellbeing, based most closely on soreness the day of injury, by National Collegiate Athletic Association Division 1 collegiate athletes was predictive of time-loss injuries, whereas no significant relationship was identified for nontime-loss injuries. Specifically, 1 unit increase in soreness was associated with a 39% increase in odds of sustaining a time-loss injury. CONCLUSION This study found that subjective wellbeing and sleep have a different relationship with injury dependent upon whether the resulting injury leads to time loss. CLINICAL RELEVANCE Self-reported wellbeing appears to be a relevant predictor of injury among collegiate athletes for time-loss injuries.
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Affiliation(s)
| | - Courtney N. Hoffmann
- Badger Athletic Performance, University of Wisconsin-Madison, Madison, Wisconsin
| | - Kristin Haraldsdottir
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, Wisconsin
| | - Quinn Steiner
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, Wisconsin
| | - Andrew M. Watson
- Badger Athletic Performance, University of Wisconsin-Madison, Madison, Wisconsin
- Department of Orthopedics and Rehabilitation, University of Wisconsin-Madison, Madison, Wisconsin
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Heller HC, Herzog E, Brager A, Poe G, Allada R, Scheer FAJL, Carskadon M, de la Iglesia HO, Jang R, Montero A, Wright K, Mouraine P, Walker MP, Goel N, Hogenesch J, Van Gelder RN, Kriegsfeld L, Mah C, Colwell C, Zeitzer J, Grandner M, Jackson CL, Prichard JR, Kay SA, Paul K. The Negative Effects of Travel on Student Athletes Through Sleep and Circadian Disruption. J Biol Rhythms 2024; 39:5-19. [PMID: 37978840 PMCID: PMC11262807 DOI: 10.1177/07487304231207330] [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: 11/19/2023]
Abstract
Collegiate athletes must satisfy the academic obligations common to all undergraduates, but they have the additional structural and social stressors of extensive practice time, competition schedules, and frequent travel away from their home campus. Clearly such stressors can have negative impacts on both their academic and athletic performances as well as on their health. These concerns are made more acute by recent proposals and decisions to reorganize major collegiate athletic conferences. These rearrangements will require more multi-day travel that interferes with the academic work and personal schedules of athletes. Of particular concern is additional east-west travel that results in circadian rhythm disruptions commonly called jet lag that contribute to the loss of amount as well as quality of sleep. Circadian misalignment and sleep deprivation and/or sleep disturbances have profound effects on physical and mental health and performance. We, as concerned scientists and physicians with relevant expertise, developed this white paper to raise awareness of these challenges to the wellbeing of our student-athletes and their co-travelers. We also offer practical steps to mitigate the negative consequences of collegiate travel schedules. We discuss the importance of bedtime protocols, the availability of early afternoon naps, and adherence to scheduled lighting exposure protocols before, during, and after travel, with support from wearables and apps. We call upon departments of athletics to engage with sleep and circadian experts to advise and help design tailored implementation of these mitigating practices that could contribute to the current and long-term health and wellbeing of their students and their staff members.
