Pub Date : 2024-11-01Epub Date: 2024-09-03DOI: 10.1007/s40279-024-02092-3
Lorenzo Lolli, Alan Batterham, Kathryn Weston, Greg Atkinson
{"title":"Authors' Reply to Nevill and Wyon: \"Size Exponents for Scaling Maximal Oxygen Uptake in Over 6500 Humans: A Systematic Review and Meta-analysis\".","authors":"Lorenzo Lolli, Alan Batterham, Kathryn Weston, Greg Atkinson","doi":"10.1007/s40279-024-02092-3","DOIUrl":"10.1007/s40279-024-02092-3","url":null,"abstract":"","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2969-2970"},"PeriodicalIF":9.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142120562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-06-21DOI: 10.1007/s40279-024-02060-x
Job Fransen
In this opinion piece I reiterate the concepts of near and far transfer as previously described in the psychological literature. I show that despite very limited evidence, many technologies, tools and methods make questionable claims of eliciting far transfer from generic perceptual and/or cognitive training to sports performance. Specifically, this commentary illustrates with studies on stroboscopic vision, neurofeedback training and executive functions that the claims made for the beneficial effects of these training methods are currently unsubstantiated. I conclude that greater scrutiny by researchers is needed in order to assist practitioners to make better-informed decisions about tools, methods and technologies that may aid sports performance.
{"title":"There is No Supporting Evidence for a Far Transfer of General Perceptual or Cognitive Training to Sports Performance.","authors":"Job Fransen","doi":"10.1007/s40279-024-02060-x","DOIUrl":"10.1007/s40279-024-02060-x","url":null,"abstract":"<p><p>In this opinion piece I reiterate the concepts of near and far transfer as previously described in the psychological literature. I show that despite very limited evidence, many technologies, tools and methods make questionable claims of eliciting far transfer from generic perceptual and/or cognitive training to sports performance. Specifically, this commentary illustrates with studies on stroboscopic vision, neurofeedback training and executive functions that the claims made for the beneficial effects of these training methods are currently unsubstantiated. I conclude that greater scrutiny by researchers is needed in order to assist practitioners to make better-informed decisions about tools, methods and technologies that may aid sports performance.</p>","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2717-2724"},"PeriodicalIF":9.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11560981/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141437566","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01DOI: 10.1007/s40279-024-02130-0
Tara L. Gallant, Lauren F. Ong, Laura Wong, Michael Sparks, Ethan Wilson, Jose L. Puglisi, Valerie A. Gerriets
Introduction
Low energy availability (LEA) occurs when energy expenditure from athletic training and bodily functions exceeds caloric intake. This imbalance results in declines in athletic performance and increases the risk of injury. Relative energy deficiency in sport (REDs) is a condition that occurs when the energy deficit is severe enough to cause alterations to metabolic rate, menstrual function, immune function, bone health, protein synthesis, and cardiovascular function. Many athletes, particularly those competing in endurance, aesthetic, or weight-class sports, are adversely impacted by this condition.
Objectives
This study aims to determine the prevalence of LEA and REDs among athletes and present the first secondary analysis of the impacts of these phenomena on sports performance and risk of injury.
Methods
This systematic review was registered on PROSPERO (CRD42023469253). Literature searches were performed following PRISMA guidelines using PubMed, Embase, and Cochrane online databases. Inclusion criteria were articles discussing the prevalence of LEA or REDs, the impact of LEA or REDs on athletic performance, or the impact of LEA or REDs EA on injury.
Results
A total of 59 studies met the inclusion criteria for this meta-analysis, and 2737 of 6118 athletes (44.7%) in 46 different studies were determined to have LEA, including 44.2% of female athletes and 49.4% of male athletes. In addition, 460 of 730 athletes (63.0%) in eight different studies were determined to be at risk of REDs. Athletes with LEA were found to have decreased run performance, training response, endurance performance, coordination, concentration, judgment, explosive power, and agility relative to athletes with normal energy availability, as well as an increased likelihood of absence from training due to illness. Studies had mixed results as to whether LEA increased the risk of injury in general. However, most studies concluded that athletes with LEA have impaired bone health and a higher risk of bone stress injuries.
Discussion
To our knowledge, this is the first systematic review analyzing the impacts of LEA and REDs on athletic performance and risk of injury. Due to the high estimated prevalence of LEA among athletes, coaches may want to consider employing surveys such as the low energy availability in females questionnaire (LEAF-Q) to identify athletes at risk for LEA, as early identification and correction of LEA can prevent the development of symptoms of REDs, reduce the risk of impaired bone health and bone stress injuries, and help athletes optimize the performance benefits from their training.
