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Effects of HIIT Interventions on Cardiorespiratory Fitness and Glycemic Parameters in Adults with Type 1 Diabetes: A Systematic Review and Meta-Analysis. HIIT 干预对 1 型糖尿病成人心肺功能和血糖参数的影响:系统回顾与元分析》。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 Epub Date: 2024-06-21 DOI: 10.1007/s40279-024-02059-4
Anja Lazić, Dušan Stanković, Nebojša Trajković, Cristina Cadenas-Sanchez

Background: Individuals with type 1 diabetes mellitus (T1DM) face impaired cardiorespiratory fitness and glycemic control, increasing the risk of cardiovascular complications. High-intensity interval training (HIIT) has emerged as a promising exercise modality with potential benefits for both aspects in this population.

Objectives: The primary aim was to investigate the effects of HIIT on cardiorespiratory fitness and glycemic parameters in patients with T1DM. The secondary aim was to examine the most effective HIIT protocol for cardiorespiratory fitness and glycemic parameters in patients with T1DM.

Design: Systematic review and meta-analysis.

Data sources: Two major electronic databases (Web of Science and PubMed) were searched up to February 2024.

Eligibility criteria for selecting studies: Randomized and non-randomized trials involving adult patients with T1DM, free of complications and other diseases examining the effects of HIIT (HIIT pre vs. post; HIIT vs. control group or HIIT vs. moderate-intensity continuous training (MICT)) on cardiorespiratory fitness and glycemic parameters were included.

Results: A total of ten studies met the inclusion criteria. The meta-analysis revealed a significant improvement in cardiorespiratory fitness following HIIT interventions (pre vs. post) in patients with T1DM (standardized mean difference (SMD) = 0.59, 95% confidence interval (CI) = 0.16 to 1, p = 0.01). Furthermore, HIIT (pre vs. post) was associated with significant improvements in 24-h mean glucose control (SMD = - 0.44, 95% CI = - 0.81 to - 0.06, p = 0.02), but the results (pre vs. post) failed to identify significant improvements in fasting glucose (SMD = - 0.26, 95% CI = - 0.78 to 0.24, p = 0.3) and glycated hemoglobin (HbA1C) values (SMD = - 0.28, 95% CI = - 0.61 to 0.05, p = 0.1). However, in comparison with a control group, HIIT showed significantly favorable effects on HbA1C (SMD = - 0.74, 95% CI = - 1.35 to - 0.14, p = 0.02). Finally, the meta-regression analysis did not find any moderating effect of any HIIT characteristics (i.e., intervention duration, session duration, work time, rest time, number of bouts, and intensity) on cardiorespiratory fitness and glycemic parameters.

Conclusion: Our systematic review and meta-analysis show that T1DM patients who performed a HIIT intervention significantly improved cardiorespiratory fitness and reduced their 24-h mean glucose levels, but not their HbA1C and fasting glucose. These findings support the application of HIIT interventions in T1DM patients. However, the guidelines for the most effective protocol remain unclear; hence, future studies are needed.