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Affiliation(s)
- H. Craig Heller
- Department of Biology, Stanford University, Stanford, California, USA
| | - Erik Herzog
- Department of Biology, Washington University, St. Louis, Missouri, USA
| | - Allison Brager
- U.S. Army John F. Kennedy Special Warfare Center and School, Fort Bragg, North California, USA
| | - Gina Poe
- UCLA Brain Research Institute, Los Angeles, California, USA
| | - Ravi Allada
- Department of Neurobiology, Northwestern University, Chicago, Illinois, USA
| | - Frank A. J. L. Scheer
- Medical Chronobiology Program, Brigham and Women’s Hospital, Boston, Massachusetts, USA
| | - Mary Carskadon
- Department of Psychiatry and Human Behavior, Bradley Hospital, Brown University, Providence, Rhode Island, USA
| | | | - Rockelle Jang
- UCLA Brain Research Institute, Los Angeles, California, USA
| | - Ashley Montero
- Department of Psychology, Flinders University, Adelaide, SA, Australia
| | - Kenneth Wright
- Integrative Physiology, University of Colorado, Boulder, Colorado, USA
| | - Philippe Mouraine
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California, USA
| | - Matthew P. Walker
- Department of Psychology, University of California, Berkeley, California, USA
| | - Namni Goel
- Department of Psychiatry and Behavioral Sciences, Rush University, Chicago, Illinois, USA
| | - John Hogenesch
- Department of Genetics, Cincinnati University, Cincinnati, Ohio, USA
| | | | - Lance Kriegsfeld
- Department of Psychology, University of California, Berkeley, California, USA
| | - Cheri Mah
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California, USA
| | - Christopher Colwell
- Department of Psychiatry and Behavioral Sciences, University of California, Los Angeles, California, USA
| | - Jamie Zeitzer
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California, USA
| | | | - Chandra L. Jackson
- Epidemiology Branch, National Institute of Environmental Health Sciences, National Institutes of Health, Research Triangle Park, North Carolina, USA
- Division of Intramural Research, National Institute on Minority Health and Health Disparities, National Institutes of Health, Bethesda, Maryland, USA
| | | | - Steve A. Kay
- Keck School of Medicine, University of Southern California, Los Angeles, California, USA
| | - Ketema Paul
- Integrative Biology and Physiology, University of California, Los Angeles, California, USA
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Teahan C, Whyte EF, O'Connor S. Gaelic games players' awareness and use of, and attitudes towards injury prevention exercise programmes. Phys Ther Sport 2023; 64:17-26. [PMID: 37647826 DOI: 10.1016/j.ptsp.2023.08.003] [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: 02/22/2023] [Revised: 08/14/2023] [Accepted: 08/16/2023] [Indexed: 09/01/2023]
Abstract
OBJECTIVE The aim was to determine the awareness of and use of injury prevention exercise programmes (IPEPs) among adult Gaelic games players and to investigate Gaelic games players' attitudes to injury prevention and barriers and facilitators to successful IPEPs use. METHODS A recruitment email was sent to all clubs and county boards throughout Ireland (whose email was available online) and the survey was advertised on social media platforms. Adult players completed an anonymous survey, including awareness, use, and attitudes towards injury prevention and injuries. Frequencies and descriptive statistics were conducted, a chi-squared test was used to assess any differences in awareness and use of IPEPs, a Mann-Whitney U test was used to examine differences between groups for attitudes to injury prevention (men vs women; elite vs non-elite). RESULTS A third of players (32.4%) stated awareness of IPEPs. However, only 13.4% correctly identified one. A significantly greater number of men (35.7%) used IPEPs compared to women (26.5%) (p = 0.04). The Activate (65.5%) and GAA15 (32.5%) were most used. Players had a positive attitude towards injury prevention but agreed that injuries were an issue (68.2%) and stated that their coach didn't have enough knowledge how to use IPEPs was a large barrier (41.6%). CONCLUSION Despite this positive attitude to injury prevention and believing injuries are an issue, adoption remains low. Organisations/clubs should educate players on the benefits of using IPEPs and support structures put in place to gain greater implementation, which is critical to mitigating the risk of injury.
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Affiliation(s)
- Calvin Teahan
- Centre for Injury Prevention and Performance, School of Health and Human Performance, Dublin City University, Dublin, Ireland.
| | - Enda F Whyte
- Centre for Injury Prevention and Performance, School of Health and Human Performance, Dublin City University, Dublin, Ireland
| | - Siobhán O'Connor
- Centre for Injury Prevention and Performance, School of Health and Human Performance, Dublin City University, Dublin, Ireland
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Wenjuan Hu. The Application of Artificial Intelligence and Big Data Technology in Basketball Sports Training. ICST TRANSACTIONS ON SCALABLE INFORMATION SYSTEMS 2023. [DOI: 10.4108/eetsis.v10i3.3046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/01/2023]
Abstract
INTRODUCTION: Basketball involves a wide variety of complex human motions. Thus, recognizing them with Precision is essential for both training and competition. The subjective perceptions and experiences of the trainers are heavily relied upon while training players. Big data and Artificial Intelligence (AI) technology may be utilized to track athlete training. Sensing their motions may also help instructors make choices that dramatically improve athletic ability.