{"title":"Low Energy Availability and Relative Energy Deficiency in Sport: A Systematic Review and Meta-analysis","authors":"Tara L. Gallant, Lauren F. Ong, Laura Wong, Michael Sparks, Ethan Wilson, Jose L. Puglisi, Valerie A. Gerriets","doi":"10.1007/s40279-024-02130-0","DOIUrl":"https://doi.org/10.1007/s40279-024-02130-0","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Introduction</h3><p>Low energy availability (LEA) occurs when energy expenditure from athletic training and bodily functions exceeds caloric intake. This imbalance results in declines in athletic performance and increases the risk of injury. Relative energy deficiency in sport (REDs) is a condition that occurs when the energy deficit is severe enough to cause alterations to metabolic rate, menstrual function, immune function, bone health, protein synthesis, and cardiovascular function. Many athletes, particularly those competing in endurance, aesthetic, or weight-class sports, are adversely impacted by this condition.</p><h3 data-test=\"abstract-sub-heading\">Objectives</h3><p>This study aims to determine the prevalence of LEA and REDs among athletes and present the first secondary analysis of the impacts of these phenomena on sports performance and risk of injury.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>This systematic review was registered on PROSPERO (CRD42023469253). Literature searches were performed following PRISMA guidelines using PubMed, Embase, and Cochrane online databases. Inclusion criteria were articles discussing the prevalence of LEA or REDs, the impact of LEA or REDs on athletic performance, or the impact of LEA or REDs EA on injury.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>A total of 59 studies met the inclusion criteria for this meta-analysis, and 2737 of 6118 athletes (44.7%) in 46 different studies were determined to have LEA, including 44.2% of female athletes and 49.4% of male athletes. In addition, 460 of 730 athletes (63.0%) in eight different studies were determined to be at risk of REDs. Athletes with LEA were found to have decreased run performance, training response, endurance performance, coordination, concentration, judgment, explosive power, and agility relative to athletes with normal energy availability, as well as an increased likelihood of absence from training due to illness. Studies had mixed results as to whether LEA increased the risk of injury in general. However, most studies concluded that athletes with LEA have impaired bone health and a higher risk of bone stress injuries.</p><h3 data-test=\"abstract-sub-heading\">Discussion</h3><p>To our knowledge, this is the first systematic review analyzing the impacts of LEA and REDs on athletic performance and risk of injury. Due to the high estimated prevalence of LEA among athletes, coaches may want to consider employing surveys such as the low energy availability in females questionnaire (LEAF-Q) to identify athletes at risk for LEA, as early identification and correction of LEA can prevent the development of symptoms of REDs, reduce the risk of impaired bone health and bone stress injuries, and help athletes optimize the performance benefits from their training.</p>","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":"126 1","pages":""},"PeriodicalIF":9.8,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142562059","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-08-21DOI: 10.1007/s40279-024-02094-1
Elizabeth S Thompson, Jane Alcorn, J Patrick Neary
The increasing legalization of Cannabis sativa plant products has sparked growing interest in their therapeutic applications. Prohibition laws established in 1937 hindered formal research on cannabis, a plant with cultural and medicinal roots dating back to 2700 BC in Chinese history. Despite regulatory hurdles, published research on cannabis has emerged; yet elite athletes remain an underrepresented population in these studies. Athletes, known for exploring diverse substances to optimize performance, are drawn to the potential benefits of cannabinoid therapy, with anecdotal reports suggesting positive effects on issues ranging from anxiety to brain injuries. This review aims to evaluate empirical published cannabis research with a specific focus on its potential applications in athletics. The changing legal landscape, especially the removal of cannabis from drug testing programs in leagues such as the National Basketball Association (NBA), and endorsements by Major League Baseball (MLB) for cannabinoid products and the National Football League (NFL) for cannabis research, reflects a shift in the acceptability of such substances in sports. However, stigma, confusion, and a lack of education persist, hindering a cohesive understanding among sports organizations, including business professionals, policymakers, coaches, and medical/training staff, in addition to athletes themselves. Adding to the confusion is the lack of consistency with cannabinoid regulations from sport to sport, within or out of competition, and with cannabis bioactive compounds. The need for this review is underscored by the evolving attitudes toward cannabinoids in professional sports and the potential therapeutic benefits or harms they may offer. By synthesizing current cannabis research, this review aims to provide a comprehensive understanding of the applications and implications of cannabinoid use in the realm of athletics.