背景:1 型糖尿病(T1DM)患者的心肺功能和血糖控制均受到影响,增加了心血管并发症的风险。高强度间歇训练(HIIT)是一种很有前景的运动方式,对这一人群的心肺功能和血糖控制都有潜在益处:主要目的是研究 HIIT 对 T1DM 患者心肺功能和血糖参数的影响。次要目的是研究对 T1DM 患者的心肺功能和血糖参数最有效的 HIIT 方案:设计:系统回顾和荟萃分析:检索两个主要电子数据库(Web of Science和PubMed),截至2024年2月:纳入的随机和非随机试验涉及T1DM成年患者,无并发症和其他疾病,研究HIIT(HIIT前与HIIT后;HIIT与对照组或HIIT与中等强度持续训练(MICT))对心肺功能和血糖参数的影响:结果:共有十项研究符合纳入标准。荟萃分析表明,对 T1DM 患者进行 HIIT 干预(前与后)后,心肺功能明显改善(标准化平均差 (SMD) = 0.59,95% 置信区间 (CI) = 0.16 至 1,P = 0.01)。此外,HIIT(前与后)与 24 小时平均血糖控制的显著改善有关(SMD = - 0.44,95% CI = - 0.81 至 - 0.06,p = 0.02),但结果(前与后)未能确定 24 小时平均血糖控制的显著改善。后)未能发现空腹血糖(SMD = - 0.26,95% CI = - 0.78 至 0.24,p = 0.3)和糖化血红蛋白(HbA1C)值(SMD = - 0.28,95% CI = - 0.61 至 0.05,p = 0.1)有明显改善。然而,与对照组相比,HIIT 对 HbA1C 有明显的有利影响(SMD = - 0.74,95% CI = - 1.35 至 - 0.14,p = 0.02)。最后,荟萃回归分析没有发现任何 HIIT 特征(即干预持续时间、疗程持续时间、工作时间、休息时间、锻炼次数和强度)对心肺功能和血糖参数有任何调节作用:我们的系统综述和荟萃分析表明,进行 HIIT 干预的 T1DM 患者能显著改善心肺功能,降低 24 小时平均血糖水平,但不能降低 HbA1C 和空腹血糖。这些研究结果支持在 T1DM 患者中应用 HIIT 干预疗法。然而,最有效方案的指导方针仍不明确;因此,未来的研究仍有必要。
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引用次数: 0
Age of First Exposure Does Not Relate to Post-Career Health in Former Professional American-Style Football Players. 首次接触足球的年龄与退役职业美式足球运动员职业后的健康状况无关。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 Epub Date: 2024-06-26 DOI: 10.1007/s40279-024-02062-9
Douglas P Terry, Rachel Grashow, Grant L Iverson, Paula Atkeson, Ran Rotem, Shawn R Eagle, Daniel H Daneshvar, Scott L Zuckerman, Ross D Zafonte, Marc G Weisskopf, Aaron Baggish

Objective: Prior studies examining small samples of symptomatic former professional football players suggest that earlier age of first exposure (AFE) to American football is associated with adverse later life health outcomes. This study examined a larger, more representative sample of former professional American football players to assess associations between AFE before age 12 (AFE < 12) and clinical outcomes compared with those who started at age 12 or older (AFE 12 +).

Methods: Former professional American football players who completed a questionnaire were dichotomized into AFE < 12 and AFE 12 + . AFE groups were compared on outcomes including symptoms of depression and anxiety, perceived cognitive difficulties, neurobehavioral dysregulation, and self-reported health conditions (e.g., headaches, sleep apnea, hypertension, chronic pain, memory loss, dementia/Alzheimer's disease, and others).

Results: Among 4189 former professional football players (aged 52 ± 14 years, 39% self-reported as Black), univariable associations with negligible effect sizes were seen with AFE < 12, depressive symptoms (p = 0.03; η2 = 0.001), and anxiety-related symptoms (p = 0.02; η2 = 0.001) only. Multivariable models adjusting for age, race, body mass index, playing position, number of professional seasons, and past concussion burden revealed no significant relationships between AFE < 12 and any outcome. Linear and non-linear models examining AFE as a continuous variable showed similar null results.

Conclusions: In a large cohort of former professional American-style football players, AFE was not independently associated with adverse later life outcomes. These findings are inconsistent with smaller studies of former professional football players. Studies examining AFE in professional football players may have limited utility and generalizability regarding policy implications for youth sports.