OBJECTIVES: This research paper developed an Action Recognition technique for teaching basketball players using Big Data, and CapsNet called ARBIGNet
METHODS: The technique uses a network that is trained using large amounts of data from basketball games called a Whale Optimized Artificial Neural Network (WO-ANN) which is collected using capsules. In order to determine the spatiotemporal information aspects of basketball sports training from videos, this study first employs the Convolution Random Forest (ConvRF) unit. The second accomplishment of this study is creating the Attention Random Forest (AttRF) unit, which combines the RF with the attention mechanism. The study used big data analytics for fast data transmissions. The unit scans each site randomly, focusing more on the region where the activity occurs. The network architecture is then created by enhancing the standard encoder-decoder paradigm. Then, using the Enhanced Darknet network model, the spatiotemporal data in the video is encoded. The AttRF structure is replaced by the standard RF at the decoding step. The ARBIGNet architecture is created by combining these components.
RESULTS: The efficiency of the suggested strategy implemented on action recognition in basketball sports training has been tested via experiments, which have yielded 95.5% mAP and 98.8% accuracy.
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Ritland BM, Judkins JL, Naylor JA, Kardouni JR, Pasiakos SM, Jayne JM. The relationship between sleep, pain,and musculoskeletal injuries in US Army Soldiers. BMJ Mil Health 2023:e002281. [PMID: 36792225 DOI: 10.1136/military-2022-002281] [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: 10/07/2022] [Accepted: 12/27/2022] [Indexed: 02/17/2023]
Abstract
INTRODUCTION The purpose of this study was to investigate the relationship between sleep and pain in military personnel and to determine if metrics of sleep and pain intensity differ between the injured and uninjured in this population. METHODS Active-duty US Army Soldiers (n=308; 26.8±6.5 years, 82% male) from the 2nd Infantry Division, Joint Base Lewis-McChord, Washington, and 101st Airborne Division, Fort Campbell, Kentucky, completed the Pittsburgh Sleep Quality Index (PSQI), Epworth Sleepiness Scale (ESS), and questionnaires about current musculoskeletal injuries and pain intensity (0=no pain to 10=worst imaginable pain). Pearson correlation coefficients were used to assess the association between pain and sleep. Differences in sleep and pain between injured and uninjured participants were determined using an analysis of covariance. RESULTS Pain intensity was positively correlated with sleep quality (global PSQI score, r=0.337, p<0.001) and daytime sleepiness (ESS score, r=0.163, p=0.005), and negatively associated with sleep duration (r=-0.118, p=0.039). Injured participants accounted for 37.7% (n=116) of the study population. Injured participants reported greater pain intensity (3.7±2.5 vs 1.3±1.9, p<0.001), were older (28.5±7.4 years vs 25.8±5.7 years, p=0.001) and in the service longer (6.3±6.3 years vs 4.6±4.7 years, p=0.013) than uninjured participants. Injured participants had higher global PSQI scores (9.0±4.1 vs 6.4±3.4, p<0.001), including each of the seven PSQI components (all p<0.050), and reported sleeping less per night than uninjured participants (5.7±1.3 hours vs 6.1±1.2 hours, p=0.026). CONCLUSION These data demonstrate that pain intensity is associated with sleep in active-duty US Army Soldiers and that those who report a musculoskeletal injury, regardless of age and time in service, report poorer sleep quality, shorter sleep durations, and greater levels of pain than uninjured Soldiers.