{"title":"Cannabinoid Therapy in Athletics: A Review of Current Cannabis Research to Evaluate Potential Real-World Cannabinoid Applications in Sport.","authors":"Elizabeth S Thompson, Jane Alcorn, J Patrick Neary","doi":"10.1007/s40279-024-02094-1","DOIUrl":"10.1007/s40279-024-02094-1","url":null,"abstract":"<p><p>The increasing legalization of Cannabis sativa plant products has sparked growing interest in their therapeutic applications. Prohibition laws established in 1937 hindered formal research on cannabis, a plant with cultural and medicinal roots dating back to 2700 BC in Chinese history. Despite regulatory hurdles, published research on cannabis has emerged; yet elite athletes remain an underrepresented population in these studies. Athletes, known for exploring diverse substances to optimize performance, are drawn to the potential benefits of cannabinoid therapy, with anecdotal reports suggesting positive effects on issues ranging from anxiety to brain injuries. This review aims to evaluate empirical published cannabis research with a specific focus on its potential applications in athletics. The changing legal landscape, especially the removal of cannabis from drug testing programs in leagues such as the National Basketball Association (NBA), and endorsements by Major League Baseball (MLB) for cannabinoid products and the National Football League (NFL) for cannabis research, reflects a shift in the acceptability of such substances in sports. However, stigma, confusion, and a lack of education persist, hindering a cohesive understanding among sports organizations, including business professionals, policymakers, coaches, and medical/training staff, in addition to athletes themselves. Adding to the confusion is the lack of consistency with cannabinoid regulations from sport to sport, within or out of competition, and with cannabis bioactive compounds. The need for this review is underscored by the evolving attitudes toward cannabinoids in professional sports and the potential therapeutic benefits or harms they may offer. By synthesizing current cannabis research, this review aims to provide a comprehensive understanding of the applications and implications of cannabinoid use in the realm of athletics.</p>","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2743-2769"},"PeriodicalIF":9.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142018687","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-07-26DOI: 10.1007/s40279-024-02079-0
Kevin Bischof, Anna Maria Moitzi, Savvas Stafilidis, Daniel König
<p><strong>Introduction: </strong>Over the past decade, collagen peptide (CP) supplements have received considerable attention in sports nutrition research. These supplements have shown promising results in improving personal health, enhancing athletic performance, and preventing injuries in some but not all studies.</p><p><strong>Objective: </strong>A systematic review and meta-analysis of randomized controlled trials (RCTs) has been conducted to investigate the effects of long-term daily collagen peptide (CP) supplementation on strength, musculotendinous adaptation, functional recovery, and body composition in healthy adults, both with and without concurrent exercise interventions over several weeks.</p><p><strong>Methods: </strong>The PRISMA with PERSiST guidelines were followed for this systematic literature review, which was conducted in December 2023 using PubMed, Scopus, CINAHL, and SPORTDiscus databases. Eligible studies included healthy, normal to overweight adults over 17 years of age who engaged in exercise and daily collagen peptide (CP) supplementation for a minimum of 8 weeks (except one 3-week trial only included for maximal strength). Studies examining recovery-related outcomes were also eligible if they included a 1-week supplementation period without exercise. Methodological study quality was assessed using the PEDro scale. A random-effects model with standardized mean differences (SMD) of change scores was chosen to calculate overall effect sizes.</p><p><strong>Results: </strong>Nineteen studies comprising 768 participants were included in both the systematic review and meta-analysis. Results indicate statistically significant effects in favor of long-term CP intake regarding fat-free mass (FFM) (SMD 0.48, p < 0.01), tendon morphology (SMD 0.67, p < 0.01), muscle architecture (SMD 0.39, p < 0.01), maximal strength (SMD 0.19, p < 0.01), and 48 h recovery in reactive strength following exercise-induced muscle damage (SMD 0.43, p = 0.045). The GRADE approach revealed a moderate certainty of evidence for body composition, a very low certainty for tendon morphology and mechanical properties, and a low certainty for the remaining.</p><p><strong>Conclusion: </strong>This systematic review and meta-analysis represents the first comprehensive investigation into the effects of long-term CP supplementation combined with regular physical training on various aspects of musculoskeletal health in adults. The findings indicate significant, though of low to moderate certainty, evidence of improvements in fat-free mass (FFM), tendon morphology, muscle mass, maximal strength, and recovery in reactive strength following exercise-induced muscle damage. However, further research is required to fully understand the mechanisms underlying these effects, particularly regarding tendon mechanical properties and short-term adaptations to collagen peptide (CP) intake without exercise, as observed in recovery outcomes. Overall, CP supplementation appears pro
{"title":"Impact of Collagen Peptide Supplementation in Combination with Long-Term Physical Training on Strength, Musculotendinous Remodeling, Functional Recovery, and Body Composition in Healthy Adults: A Systematic Review with Meta-analysis.","authors":"Kevin Bischof, Anna Maria Moitzi, Savvas Stafilidis, Daniel König","doi":"10.1007/s40279-024-02079-0","DOIUrl":"10.1007/s40279-024-02079-0","url":null,"abstract":"<p><strong>Introduction: </strong>Over the past decade, collagen peptide (CP) supplements have received considerable attention in sports nutrition research. These supplements have shown promising results in improving personal health, enhancing athletic performance, and preventing injuries in some but not all studies.</p><p><strong>Objective: </strong>A systematic review and meta-analysis of randomized controlled trials (RCTs) has been conducted to investigate the effects of long-term daily collagen peptide (CP) supplementation on strength, musculotendinous adaptation, functional recovery, and body composition in healthy adults, both with and without concurrent exercise interventions over several weeks.</p><p><strong>Methods: </strong>The PRISMA with PERSiST guidelines were followed for this systematic literature review, which was conducted in December 2023 using PubMed, Scopus, CINAHL, and SPORTDiscus databases. Eligible studies included healthy, normal to overweight adults over 17 years of age who engaged in exercise and daily collagen peptide (CP) supplementation for a minimum of 8 weeks (except one 3-week trial only included for maximal strength). Studies examining recovery-related outcomes were also eligible if they included a 1-week supplementation period without exercise. Methodological study quality was assessed using the PEDro scale. A random-effects model with standardized mean differences (SMD) of change scores was chosen to calculate overall effect sizes.