目的:之前对有症状的前职业橄榄球运动员进行的小样本研究表明,较早首次接触美式橄榄球(AFE)的年龄与不良的后半生健康结果有关。本研究对更大规模、更具代表性的前美式橄榄球职业球员样本进行了调查,以评估 12 岁前首次接触美式橄榄球(AFE 方法)与健康之间的关系:结果:在 4189 名前职业美式橄榄球运动员中,有 4189 人在 12 岁前参加过美式橄榄球运动:在 4189 名前职业美式足球运动员(年龄为 52 ± 14 岁,39% 自称为黑人)中,AFE 2 = 0.001 与焦虑相关症状(p = 0.02;η2 = 0.001)之间存在单变量关联,其效应大小可忽略不计。调整年龄、种族、体重指数、比赛位置、职业赛季数和过去脑震荡负担的多变量模型显示,AFE 结论之间没有显著关系:在一个庞大的前美式橄榄球职业球员队列中,AFE 与不良的晚年生活结果并无独立关联。这些研究结果与针对前职业橄榄球运动员的小型研究结果不一致。对职业足球运动员进行AFE检查的研究对青少年体育政策影响的实用性和普遍性可能有限。
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引用次数: 0
Is Visual Reliance Increased in Athletes After ACL Injury? A Scoping Review. 前交叉韧带损伤后运动员对视觉的依赖是否增加?范围审查。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 Epub Date: 2024-08-17 DOI: 10.1007/s40279-024-02085-2
Emanuele Tortoli, Alli Gokeler, Igor Tak, Leonardo Pellicciari, Grant Norte

Background: Individuals with anterior cruciate ligament (ACL) injury often exhibit visual cognitive deficits during tasks that require neuromuscular control. In this paper, we present evidence of increased visual reliance after ACL injury during a range of clinically applicable cognitive-motor tasks. This information is essential to strengthen the scientific rationale for therapeutic interventions that target maladaptive neuroplasticity and may translate to improved return-to-sport (RTS) outcomes following ACL injury.

Objectives: The objectives of this study are (1) to determine if visual reliance is present during common rehabilitation-based assessments after ACL deficiency (ACL-D) or ACL reconstruction (ACL-R), (2) to describe how visual reliance is assessed during such tasks, and (3) to provide information to help clinicians and patients understand the clinical relevance of cognitive load in the assessment and intervention of visual reliance.

Design: Scoping review.

Literature search: We searched MEDLINE, EMBASE, CINAHL, SCOPUS, and PEDro databases.

Study selection criteria: Only primary studies published in English were included without time limitations.

Data synthesis: Qualitative analysis of the included studies was performed.

Results: We synthesized the results of 23 studies. A total of 7 studies (31%) included patients with ACL-D, 15 studies (65%) included patients with ACL-R, and 1 study (4%) included patients with ACL-D and ACL-R. Evaluation of tasks, task evaluation setting, visual conditions, outcome measures, and presence of increased visual reliance were identified. Most studies investigating patients with ACL-D, contrary to those with ACL-R, exhibited worse postural stability during eyes-closed conditions than uninjured controls. Complete visual obstruction (i.e., eyes closed or blindfolded) was the most frequently reported method to disrupt vision (52%). The addition of a visual-cognitive challenge resulted in significantly worse postural stability in patients with ACL-R compared with controls.

Conclusions: Visual reliance was most commonly assessed during single leg stance with complete visual obstruction. The majority of studies on patients with ACL-D indicate that they exhibit poorer postural stability in eyes-closed conditions when compared with uninjured controls, which suggests increased visual reliance. There is less evidence of visual reliance in patients who have undergone ACL-R compared with those with ACL-D. Adding a visual-cognitive load was found to be more effective in inducing postural stability deficits in individuals who have undergone ACL-R.

Level of evidence: IV. The protocol was a priori registered on Open Science Framework ( https://osf.io/p4j95/ ).