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Affiliation(s)
- Bradley M Ritland
- Military Performance Division, United States Army Research Institute of Environmental Medicine, Natick, Massachusetts, 01760, USA
| | - J L Judkins
- Military Performance Division, United States Army Research Institute of Environmental Medicine, Natick, Massachusetts, 01760, USA
| | - J A Naylor
- US Army Forces Command, Tacoma, Washington, 98433, USA
| | - J R Kardouni
- US Army Forces Command, Fort Bragg, North Carolina, 28310, USA
| | - S M Pasiakos
- Military Performance Division, United States Army Research Institute of Environmental Medicine, Natick, Massachusetts, 01760, USA
| | - J M Jayne
- Military Nutrition Division, United States Army Research Institute of Environmental Medicine, Natick, Massachusetts, 01760, USA
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dos Santos Quaresma MVL, Marques CG, Magalhães ACO, Cirillo L, Ciudi RB, Oliveira LS, dos Santos RVT, Nakamoto FP. Prevalence of dietary supplement consumption among CrossFit practitioners. NUTRIRE : REVISTA DE SOCIEDADE BRASILEIRA DE ALIMENTACAO E NUTRICAO = JOURNAL OF THE BRAZILIAN SOCIETY OF FOOD AND NUTRITION 2023; 48:9. [PMID: 38625281 PMCID: PMC9924833 DOI: 10.1186/s41110-023-00193-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 02/02/2023] [Indexed: 02/15/2023]
Abstract
Purpose We aimed to verify the prevalence of dietary supplements among CrossFit practitioners (CFPs), considering gender and training status. Still, we aimed to determine the type, reasons, and associated factors of dietary supplement utilization among CFPs. Methods This is a cross-sectional, exploratory, and descriptive study with the snowball sampling method. Data were collected through online questionnaires using the Google Forms® tool. We included CFPs aged 18-64 years, from Aug 1, 2020, to Sept 31, 2020. The questionnaire contained questions to assess the prevalence, type, and reasons for supplement use; also, we assessed information about sociodemographic variables and the prevalence of the main chronic morbidities. To analyze aspects of eating behavior and sleep-related parameters, we applied the three-factor eating questionnaire (TFEQ)-R21 and the Pittsburgh Sleep Quality Index questionnaire (PSQI), respectively. Results We assessed one hundred twelve (n = 112; 57 men; 55 women) CFPs (28.9 ± 7.64 years old; body mass index (BMI), 25.5 ± 4.83 kg/m2). Eighty-seven (50 men; 37 women; 28.2 ± 6.66 years old; BMI, 25.4 ± 4.55 kg/m2) reported using dietary supplements. Whey protein was the most used supplement (n = 70), followed by creatine (n = 54). Cognitive restraint (a dimension of eating behavior) score was higher in supplement users than in non-users (51.7 ± 18.6 vs. 42.6 ± 20.5; p = 0.040). Sleep-related parameters did not differ between supplement users and non-users. The most associated factors to supplement use were sex (being man; OR, 7.99; p = 0.007), sleep quality (poor; OR, 5.27; p = 0.045), CrossFit level (as prescribed (RX); OR, 4.51; p = 0.031), and cognitive restraint (OR, 1.03; p = 0.029). Conclusion The CFPs, especially RX and Elite ones, showed a higher prevalence of supplement utilization. Anabolic-related supplements (i.e., whey protein and creatine) were the most used; moreover, several CFPs used supplements not supported by scientific evidence. Cognitive restraint score was higher in supplement users than in non-users. RX level, being men, and poor sleep quality were associated with supplement utilization. These data draw attention to the necessity of nutritional education for CrossFit coaches and athletes. Broader studies are necessary to confirm our findings.
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Affiliation(s)
| | | | - Ana Carolina Oumatu Magalhães
- Centro Universitário São Camilo, Curso de Nutrição, São Paulo, SP Brazil
- Departamento de Psicobiologia, Universidade Federal de São Paulo, São Paulo, SP Brazil
| | - Letícia Cirillo
- Centro Universitário São Camilo, Curso de Nutrição, São Paulo, SP Brazil
| | | | | | - Ronaldo Vagner Thomatieli dos Santos
- Departamento de Psicobiologia, Universidade Federal de São Paulo, São Paulo, SP Brazil
- Departamento de Biociências, Universidade Federal de São Paulo, Santos, SP Brazil
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Chen L. IMPACTS OF AEROBICS AND CHEERLEADING ON HIGH SCHOOL STUDENTS. REV BRAS MED ESPORTE 2023. [DOI: 10.1590/1517-8692202329012022_0465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
ABSTRACT Introduction: Aerobic gymnastics and cheerleading are two sports most high school students are familiar with. Cheerleading is a relatively new sport. Few academic studies are comparing the effects of aerobic training with cheerleading on changes in the fitness of female students in high school. Objective: This paper explores the impacts on fitness by comparing aerobic training and cheerleading in high school girls. Methods: 90 female high school students were selected by random sampling. The three groups of volunteers had their physical fitness measured before and after the test. The research analyzes the obtained data by employing mathematical statistics. Results: The content of protein, muscle, and inorganic salts in the aerobics group and cheerleading group was significantly higher than in the control group, and the obesity rate was significantly lower than the control group in both intervention groups. The percentage of protein, muscle, and lipid in the cheerleading group was the best among the three groups. Conclusion: Both cheerleading and aerobics can improve the physical quality of high school girls. Cheerleading had a good effect on improving physical fitness due to its wide range of movements. Level of evidence II; Therapeutic studies - investigation of treatment outcomes.