</p><p><strong>Results: </strong>Nineteen studies comprising 768 participants were included in both the systematic review and meta-analysis. Results indicate statistically significant effects in favor of long-term CP intake regarding fat-free mass (FFM) (SMD 0.48, p < 0.01), tendon morphology (SMD 0.67, p < 0.01), muscle architecture (SMD 0.39, p < 0.01), maximal strength (SMD 0.19, p < 0.01), and 48 h recovery in reactive strength following exercise-induced muscle damage (SMD 0.43, p = 0.045). The GRADE approach revealed a moderate certainty of evidence for body composition, a very low certainty for tendon morphology and mechanical properties, and a low certainty for the remaining.</p><p><strong>Conclusion: </strong>This systematic review and meta-analysis represents the first comprehensive investigation into the effects of long-term CP supplementation combined with regular physical training on various aspects of musculoskeletal health in adults. The findings indicate significant, though of low to moderate certainty, evidence of improvements in fat-free mass (FFM), tendon morphology, muscle mass, maximal strength, and recovery in reactive strength following exercise-induced muscle damage. However, further research is required to fully understand the mechanisms underlying these effects, particularly regarding tendon mechanical properties and short-term adaptations to collagen peptide (CP) intake without exercise, as observed in recovery outcomes. Overall, CP supplementation appears pro","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2865-2888"},"PeriodicalIF":9.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11561013/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141767475","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01DOI: 10.1007/s40279-024-02131-z
Jeffrey A. Rothschild, Stuart Hofmeyr, Shaun J. McLaren, Ed Maunder
<h3 data-test="abstract-sub-heading">Background</h3><p>Sports nutrition guidelines recommend carbohydrate (CHO) intake be individualized to the athlete and modulated according to changes in training load. However, there are limited methods to assess CHO utilization during training sessions.</p><h3 data-test="abstract-sub-heading">Objectives</h3><p>We aimed to (1) quantify bivariate relationships between both CHO and overall energy expenditure (EE) during exercise and commonly used, non-invasive measures of training load across sessions of varying duration and intensity and (2) build and evaluate prediction models to estimate CHO utilization and EE with the same training load measures and easily quantified individual factors.</p><h3 data-test="abstract-sub-heading">Methods</h3><p>This study was undertaken in two parts: a primary study, where participants performed four different laboratory-based cycle training sessions, and a validation study where different participants performed a single laboratory-based training session using one of three exercise modalities (cycling, running, or kayaking). The primary study included 15 cyclists (five female; maximal oxygen consumption [<span>(dot{V})</span>O<sub>2</sub>max], 51.9 ± 7.2 mL/kg/min), the validation study included 21 cyclists (seven female; <span>(dot{V})</span>O<sub>2</sub>max 53.5 ± 11.0 mL/kg/min), 20 runners (six female; <span>(dot{V})</span>O<sub>2</sub>max 57.5 ± 7.2 mL/kg/min), and 18 kayakers (five female; <span>(dot{V})</span>O<sub>2</sub>max 45.6 ± 4.8 mL/kg/min). Training sessions were quantified using six training load metrics: two using heart rate, three using power, and one using perceived exertion. Carbohydrate use and EE were determined separately for aerobic (gas exchange) and anaerobic (net lactate accumulation, body mass, and O<sub>2</sub> lactate equivalent method) energy systems and summed. Repeated-measures correlations were used to examine relationships between training load and both CHO utilization and EE. General estimating equations were used to model CHO utilization and EE, using training load alongside measures of fitness and sex. Models were built in the primary study and tested in the validation study. Model performance is reported as the coefficient of determination (<i>R</i><sup>2</sup>) and mean absolute error, with measures of calibration used for model evaluation and for sport-specific model re-calibration.</p><h3 data-test="abstract-sub-heading">Results</h3><p>Very-large to near-perfect within-subject correlations (<i>r</i> = 0.76–0.96) were evident between all training load metrics and both CHO utilization and EE. In the primary study, all models explained a large amount of variance (<i>R</i><sup>2</sup> = 0.77–0.96) and displayed good accuracy (mean absolute error; CHO = 16–21 g [10–14%], EE = 53–82 kcal [7–11%]). In the validation study, the mean absolute error ranged from 16–50 g [15–45%] for CHO models to 53–182 kcal [9–31%] for EE models. The calibrated me
背景体育营养指南建议碳水化合物(CHO)的摄入量应根据运动员的具体情况而定,并根据训练负荷的变化进行调节。我们的目的是:(1)量化运动过程中 CHO 和总能量消耗(EE)与不同持续时间和强度的训练过程中常用的非侵入性训练负荷测量方法之间的双变量关系;(2)建立和评估预测模型,利用相同的训练负荷测量方法和易于量化的个体因素来估算 CHO 利用率和 EE。方法本研究分两部分进行:一项是初级研究,参与者在实验室进行四次不同的自行车训练;另一项是验证研究,不同参与者在实验室进行一次训练,使用三种运动方式(自行车、跑步或皮划艇)中的一种。主要研究包括 15 名自行车运动员(5 名女性;最大耗氧量为 51.9 ± 7.2 mL/kg/min),验证研究包括 21 名自行车运动员(7 名女性;最大耗氧量为 53.5 ± 11.0 mL/kg/min)、20 名跑步者(6 名女性;(dot{V})O2max 57.5 ± 7.2 mL/kg/min)和 18 名皮划艇运动员(5 名女性;(dot{V})O2max 45.6 ± 4.8 mL/kg/min)。使用六种训练负荷指标对训练课程进行量化:两种使用心率,三种使用功率,一种使用感觉用力。有氧(气体交换)和无氧(净乳酸累积、体重和氧气乳酸当量法)能量系统的碳水化合物用量和 EE 分别测定,然后相加。重复测量相关性用于研究训练负荷与 CHO 利用率和 EE 之间的关系。使用一般估计方程对 CHO 利用率和 EE 进行建模,同时使用训练负荷以及体能和性别指标。模型在主要研究中建立,并在验证研究中进行测试。模型的性能以决定系数(R2)和平均绝对误差的形式报告,校准措施用于模型评估和特定运动模型的重新校准。结果所有训练负荷指标与 CHO 利用率和 EE 之间都存在明显的、非常大甚至接近完美的受试者内相关性(r = 0.76-0.96)。在主要研究中,所有模型都能解释大量方差(R2 = 0.77-0.96),并显示出良好的准确性(平均绝对误差;CHO = 16-21 g [10-14%],EE = 53-82 kcal [7-11%])。在验证研究中,CHO 模型的平均绝对误差范围为 16-50 克 [15-45%] ,EE 模型的平均绝对误差范围为 53-182 千卡 [9-31%]。结论在个体水平上,所有训练负荷测量值与自行车运动中 CHO 利用率和 EE 之间都存在很强的线性关系。当与其他体能测量指标相结合时,骑自行车时的 EE 和 CHO 利用率可以准确估算。这些模型经校准调整后可用于跑步和皮划艇运动。