背景:前十字韧带(ACL)损伤患者在完成需要神经肌肉控制的任务时,通常会表现出视觉认知障碍。在本文中,我们提出了前交叉韧带损伤后在一系列临床适用的认知-运动任务中视觉依赖性增强的证据。这些信息对于加强针对适应不良的神经可塑性的治疗干预的科学依据至关重要,并可改善前交叉韧带损伤后重返运动场(RTS)的结果:本研究的目的是:(1)确定在前交叉韧带缺损(ACL-D)或前交叉韧带重建(ACL-R)后的常见康复评估中是否存在视觉依赖;(2)描述在此类任务中如何评估视觉依赖;(3)提供信息,帮助临床医生和患者了解认知负荷在评估和干预视觉依赖中的临床意义:文献检索:我们检索了 MEDLINE、EMBASE、CINAHL、SCOPUS 和 PEDro 数据库:数据综合:数据综合:对纳入的研究进行定性分析:结果:我们综合了 23 项研究的结果。共有 7 项研究(31%)纳入了 ACL-D 患者,15 项研究(65%)纳入了 ACL-R 患者,1 项研究(4%)纳入了 ACL-D 和 ACL-R 患者。研究确定了任务评估、任务评估设置、视觉条件、结果测量以及是否存在视觉依赖性增强的情况。与前交叉韧带损伤(ACL-R)患者相反,大多数研究调查的前交叉韧带损伤(ACL-D)患者在闭眼状态下的姿势稳定性比未受伤的对照组差。完全视觉障碍(即闭眼或蒙眼)是最常见的干扰视觉的方法(52%)。与对照组相比,增加视觉认知挑战会导致 ACL-R 患者的姿势稳定性明显降低:结论:视觉依赖性最常在单腿站立和完全视觉障碍时进行评估。大多数关于 ACL-D 患者的研究表明,与未受伤的对照组相比,他们在闭眼状态下的姿势稳定性较差,这表明视觉依赖性增加。与 ACL-D 患者相比,接受 ACL-R 治疗的患者视觉依赖性较低。研究发现,增加视觉认知负荷能更有效地诱导 ACL-R 患者出现姿势稳定性缺陷:证据等级:IV。该研究方案已事先在开放科学框架(https://osf.io/p4j95/ )上注册。
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引用次数: 0
Assessment of Strength and Power Capacities in Elite Male Soccer: A Systematic Review of Test Protocols Used in Practice and Research. 男子足球精英的力量和发力能力评估:对实践和研究中使用的测试方案进行系统回顾。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 Epub Date: 2024-07-18 DOI: 10.1007/s40279-024-02071-8
Nikolaos D Asimakidis, Irvin N Mukandi, Marco Beato, Chris Bishop, Anthony N Turner

Background: Strength and power represent two crucial physical qualities for the attainment of a high level of performance considering the frequency and the importance of explosive actions occurring during elite soccer match-play. Evaluation of strength and power is a multifaceted concept involving a vast array of tests and outcome variables. Nevertheless, a comprehensive and systematic search of strength and power assessment procedures in elite soccer has yet to be undertaken.

Objectives: The aims of this systematic review were to: (1) identify the tests and outcome variables used to assess strength and power of elite male soccer players; (2) provide normative values for the most common tests of strength and power across different playing levels; and (3) report the reliability values of these strength and power tests.

Methods: A systematic review of the academic databases MEDLINE, CINAHL, SPORTDiscus, Web of Science and OVID for studies published until August 2023 was conducted, following the Preferred Reporting Items of Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Studies were eligible for inclusion if they: (1) were original research studies, published in a peer-reviewed journal, and written in English language; (2) had the primary aim to assess strength and/or power; (3) players were male and older than 17 years of age (i.e., mean age of the group); and (4) their playing level was defined as "professional", "international" or "elite".

Results: Regarding strength testing, 115 studies and 29 different tests were identified. The three most frequent strength tests were the knee extensor isokinetic strength test (58 studies), the knee flexor isokinetic strength test (55 studies) and the Nordic hamstring strength test (13 studies). In terms of power testing, 127 studies with 31 different tests were included. The three most frequent power tests were the countermovement jump with hands fixed on hips (99 studies), the squat jump (48 studies) and the vertical jump with arm swing (29 studies).

Conclusions: The wide range of different tests and outcome variables identified in this systematic review highlights the large diversity in the employed testing procedures. The establishment of a hybrid testing approach, combining standardised and widely accepted tests for establishing normative standards and enabling comparisons across different contexts, with flexible context-specific testing batteries, has the potential to maximise the impact of testing information for practitioners. In addition, the limited reporting of reliability data across studies highlights the need for practitioners to establish their own reliability measure within their specific contexts, informing the selection of certain tests and outcome variables.