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Knapik JJ, Caldwell JA, Steelman RA, Trone DW, Farina EK, Lieberman HR. Short sleep duration is associated with a wide variety of medical conditions among United States military service members. Sleep Med 2023; 101:283-295. [PMID: 36470164 DOI: 10.1016/j.sleep.2022.11.015] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 11/11/2022] [Accepted: 11/14/2022] [Indexed: 11/23/2022]
Abstract
OBJECTIVES This cross-sectional study investigated self-reported sleep duration and its association with a comprehensive range of clinically-diagnosed medical condition categories (CDMCs), as well as the relationship between short sleep duration (≤6 h) and demographic/lifestyle factors, among United States military service members (SMs). METHODS A stratified random sample of SMs (n = 20,819) completed an online questionnaire on usual daily hours of sleep and demographic/lifestyle characteristics. CDMCs for a six-month period prior to questionnaire completion were obtained from a comprehensive military electronic medical surveillance system and grouped into 33 CDMCs covering both broad and specific medical conditions. Prevalence of CDMCs was compared among three sleep duration categories (≤4, 5-6 and ≥7 h). RESULTS SMs reported a mean ± standard deviation of 6.3 ± 1.4 h of sleep per day. After adjustment for demographic/lifestyle characteristics, shorter sleep duration was associated with higher odds of a medical condition in 25 of 33 CDMCs, with most (n = 20) demonstrating a dose-response relationship. The five CDMCs with the largest differences between ≤4 vs ≥ 7 h sleep were: diseases of the nervous system (odds ratio [OR] = 2.9, 95% confidence interval [95%CI] = 2.4-3.4), mental/behavioral diseases (OR = 2.7, 95%CI = 2.3-3.2), diseases of the musculoskeletal system (OR = 1.9, 95%CI = 1.6-2.1), diseases of the circulatory system (OR = 1.7, 95%CI = 1.3-2.2), and diseases of the digestive system (OR = 1.6, 95%CI = 1.2-2.0). Six hours of sleep or less was independently associated with older age, less formal education, race, Hispanic ethnicity, higher body mass index, smoking, and military service branch. CONCLUSIONS In this young, physically active population, reporting shorter sleep duration was associated with a higher risk of multiple CDMCs.
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Affiliation(s)
- Joseph J Knapik
- Military Nutrition Division, U.S. Army Research Institute of Environmental Medicine, 10 General Greene Ave, Natick, MA, 01760, USA.