{"title":"A Novel Method to Predict Carbohydrate and Energy Expenditure During Endurance Exercise Using Measures of Training Load","authors":"Jeffrey A. Rothschild, Stuart Hofmeyr, Shaun J. McLaren, Ed Maunder","doi":"10.1007/s40279-024-02131-z","DOIUrl":"https://doi.org/10.1007/s40279-024-02131-z","url":null,"abstract":"<h3 data-test=\"abstract-sub-heading\">Background</h3><p>Sports nutrition guidelines recommend carbohydrate (CHO) intake be individualized to the athlete and modulated according to changes in training load. However, there are limited methods to assess CHO utilization during training sessions.</p><h3 data-test=\"abstract-sub-heading\">Objectives</h3><p>We aimed to (1) quantify bivariate relationships between both CHO and overall energy expenditure (EE) during exercise and commonly used, non-invasive measures of training load across sessions of varying duration and intensity and (2) build and evaluate prediction models to estimate CHO utilization and EE with the same training load measures and easily quantified individual factors.</p><h3 data-test=\"abstract-sub-heading\">Methods</h3><p>This study was undertaken in two parts: a primary study, where participants performed four different laboratory-based cycle training sessions, and a validation study where different participants performed a single laboratory-based training session using one of three exercise modalities (cycling, running, or kayaking). The primary study included 15 cyclists (five female; maximal oxygen consumption [<span>(dot{V})</span>O<sub>2</sub>max], 51.9 ± 7.2 mL/kg/min), the validation study included 21 cyclists (seven female; <span>(dot{V})</span>O<sub>2</sub>max 53.5 ± 11.0 mL/kg/min), 20 runners (six female; <span>(dot{V})</span>O<sub>2</sub>max 57.5 ± 7.2 mL/kg/min), and 18 kayakers (five female; <span>(dot{V})</span>O<sub>2</sub>max 45.6 ± 4.8 mL/kg/min). Training sessions were quantified using six training load metrics: two using heart rate, three using power, and one using perceived exertion. Carbohydrate use and EE were determined separately for aerobic (gas exchange) and anaerobic (net lactate accumulation, body mass, and O<sub>2</sub> lactate equivalent method) energy systems and summed. Repeated-measures correlations were used to examine relationships between training load and both CHO utilization and EE. General estimating equations were used to model CHO utilization and EE, using training load alongside measures of fitness and sex. Models were built in the primary study and tested in the validation study. Model performance is reported as the coefficient of determination (<i>R</i><sup>2</sup>) and mean absolute error, with measures of calibration used for model evaluation and for sport-specific model re-calibration.</p><h3 data-test=\"abstract-sub-heading\">Results</h3><p>Very-large to near-perfect within-subject correlations (<i>r</i> = 0.76–0.96) were evident between all training load metrics and both CHO utilization and EE. In the primary study, all models explained a large amount of variance (<i>R</i><sup>2</sup> = 0.77–0.96) and displayed good accuracy (mean absolute error; CHO = 16–21 g [10–14%], EE = 53–82 kcal [7–11%]). In the validation study, the mean absolute error ranged from 16–50 g [15–45%] for CHO models to 53–182 kcal [9–31%] for EE models. The calibrated me","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":"23 1","pages":""},"PeriodicalIF":9.8,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142563253","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-08-13DOI: 10.1007/s40279-024-02087-0
Eimear Dolan, Alina Dumas, Gabriel Perri Esteves, Leticia Lopes Takarabe, Luisa Alves Mendonça Perfeito, Karen M Keane, Bruno Gualano, George A Kelley, Louise Burke, Craig Sale, Paul A Swinton
<p><strong>Background: </strong>Although nutrition and exercise both influence bone metabolism, little is currently known about their interaction, or whether nutritional intervention can modulate the bone biomarker response to acute exercise. Improved understanding of the relationships between nutrition, exercise and bone metabolism may have substantial potential to inform nutritional interventions to protect the bone health of exercising individuals, and to elucidate mechanisms by which exercise and nutrition influence bone.</p><p><strong>Objective: </strong>The aim was to synthesise available evidence related to the influence of nutrition on the response of the bone biomarkers procollagen type 1 N-terminal propeptide (P1NP) and C-terminal telopeptide of type 1 collagen (CTX-1) to acute exercise, using a systematic review and meta-analytic approach.</p><p><strong>Methods: </strong>Studies evaluating the influence of nutritional status or intervention on the bone biomarker response to an acute exercise bout were included and separated into four categories: (1) feeding status and energy availability, (2) macronutrients, (3) micronutrients and (4) other. Studies conducted on healthy human populations of any age or training status were included. Meta-analysis was conducted when data from at least five studies with independent datasets were available. In the case of insufficient data to warrant meta-analysis, results from individual studies were narratively synthesised and standardised mean effect sizes visually represented.</p><p><strong>Results: </strong>Twenty-two articles were included. Of these, three investigated feeding status or energy availability, eight macronutrients, eight micronutrients (all calcium) and six other interventions including dairy products or collagen supplementation. Three studies had more than one intervention and were included in all relevant outcomes. The largest and most commonly reported effects were for the bone resorption marker CTX-1. Meta-analysis indicated that calcium intake, whether provided via supplements, diet or infusion, reduced exercise-induced increases in CTX-1 (effect size - 1.1; 95% credible interval [CrI] - 2.2 to - 0.05), with substantially larger effects observed in studies that delivered calcium via direct infusion versus in supplements or foods. Narrative synthesis suggests that carbohydrate supplementation may support bone during acute exercise, via reducing exercise-induced increases in CTX-1. Conversely, a low-carbohydrate/high-fat diet appears to induce the opposite effect, as evidenced by an increased exercise associated CTX-1 response, and reduced P1NP response. Low energy availability may amplify the CTX-1 response to exercise, but it is unclear whether this is directly attributable to energy availability or to the lack of specific nutrients, such as carbohydrate.</p><p><strong>Conclusion: </strong>Nutritional intervention can modulate the acute bone biomarker response to exercise, which p