背景:考虑到精英足球比赛中爆发性动作的频率和重要性,力量和功率是实现高水平表现的两个关键身体素质。力量和发力的评估是一个多层面的概念,涉及大量的测试和结果变量。然而,目前尚未对精英足球的力量和功率评估程序进行全面系统的研究:本系统综述旨在(目的:本系统综述旨在:(1)确定用于评估精英男子足球运动员力量和力量的测试和结果变量;(2)提供不同运动水平的最常见力量和力量测试的标准值;以及(3)报告这些力量和力量测试的可靠性值:按照《系统综述和元分析首选报告项目》(Preferred Reporting Items of Systematic Reviews and Meta-Analyses,PRISMA)指南,对学术数据库 MEDLINE、CINAHL、SPORTDiscus、Web of Science 和 OVID 中截至 2023 年 8 月发表的研究进行了系统综述。符合以下条件的研究均可纳入(1) 原创性研究,发表在同行评审期刊上,用英语撰写;(2) 主要目的是评估力量和/或功率;(3) 球员为男性,年龄大于 17 岁(即该组的平均年龄);(4) 球员的竞技水平被定义为 "职业"、"国际 "或 "精英":在力量测试方面,共发现了 115 项研究和 29 种不同的测试方法。最常见的三种力量测试是膝关节伸肌等动力量测试(58 项研究)、膝关节屈肌等动力量测试(55 项研究)和北欧腿肌力量测试(13 项研究)。在力量测试方面,有 127 项研究纳入了 31 种不同的测试。最常见的三种力量测试分别是双手固定在臀部的反身跳(99 项研究)、深蹲跳(48 项研究)和摆臂垂直跳(29 项研究):本系统综述所确定的不同测试和结果变量范围广泛,凸显了所采用测试程序的巨大多样性。建立一种混合测试方法,将标准化的、广为接受的测试与灵活的、针对具体情况的测试组合起来,既能建立常模标准,又能在不同情况下进行比较,从而最大限度地发挥测试信息对从业人员的影响。此外,各项研究对信度数据的报告有限,这突出表明从业人员需要根据具体情况建立自己的信度测量方法,为选择某些测试和结果变量提供依据。
{"title":"Assessment of Strength and Power Capacities in Elite Male Soccer: A Systematic Review of Test Protocols Used in Practice and Research.","authors":"Nikolaos D Asimakidis, Irvin N Mukandi, Marco Beato, Chris Bishop, Anthony N Turner","doi":"10.1007/s40279-024-02071-8","DOIUrl":"10.1007/s40279-024-02071-8","url":null,"abstract":"<p><strong>Background: </strong>Strength and power represent two crucial physical qualities for the attainment of a high level of performance considering the frequency and the importance of explosive actions occurring during elite soccer match-play. Evaluation of strength and power is a multifaceted concept involving a vast array of tests and outcome variables. Nevertheless, a comprehensive and systematic search of strength and power assessment procedures in elite soccer has yet to be undertaken.</p><p><strong>Objectives: </strong>The aims of this systematic review were to: (1) identify the tests and outcome variables used to assess strength and power of elite male soccer players; (2) provide normative values for the most common tests of strength and power across different playing levels; and (3) report the reliability values of these strength and power tests.</p><p><strong>Methods: </strong>A systematic review of the academic databases MEDLINE, CINAHL, SPORTDiscus, Web of Science and OVID for studies published until August 2023 was conducted, following the Preferred Reporting Items of Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Studies were eligible for inclusion if they: (1) were original research studies, published in a peer-reviewed journal, and written in English language; (2) had the primary aim to assess strength and/or power; (3) players were male and older than 17 years of age (i.e., mean age of the group); and (4) their playing level was defined as \"professional\", \"international\" or \"elite\".</p><p><strong>Results: </strong>Regarding strength testing, 115 studies and 29 different tests were identified. The three most frequent strength tests were the knee extensor isokinetic strength test (58 studies), the knee flexor isokinetic strength test (55 studies) and the Nordic hamstring strength test (13 studies). In terms of power testing, 127 studies with 31 different tests were included. The three most frequent power tests were the countermovement jump with hands fixed on hips (99 studies), the squat jump (48 studies) and the vertical jump with arm swing (29 studies).</p><p><strong>Conclusions: </strong>The wide range of different tests and outcome variables identified in this systematic review highlights the large diversity in the employed testing procedures. The establishment of a hybrid testing approach, combining standardised and widely accepted tests for establishing normative standards and enabling comparisons across different contexts, with flexible context-specific testing batteries, has the potential to maximise the impact of testing information for practitioners. In addition, the limited reporting of reliability data across studies highlights the need for practitioners to establish their own reliability measure within their specific contexts, informing the selection of certain tests and outcome variables.</p>","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2607-2644"},"PeriodicalIF":9.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11467003/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141724509","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}
引用次数: 0
Comment on: "Effects of Oral Iron Supplementation on Blood Iron Status in Athletes: A Systematic Review, Meta-analysis and Meta-regression of Randomized Controlled Trials". 评论"口服铁补充剂对运动员血铁状态的影响:随机对照试验的系统回顾、元分析和元回归"。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 Epub Date: 2024-09-04 DOI: 10.1007/s40279-024-02096-z
John J Davis
{"title":"Comment on: \"Effects of Oral Iron Supplementation on Blood Iron Status in Athletes: A Systematic Review, Meta-analysis and Meta-regression of Randomized Controlled Trials\".","authors":"John J Davis","doi":"10.1007/s40279-024-02096-z","DOIUrl":"10.1007/s40279-024-02096-z","url":null,"abstract":"","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2697-2698"},"PeriodicalIF":9.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142126753","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}
引用次数: 0
Psychological Assessment and Intervention at the Boston Marathon. 波士顿马拉松赛的心理评估和干预。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 DOI: 10.1007/s40279-024-02116-y
Jeffrey L Brown, Robert Raeder, Chris Troyanos, K Sophia Dyer