| | - John A Caldwell
- Military Nutrition Division, U.S. Army Research Institute of Environmental Medicine, 10 General Greene Ave, Natick, MA, 01760, USA; Laulima Government Solutions, 5301 Buckystown Pike, STE 460, Frederick, MD, 21704, USA
| | - Ryan A Steelman
- U.S. Army Public Health Center, 8252 Blackhawk Rd, Aberdeen Proving Ground, MD, 21010, USA
| | - Daniel W Trone
- Naval Health Research Center, Building 329, Ryne Rd, San Diego, CA, 92152, USA
| | - Emily K Farina
- Military Nutrition Division, U.S. Army Research Institute of Environmental Medicine, 10 General Greene Ave, Natick, MA, 01760, USA
| | - Harris R Lieberman
- Military Nutrition Division, U.S. Army Research Institute of Environmental Medicine, 10 General Greene Ave, Natick, MA, 01760, USA
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Knowles OE, Drinkwater EJ, Roberts SSH, Alexander SE, Abbott G, Garnham A, Lamon S, Aisbett B. Sustained Sleep Restriction Reduces Resistance Exercise Quality and Quantity in Females. Med Sci Sports Exerc 2022; 54:2167-2177. [PMID: 36136596 DOI: 10.1249/mss.0000000000003000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
INTRODUCTION Female athletes sleep less and report more sleep problems than their male counterparts. Inadequate sleep reduces maximal strength in male athletes; however, little is known about the impact of sleep restriction (SR) on the quantity and quality of resistance exercise performed by female athletes. This study investigated the effect of nine nights of moderate SR on repeated resistance exercise performance, hormonal responses, and perceived fatigue in females. METHODS Ten healthy, resistance-trained, eumenorrheic females age 18-35 yr underwent nine nights of SR (5-h time in bed) and normal sleep (NS; ≥7-h time in bed) in a randomized, crossover fashion with a minimum 6-wk washout. Participants completed four resistance exercise sessions per trial, with blood samples collected before and after exercise. Exercise performance was assessed using volume load, reactive strength index, and mean concentric velocity with rating of perceived exertion recorded after exercise. Participants completed awakening saliva sampling and the Multi-component Training Distress Scale daily. RESULTS Volume load decreased trivially (<1%, P < 0.05) with SR. Mean concentric velocity per set was slower during SR for the lower-body (up to 15%, P < 0.05), but not the upper-body, compound lifts. Intraset velocity loss was up to 7% greater during SR for back squats ( P < 0.05). SR increased salivary cortisol area under the curve (by 42%), total training distress (by 84%), and session perceived exertion (by 11%). CONCLUSIONS Sustained SR reduces markers of resistance exercise quality (bar velocity) more than quantity (volume load) and increases perceived effort at the same relative intensity in resistance-trained females. Markers of exercise quality and internal load may be more sensitive than volume load, to advise coaches to the decline in lifting performance for female athletes experiencing SR.
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Affiliation(s)
- Olivia E Knowles
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, AUSTRALIA
| | - Eric J Drinkwater
- Centre for Sport Research (CSR), School of Exercise and Nutrition Sciences, Deakin University, Geelong, AUSTRALIA
| | - Spencer S H Roberts
- Centre for Sport Research (CSR), School of Exercise and Nutrition Sciences, Deakin University, Geelong, AUSTRALIA
| | - Sarah E Alexander
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, AUSTRALIA
| | - Gavin Abbott
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, AUSTRALIA
| | - Andrew Garnham
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, AUSTRALIA
| | - Séverine Lamon
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, AUSTRALIA
| | - Brad Aisbett
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, AUSTRALIA
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Dhanke JA, Maurya RK, Navaneethan S, Mavaluru D, Nuhmani S, Mishra N, Venugopal E. Recurrent Neural Model to Analyze the Effect of Physical Training and Treatment in Relation to Sports Injuries. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022; 2022:1359714. [PMID: 36210988 PMCID: PMC9546649 DOI: 10.1155/2022/1359714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/09/2022] [Revised: 08/23/2022] [Accepted: 08/26/2022] [Indexed: 12/01/2022]
Abstract
Artificial intelligence has rapidly grown and has made the scenario that no field can function without it. Like every field, it also plays a vital role in the sports field nowadays. In certain sports, injuries happen very often due to heavy training and sudden speedy actions, especially in athletics and football. Here arises a need to analyze the effect of physical training in sportsperson by collecting data from their daily training. With the help of artificial intelligence, a recurrent neural model is developed to analyze the effect of physical training and treatment concerning sports injury. A Recurrent Neural Network (RNN) can be a subsection of Artificial Neural Networks (ANN) that uses the neural nodes connected in a temporal sequence. The temporal sequence is one of the essential terms in this research, which denotes a data sequence of events in a given timeframe. The recurrent neural model is an intelligent machine learning method that comprises a neural schema replicating humans. This neural schema studies the data it collects from the athletes/players and processes it by analyzing previous injuries. Sports injuries have to be analyzed because, in some cases, it becomes more dangerous to the sportsperson that they may even lose their career due to disability. Sometimes it may cause a massive loss to the club or company that hired the sportsperson for the sport. The prediction process can give the player rest until he recovers, thus becoming the safest approach in sports. Therefore, it is essential to analyze the sportsperson's track data to keep an eye on his health. In this research, RNN model is compared with the existing Support Vector Machine (SVM) in concerning to the effect of physical training and treatment for sports. The results show that the proposed model has achieved 99% accuracy, which is higher than the existing algorithm.