{"title":"The Influence of Nutrition Intervention on the P1NP and CTX-1 Response to an Acute Exercise Bout: A Systematic Review with Meta-Analysis.","authors":"Eimear Dolan, Alina Dumas, Gabriel Perri Esteves, Leticia Lopes Takarabe, Luisa Alves Mendonça Perfeito, Karen M Keane, Bruno Gualano, George A Kelley, Louise Burke, Craig Sale, Paul A Swinton","doi":"10.1007/s40279-024-02087-0","DOIUrl":"10.1007/s40279-024-02087-0","url":null,"abstract":"<p><strong>Background: </strong>Although nutrition and exercise both influence bone metabolism, little is currently known about their interaction, or whether nutritional intervention can modulate the bone biomarker response to acute exercise. Improved understanding of the relationships between nutrition, exercise and bone metabolism may have substantial potential to inform nutritional interventions to protect the bone health of exercising individuals, and to elucidate mechanisms by which exercise and nutrition influence bone.</p><p><strong>Objective: </strong>The aim was to synthesise available evidence related to the influence of nutrition on the response of the bone biomarkers procollagen type 1 N-terminal propeptide (P1NP) and C-terminal telopeptide of type 1 collagen (CTX-1) to acute exercise, using a systematic review and meta-analytic approach.</p><p><strong>Methods: </strong>Studies evaluating the influence of nutritional status or intervention on the bone biomarker response to an acute exercise bout were included and separated into four categories: (1) feeding status and energy availability, (2) macronutrients, (3) micronutrients and (4) other. Studies conducted on healthy human populations of any age or training status were included. Meta-analysis was conducted when data from at least five studies with independent datasets were available. In the case of insufficient data to warrant meta-analysis, results from individual studies were narratively synthesised and standardised mean effect sizes visually represented.</p><p><strong>Results: </strong>Twenty-two articles were included. Of these, three investigated feeding status or energy availability, eight macronutrients, eight micronutrients (all calcium) and six other interventions including dairy products or collagen supplementation. Three studies had more than one intervention and were included in all relevant outcomes. The largest and most commonly reported effects were for the bone resorption marker CTX-1. Meta-analysis indicated that calcium intake, whether provided via supplements, diet or infusion, reduced exercise-induced increases in CTX-1 (effect size - 1.1; 95% credible interval [CrI] - 2.2 to - 0.05), with substantially larger effects observed in studies that delivered calcium via direct infusion versus in supplements or foods. Narrative synthesis suggests that carbohydrate supplementation may support bone during acute exercise, via reducing exercise-induced increases in CTX-1. Conversely, a low-carbohydrate/high-fat diet appears to induce the opposite effect, as evidenced by an increased exercise associated CTX-1 response, and reduced P1NP response. Low energy availability may amplify the CTX-1 response to exercise, but it is unclear whether this is directly attributable to energy availability or to the lack of specific nutrients, such as carbohydrate.</p><p><strong>Conclusion: </strong>Nutritional intervention can modulate the acute bone biomarker response to exercise, which p","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2889-2906"},"PeriodicalIF":9.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141971871","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-09-03DOI: 10.1007/s40279-024-02093-2
Alan M Nevill, Matthew Wyon
{"title":"Comment on: Size Exponents for Scaling Maximal Oxygen Uptake in over 6500 Humans-A Systematic Review and Meta-analysis.","authors":"Alan M Nevill, Matthew Wyon","doi":"10.1007/s40279-024-02093-2","DOIUrl":"10.1007/s40279-024-02093-2","url":null,"abstract":"","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2965-2967"},"PeriodicalIF":9.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142120563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-07-12DOI: 10.1007/s40279-024-02068-3
Louise A Kelly, J B Caccese, D Jain, C L Master, L Lempke, A K Memmini, T A Buckley, J R Clugston, A Mozel, J T Eckner, A Susmarski, E Ermer, K L Cameron, S Chrisman, P Pasquina, S P Broglio, T W McAllister, M McCrea, C Esopenko
Objective: To describe sex differences in concussion characteristics in US Service Academy cadets.
Outcome measures: Injury proportion ratios (IPR) compared the proportion of injuries by sex (females referent) for injury situation, certainty of diagnosis, prolonged recovery, recurrent injuries, mental status alterations, loss of consciousness (LOC), posttraumatic amnesia (PTA), retrograde amnesia (RGA), motor impairments, delayed symptom presentation, and immediate reporting.
Main results: Concussions from varsity/intercollegiate sports [IPR of 1.73, 95% confidence interval (CI) 1.43-2.10] and intramurals (IPR of 1.53, 95% CI 1.02-2.32) accounted for a larger proportion in males, whereas concussions outside of sport and military activities accounted for a smaller proportion among males (IPR of 0.70, 95% CI 0.58-0.85). The proportion of concussions with prolonged recovery was lower among males (IPR of 0.69, 95% CI 0.60-0.78), while concussions with altered mental status (IPR of 1.23, 95% CI 1.09-1.38), LOC (IPR of 1.67, 95% CI 1.17-2.37), PTA (IPR of 1.94, 95% CI 1.43-2.62), and RGA (IPR of 2.14, 95% CI 1.38-3.31) accounted for a larger proportion among males. A larger proportion of concussions that were immediately reported was observed in males (IPR of 1.15, 95% CI 1.00-2.31). Proportions of other characteristics (e.g., recurrent injuries) were not different between sexes.