The Boston Marathon is a highly regarded event in the running world, not just for its prestige and challenging course, but also for its implementation of a psychology team to support runners. The 2013 Boston Marathon bombings underscored the essential role that mental health support plays at this event, prompting the development and expansion of its innovative care model. This review critically outlines, evaluates, and analyzes the approach and effectiveness of the psychological care model provided to runners on race day as part of the Boston Marathon medical team, including the standard of care, how it functions, and best practices for other marathons. The implications for this review contribute to the increasing trend of providing psychological care in marathon and other athletic settings, and to provide a framework for standardizing assessment and intervention procedures for both elite and novice runners.

波士顿马拉松赛是跑步界备受瞩目的赛事,这不仅是因为它的声望和充满挑战的赛程,还因为它组建了一支心理团队为选手提供支持。2013 年波士顿马拉松爆炸事件凸显了心理健康支持在这项赛事中的重要作用,促使其创新护理模式的发展和扩大。本综述批判性地概述、评估和分析了作为波士顿马拉松赛医疗团队的一部分,在比赛当天为跑者提供的心理护理模式的方法和效果,包括护理标准、如何发挥作用以及其他马拉松赛事的最佳实践。本综述的意义在于促进在马拉松和其他运动环境中提供心理护理的日益增长的趋势,并为精英和新手跑者的标准化评估和干预程序提供一个框架。
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引用次数: 0
HoopTransformer: Advancing NBA Offensive Play Recognition with Self-Supervised Learning from Player Trajectories. HoopTransformer:通过对球员轨迹的自我监督学习,提高 NBA 进攻战术识别能力。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 Epub Date: 2024-05-30 DOI: 10.1007/s40279-024-02030-3
Xing Wang, Zitian Tang, Jianchong Shao, Sam Robertson, Miguel-Ángel Gómez, Shaoliang Zhang

Background and objective: Understanding and recognizing basketball offensive set plays, which involve intricate interactions between players, have always been regarded as challenging tasks for untrained humans, not to mention machines. In this study, our objective is to propose an artificial intelligence model that can automatically recognize offensive plays using a novel self-supervised learning approach.

Methods: The dataset was collected by SportVU from 632 games during the 2015-2016 season of the National Basketball Association (NBA), with a total of 90,524 possessions. A multi-agent motion prediction pretraining model was built on the basis of axial-attention transformer and trained with different masking strategies: motion prediction (MP), motion reconstruction (MR), and MP + MR joint strategy. A downstream play-level classification task and similarity search were used to evaluate the models' performance.