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Affiliation(s)
- Jyoti A. Dhanke
- Department of Science (Mathematics), Bharati Vidyapeeth's College of Engineering, Lavale, Pune 412115, India
| | - Rajesh Kumar Maurya
- Department of Computer Applications, ABES Engineering College, Ghaziabad 201009, Uttar Pradesh, India
| | - S. Navaneethan
- Department of Electronics and Communication Engineering, Saveetha Engineering College, Chennai, Tamil Nadu, India
| | - Dinesh Mavaluru
- Department of Information Technology, College of Computing and Informatics, Saudi Electronic University, Riyadh, Saudi Arabia
| | - Shibili Nuhmani
- Department of Physical Therapy, Imam Abdulrahman Bin Faisal University, Dammam 34212, Saudi Arabia
| | - Nilamadhab Mishra
- School of Computing Science and Engineering, VIT Bhopal University, Madhya Pradesh 466114, India
| | - Ellappan Venugopal
- Department of Electronics and Communication Engineering, School of Electrical Engineering and Computing, Adama Science and Technology University, Adama, Ethiopia
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Lisman P, Ritland BM, Burke TM, Sweeney L, Dobrosielski DA. The Association Between Sleep and Musculoskeletal Injuries in Military Personnel: A Systematic Review. Mil Med 2022; 187:1318-1329. [PMID: 35544342 DOI: 10.1093/milmed/usac118] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Revised: 04/08/2022] [Accepted: 04/18/2022] [Indexed: 11/14/2022] Open
Abstract
INTRODUCTION Musculoskeletal injuries (MSKIs) are a significant health problem in the military. Accordingly, identifying risk factors associated with MSKI to develop targeted strategies that attenuate injury risk remains a top priority within the military. Insufficient sleep has garnered increased attention as a potential risk factor for MSKI in both civilians and military personnel. Yet, there are no systematic evaluations of the potential association between sleep and MSKI in the military. The purpose of this review is to examine the relationship between sleep and injury in military personnel. MATERIALS AND METHODS Literature searches were performed in multiple electronic databases using keywords relevant to sleep quantity and quality, MSKI, and military populations. Two investigators independently assessed the methodological quality of each study using the Newcastle-Ottawa Scale for cohort studies or an adapted form of this scale for cross-sectional studies. RESULTS The search yielded 2402 total citations, with 8 studies (3 cohort and 5 cross-sectional) fitting the inclusion criteria. Overall, the systematic review found 5 of the 8 reviewed studies supporting an association between sleep (quality and duration) and MSKI in military personnel. Specifically, poor sleep was associated with increased injury incidence in 2 cohort and 3 cross-sectional studies. CONCLUSION This is the first systematic review to evaluate the published literature on the association between sleep and MSKI risk in military populations. Although there is currently limited research on this topic, findings suggest that sleep is associated with MSKI and should be considered when designing strategies aimed at reducing MSKI risk in military personnel.