Conclusions: A higher proportion of concussions occurred outside of sport and military training for female cadets, who also displayed proportionally longer recovery times than males, despite males demonstrating a higher proportion of LOC, PTA, and RGA. Possible factors may include different mechanisms of injury outside of sport and military training, different biopsychosocial states associated with sex or injury context, and delayed injury reporting when outside of an observed environment, possibly secondary to perceived stigma about reporting injuries.
目的:描述美国军校学员脑震荡特征的性别差异:描述美国军校学员脑震荡特征的性别差异:设计:描述性流行病学研究:参与者:2209名军校学员(女性867人,男性1342人):结果测量受伤比例比(IPR)比较了受伤情况、诊断确定性、恢复期延长、反复受伤、精神状态改变、意识丧失(LOC)、创伤后遗忘症(PTA)、逆行性遗忘症(RGA)、运动障碍、症状延迟出现和立即报告等方面的性别(女性参考)受伤比例:校队/校际运动[IPR为1.73,95%置信区间(CI)为1.43-2.10]和校内比赛(IPR为1.53,95%置信区间(CI)为1.02-2.32)造成的脑震荡在男性中所占比例较大,而体育和军事活动以外造成的脑震荡在男性中所占比例较小(IPR为0.70,95%置信区间(CI)为0.58-0.85)。恢复期延长的脑震荡在男性中所占比例较低(IPR 为 0.69,95% CI 为 0.60-0.78),而精神状态改变(IPR 为 1.23,95% CI 为 1.09-1.38)、LOC(IPR 为 1.67,95% CI 为 1.17-2.37)、PTA(IPR 为 1.94,95% CI 为 1.43-2.62)和 RGA(IPR 为 2.14,95% CI 为 1.38-3.31)的脑震荡在男性中占较大比例。在立即报告的脑震荡中,男性所占比例较大(IPR 为 1.15,95% CI 为 1.00-2.31)。其他特征(如反复受伤)的比例在性别间没有差异:女学员在运动和军事训练之外发生脑震荡的比例较高,尽管男学员发生 LOC、PTA 和 RGA 的比例较高,但女学员的恢复时间也比男学员长。可能的因素包括在运动和军事训练之外受伤的不同机制、与性别或受伤背景相关的不同生物心理社会状态,以及在观察环境之外受伤时延迟报告,这可能与报告受伤的耻辱感有关。
{"title":"Sex Differences Across Concussion Characteristics in US Service Academy Cadets: A CARE Consortium Study.","authors":"Louise A Kelly, J B Caccese, D Jain, C L Master, L Lempke, A K Memmini, T A Buckley, J R Clugston, A Mozel, J T Eckner, A Susmarski, E Ermer, K L Cameron, S Chrisman, P Pasquina, S P Broglio, T W McAllister, M McCrea, C Esopenko","doi":"10.1007/s40279-024-02068-3","DOIUrl":"10.1007/s40279-024-02068-3","url":null,"abstract":"<p><strong>Objective: </strong>To describe sex differences in concussion characteristics in US Service Academy cadets.</p><p><strong>Design: </strong>Descriptive epidemiology study.</p><p><strong>Setting: </strong>Four US service academies.</p><p><strong>Participants: </strong>2209 cadets (n = 867 females, n = 1342 males).</p><p><strong>Independent variable: </strong>Sex.</p><p><strong>Outcome measures: </strong>Injury proportion ratios (IPR) compared the proportion of injuries by sex (females referent) for injury situation, certainty of diagnosis, prolonged recovery, recurrent injuries, mental status alterations, loss of consciousness (LOC), posttraumatic amnesia (PTA), retrograde amnesia (RGA), motor impairments, delayed symptom presentation, and immediate reporting.</p><p><strong>Main results: </strong>Concussions from varsity/intercollegiate sports [IPR of 1.73, 95% confidence interval (CI) 1.43-2.10] and intramurals (IPR of 1.53, 95% CI 1.02-2.32) accounted for a larger proportion in males, whereas concussions outside of sport and military activities accounted for a smaller proportion among males (IPR of 0.70, 95% CI 0.58-0.85). The proportion of concussions with prolonged recovery was lower among males (IPR of 0.69, 95% CI 0.60-0.78), while concussions with altered mental status (IPR of 1.23, 95% CI 1.09-1.38), LOC (IPR of 1.67, 95% CI 1.17-2.37), PTA (IPR of 1.94, 95% CI 1.43-2.62), and RGA (IPR of 2.14, 95% CI 1.38-3.31) accounted for a larger proportion among males. A larger proportion of concussions that were immediately reported was observed in males (IPR of 1.15, 95% CI 1.00-2.31). Proportions of other characteristics (e.g., recurrent injuries) were not different between sexes.</p><p><strong>Conclusions: </strong>A higher proportion of concussions occurred outside of sport and military training for female cadets, who also displayed proportionally longer recovery times than males, despite males demonstrating a higher proportion of LOC, PTA, and RGA. Possible factors may include different mechanisms of injury outside of sport and military training, different biopsychosocial states associated with sex or injury context, and delayed injury reporting when outside of an observed environment, possibly secondary to perceived stigma about reporting injuries.</p>","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2955-2964"},"PeriodicalIF":9.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11561049/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141591384","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-11-01Epub Date: 2024-07-30DOI: 10.1007/s40279-024-02077-2
Cailbhe Doherty, Maximus Baldwin, Alison Keogh, Brian Caulfield, Rob Argent
<p><strong>Background: </strong>Consumer wearable technologies have become ubiquitous, with clinical and non-clinical populations leveraging a variety of devices to quantify various aspects of health and wellness. However, the accuracy with which these devices measure biometric outcomes such as heart rate, sleep and physical activity remains unclear.</p><p><strong>Objective: </strong>To conduct a 'living' (i.e. ongoing) evaluation of the accuracy of consumer wearable technologies in measuring various physiological outcomes.</p><p><strong>Methods: </strong>A systematic search of the literature was conducted in the following scientific databases: MEDLINE via PubMed, Embase, Cinahl and SPORTDiscus via EBSCO. The inclusion criteria required systematic reviews or meta-analyses that evaluated the validation of consumer wearable devices against accepted reference standards. In addition to publication details, review protocol, device specifics and a summary of the authors' results, we extracted data on mean absolute percentage error (MAPE), pooled absolute bias, intraclass correlation coefficients (ICCs) and mean absolute differences.