Results: The results showed that the MP + MR joint masking strategy maximized the ability of the model compared with individual masking strategies. For the classification task, the joint strategy achieved a top-1 accuracy of 81.5% and top-3 accuracy of 97.5%. In the similarity search evaluation, the joint strategy attained a top-5 accuracy of 76% and top-10 accuracy of 59%. Additionally, with the same MP + MR joint masking strategy, our HoopTransformer model outperformed the two baseline models in the classification task and similarity search.

Conclusion: This study presents a self-supervised learning model and demonstrates the effectiveness and potential of the model in accurately comprehending and capturing player movements and complex interactions during offensive plays.

背景和目的:篮球进攻战术涉及球员之间错综复杂的互动,对于未经训练的人类来说,理解和识别篮球进攻战术一直被视为具有挑战性的任务,更不用说机器了。在这项研究中,我们的目标是提出一种人工智能模型,利用一种新颖的自监督学习方法自动识别进攻战术:数据集由 SportVU 收集自美国国家篮球协会(NBA)2015-2016 赛季的 632 场比赛,共计 90524 次控球。在轴向注意力变换器的基础上建立了多代理运动预测预训练模型,并采用不同的遮挡策略进行训练:运动预测(MP)、运动重建(MR)和 MP + MR 联合策略。使用下游游戏级分类任务和相似性搜索来评估模型的性能:结果表明,与单独的遮蔽策略相比,MP + MR 联合遮蔽策略最大限度地提高了模型的能力。在分类任务中,联合策略取得了 81.5%的前 1 名准确率和 97.5%的前 3 名准确率。在相似性搜索评估中,联合策略的前 5 名准确率为 76%,前 10 名准确率为 59%。此外,采用相同的 MP + MR 联合屏蔽策略,我们的 HoopTransformer 模型在分类任务和相似性搜索中的表现优于两个基线模型:本研究提出了一种自监督学习模型,并证明了该模型在准确理解和捕捉进攻过程中球员的动作和复杂互动方面的有效性和潜力。
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引用次数: 0
Joining the Conversation to Spur Alternative Becomings in Sport Science: Diffracting Correspondence/Intra-Action. 加入对话,促进体育科学的另类发展:衍射对应/内部行动。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 Epub Date: 2024-07-24 DOI: 10.1007/s40279-024-02076-3
Martin Camiré
{"title":"Joining the Conversation to Spur Alternative Becomings in Sport Science: Diffracting Correspondence/Intra-Action.","authors":"Martin Camiré","doi":"10.1007/s40279-024-02076-3","DOIUrl":"10.1007/s40279-024-02076-3","url":null,"abstract":"","PeriodicalId":21969,"journal":{"name":"Sports Medicine","volume":" ","pages":"2475-2479"},"PeriodicalIF":9.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141760978","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}
引用次数: 0
The Incidence and Propensity of Head Acceleration Events in a Season of Men's and Women's English Elite-Level Club Rugby Union Matches. 一个赛季的男子和女子英格兰精英级俱乐部橄榄球联盟比赛中头部加速事件的发生率和倾向性。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 Epub Date: 2024-06-26 DOI: 10.1007/s40279-024-02064-7
David Allan, James Tooby, Lindsay Starling, Ross Tucker, Éanna Falvey, Danielle Salmon, James Brown, Sam Hudson, Keith Stokes, Ben Jones, Simon Kemp, Patrick O'Halloran, Matt Cross, Gregory Tierney

Objectives: To describe and compare the incidence and propensity of head acceleration events (HAEs) using instrumented mouthguards (iMG) by playing position in a season of English elite-level men's and women's rugby union matches.

Methods: iMG data were collected for 255 men and 133 women from 1,865 and 807 player-matches, respectively, and synchronised to video-coded match footage. Head peak resultant linear acceleration (PLA) and peak resultant angular acceleration (PAA) were extracted from each HAE. Mean incidence and propensity values were calculated across different recording thresholds for forwards and backs in addition to positional groups (front row, second row, back row, half backs, centres, back three) with 95% confidence intervals (CI) estimated. Significance was determined based on 95% CI not overlapping across recording thresholds.