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Affiliation(s)
- Peter Lisman
- Department of Kinesiology, Towson University, Towson, MD 21252, USA.,Towson Research Academy of Collaborative Sport Science (TRACS), Towson University, Towson, MD 21252, USA
| | - Bradley M Ritland
- Military Performance Division, United States Army Research Institute of Environmental Medicine, Natick, MA 01760, USA
| | - Tina M Burke
- Behavior Biology Branch, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Lisa Sweeney
- Department of Library Services, Towson University, Towson, MD 21252, USA
| | - Devon A Dobrosielski
- Department of Kinesiology, Towson University, Towson, MD 21252, USA.,Towson Research Academy of Collaborative Sport Science (TRACS), Towson University, Towson, MD 21252, USA
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Tannoubi A, Guelmami N, Bonsaksen T, Chalghaf N, Azaiez F, Bragazzi NL. Development and Preliminary Validation of the Physical Education-Study Process Questionnaire : Insights for Physical Education University Students. Front Public Health 2022; 10:856167. [PMID: 35372201 PMCID: PMC8968756 DOI: 10.3389/fpubh.2022.856167] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2022] [Accepted: 02/21/2022] [Indexed: 11/13/2022] Open
Abstract
Background The Revised Two Factor Study Process Questionnaire (R-SPQ-2F) is used to examine students' study approaches in higher education. The questionnaire is designed to measure two factors: deep and surface approaches. In order to measure these approaches for students in physical education and sport, a new measurement instrument should take into consideration the practical context of this field of education that makes it specific to other fields. Objective The present study aims (a) to develop and empirical test of a new instrument for measuring the study process in physical education and sports students, and (b) to test psychometric properties of the tool. Methods Two exploratory and confirmatory samples of physical education students enrolled in a bachelor's degree program in physical education at the High Institute of Physical Education and Sports of Kef-Tunisia, aged 19-26 years, were recruited online among female students (n = 414) and male students (n = 393). The participants filled in Google Form survey including Physical Education-Study Process Questionnaire (PE-SPQ) and the Arabic version of the Revised Study Process Questionnaire-2 Factors (R-SPQ-2F). Results Exploratory factor analysis showed a suitable four factors solution, which is approved by confirmatory factor analysis indices [χ2 = 466.47, TLI = 0.94, CFI = 0.95; RMSEA = 0.56 IC 90% (0.050-0.062)]. Internal consistency of the PE-SPQ simultaneously checked by McDonald's ω, Cronbach's α and Gutmann's λ6 showed good reliability of the PE-SPQ. Convergent validity examined by Average variance extracted (AVE) was good. The comparison between the AVE root mean square and Pearson correlation coefficients of each factor with his indicators reveals the discriminant validity of the PE-SPQ. Furthermore, Pearson's correlation between the PE-SPQ factors and the R-SPQ-2F establishes the concurrent validity of the new scale. Conclusion The PE-SPQ scale is valid and reliable and can be used to assess study process factors in physical education students.
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Affiliation(s)
- Amayra Tannoubi
- Department of Human and Social Sciences, Higher Institute of Sport and Physical Education of Kef, University of Jendouba, Jendouba, Tunisia
- Group for the Study of Development and Social Environment (GEDES), Faculty of Human and Social Science of Sfax, Sfax, Tunisia
- Department of Health Sciences, Postgraduate School of Public Health, University of Genoa, Genoa, Italy
- Department of Human Sciences, Higher Institute of Sport and Physical Education of Sfax, University of Sfax, Sfax, Tunisia
| | - Noomen Guelmami
- Department of Human and Social Sciences, Higher Institute of Sport and Physical Education of Kef, University of Jendouba, Jendouba, Tunisia
- Group for the Study of Development and Social Environment (GEDES), Faculty of Human and Social Science of Sfax, Sfax, Tunisia
- Department of Health Sciences, Postgraduate School of Public Health, University of Genoa, Genoa, Italy
| | - Tore Bonsaksen
- Department of Health and Nursing Science, Faculty of Social and Health Studies, Inland Norway University of Applied Sciences, Elverum, Norway
- Department of Health, Faculty of Health Studies, VID Specialized University, Sandnes, Norway
| | - Nasr Chalghaf
- Group for the Study of Development and Social Environment (GEDES), Faculty of Human and Social Science of Sfax, Sfax, Tunisia
- Department of Health Sciences, Postgraduate School of Public Health, University of Genoa, Genoa, Italy
- Department of Human Sciences, Higher Institute of Sport and Physical Education of Sfax, University of Sfax, Sfax, Tunisia
| | - Fairouz Azaiez
- Group for the Study of Development and Social Environment (GEDES), Faculty of Human and Social Science of Sfax, Sfax, Tunisia
- Department of Health Sciences, Postgraduate School of Public Health, University of Genoa, Genoa, Italy
- Department of Human Sciences, Higher Institute of Sport and Physical Education of Sfax, University of Sfax, Sfax, Tunisia
| | - Nicola Luigi Bragazzi
- Department of Health Sciences, Postgraduate School of Public Health, University of Genoa, Genoa, Italy
- Department of Mathematics and Statistics, York University, Toronto, ON, Canada
- Department of Neuroscience, University of Genoa, Genoa, Italy
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