</p><p><strong>Results: </strong>Of 904 identified studies through the initial search, 24 systematic reviews met our inclusion criteria; these systematic reviews included 249 non-duplicate validation studies of consumer wearable devices involving 430,465 participants (43% female). Of the commercially available wearable devices released to date, approximately 11% have been validated for at least one biometric outcome. However, because a typical device can measure a multitude of biometric outcomes, the number of validation studies conducted represents just 3.5% of the total needed for a comprehensive evaluation of these devices. For heart rate, wearables showed a mean bias of ± 3%. In arrhythmia detection, wearables exhibited a pooled sensitivity and specificity of 100% and 95%, respectively. For aerobic capacity, wearables significantly overestimated VO<sub>2max</sub> by ± 15.24% during resting tests and ± 9.83% during exercise tests. Physical activity intensity measurements had a mean absolute error ranging from 29 to 80%, depending on the intensity of the activity being undertaken. Wearables mostly underestimated step counts (mean absolute percentage errors ranging from - 9 to 12%) and energy expenditure (mean bias = - 3 kcal per minute, or - 3%, with error ranging from - 21.27 to 14.76%). For blood oxygen saturation, wearables showed a mean absolute difference of up to 2.0%. Sleep measurement showed a tendency to overestimate total sleep time (mean absolute percentage error typically > 10%).</p><p><strong>Conclusions: </strong>While consumer wearables show promise in health monitoring, a conclusive assessment of their accuracy is impeded by pervasive heterogeneity in research outcomes and methodologies. There is a need for standardised validation protocols and collaborative industry partnerships to enhance the reliabilit
{"title":"Keeping Pace with Wearables: A Living Umbrella Review of Systematic Reviews Evaluating the Accuracy of Consumer Wearable Technologies in Health Measurement.","authors":"Cailbhe Doherty, Maximus Baldwin, Alison Keogh, Brian Caulfield, Rob Argent","doi":"10.1007/s40279-024-02077-2","DOIUrl":"10.1007/s40279-024-02077-2","url":null,"abstract":"<p><strong>Background: </strong>Consumer wearable technologies have become ubiquitous, with clinical and non-clinical populations leveraging a variety of devices to quantify various aspects of health and wellness. However, the accuracy with which these devices measure biometric outcomes such as heart rate, sleep and physical activity remains unclear.</p><p><strong>Objective: </strong>To conduct a 'living' (i.e. ongoing) evaluation of the accuracy of consumer wearable technologies in measuring various physiological outcomes.</p><p><strong>Methods: </strong>A systematic search of the literature was conducted in the following scientific databases: MEDLINE via PubMed, Embase, Cinahl and SPORTDiscus via EBSCO. The inclusion criteria required systematic reviews or meta-analyses that evaluated the validation of consumer wearable devices against accepted reference standards. In addition to publication details, review protocol, device specifics and a summary of the authors' results, we extracted data on mean absolute percentage error (MAPE), pooled absolute bias, intraclass correlation coefficients (ICCs) and mean absolute differences.</p><p><strong>Results: </strong>Of 904 identified studies through the initial search, 24 systematic reviews met our inclusion criteria; these systematic reviews included 249 non-duplicate validation studies of consumer wearable devices involving 430,465 participants (43% female). Of the commercially available wearable devices released to date, approximately 11% have been validated for at least one biometric outcome. However, because a typical device can measure a multitude of biometric outcomes, the number of validation studies conducted represents just 3.5% of the total needed for a comprehensive evaluation of these devices. For heart rate, wearables showed a mean bias of ± 3%. In arrhythmia detection, wearables exhibited a pooled sensitivity and specificity of 100% and 95%, respectively. For aerobic capacity, wearables significantly overestimated VO<sub>2max</sub> by ± 15.24% during resting tests and ± 9.83% during exercise tests. Physical activity intensity measurements had a mean absolute error ranging from 29 to 80%, depending on the intensity of the activity being undertaken. Wearables mostly underestimated step counts (mean absolute percentage errors ranging from - 9 to 12%) and energy expenditure (mean bias = - 3 kcal per minute, or - 3%, with error ranging from - 21.27 to 14.76%). For blood oxygen saturation, wearables showed a mean absolute difference of up to 2.0%. Sleep measurement showed a tendency to overestimate total sleep time (mean absolute percentage error typically > 10%).</p><p><strong>Conclusions: </strong>While consumer wearables show promise in health monitoring, a conclusive assessment of their accuracy is impeded by pervasive heterogeneity in research outcomes and methodologies. There is a need for standardised validation protocols and collaborative industry partnerships to enhance the reliabilit","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2907-2926"},"PeriodicalIF":9.3,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11560992/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141856611","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}