Results: For both men and women, HAE incidence was twice as high for forwards than backs across the majority of recording thresholds. HAE incidence and propensity were significantly lower in the women's game compared to the men's game. Back-row and front-row players had the highest incidence across all HAE thresholds for men's forwards, while women's forward positional groups and men's and women's back positional groups were similar. Tackles and carries exhibited a greater propensity to result in HAE for forward positional groups and the back three in the men's game, and back row in the women's game.

Conclusion: These data offer valuable benchmark and comparative data for future research, HAE mitigation strategies, and management of HAE exposure in elite rugby players. Positional-specific differences in HAE incidence and propensity should be considered in future mitigation strategies.

目的方法:分别从 1865 场和 807 场球员比赛中收集 255 名男子和 133 名女子的 iMG 数据,并与视频编码的比赛录像同步。从每个 HAE 中提取头部峰值结果线性加速度 (PLA) 和峰值结果角加速度 (PAA)。除了位置组(前排、第二排、后排、半后卫、中锋、后三)外,还计算了不同记录阈值下前锋和后卫的平均发生率和倾向值,并估算了 95% 的置信区间 (CI)。根据不同记录阈值的 95% 置信区间不重叠来确定显著性:结果:无论男女,在大多数记录临界值中,前锋的 HAE 发病率是后卫的两倍。与男子比赛相比,女子比赛的 HAE 发生率和倾向性明显较低。在所有HAE临界值中,男子前锋的后排和前排球员的发病率最高,而女子前锋位置组、男子后卫位置组和女子后卫位置组的发病率相似。在男子比赛中,前锋位置组和后卫三人组以及在女子比赛中,后排球员的拦截和搬运更容易导致 HAE:这些数据为今后的研究、HAE 缓解策略和精英橄榄球运动员 HAE 暴露管理提供了宝贵的基准和比较数据。在未来的缓解策略中,应考虑到不同位置在 HAE 发生率和倾向性方面的差异。
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引用次数: 0
Responses to Exercise with Low Carbohydrate Availability on Muscle Glycogen and Cell Signaling: A Systematic Review and Meta-analysis. 低碳水化合物摄入量运动对肌肉糖原和细胞信号的影响:系统回顾与元分析》。
IF 9.3 1区 医学 Q1 SPORT SCIENCES Pub Date : 2024-10-01 DOI: 10.1007/s40279-024-02119-9
Javier Diaz-Lara, Gorka Prieto-Bellver, Amelia Guadalupe-Grau, David J Bishop

Background: The growing interest in how exercise and carbohydrate (CHO) restriction may modify molecular responses that promote endurance adaptations has led to many interesting controversies.

Objective: We conducted a systematic review and a meta-analysis regarding the effect of low-carbohydrate availability (LOW) pre-, during, or post-exercise, on the mRNA content of commonly measured genes involved in mitochondrial biogenesis (PGC-1α, TFAM mRNA) and metabolism (PDK4, UCP3 and GLUT4 mRNA), and on muscle glycogen levels, compared with a high-CHO (CON) condition.

Methods: MEDLINE, Scopus, and Web of Science databases were searched following the PRISMA 2020 guidelines (with an end date of November 2023). In total, 19 randomized-controlled studies were considered for inclusion. We evaluated the methodological quality of all studies using the Cochrane Risk of Bias tool for randomized clinical studies. A meta-analysis was performed using a random effects model to calculate the standardized mean difference (SMD), estimated by Hedges' g, and 95% confidence intervals (CIs).

Results: The LOW condition was associated with an increased mRNA content of several genes during the early recovery period post-exercise, such as PDK4 (SMD 1.61; 95% CI 0.80-2.42), GLUT4 (SMD 1.38; 95% CI 0.46-2.30), and UCP3 (SMD 2.05; 95% CI 0.40-3.69). However, overall, there was no significant effect on the mRNA content of PGC-1α or TFAM. Finally, CHO restriction and exercise significantly reduced muscle glycogen levels (SMD 3.69; 95% CI 2.82-5.09). A meta-analysis of subgroups from studies with a difference in muscle glycogen concentration of > 200 mmol kg dw-1 between the LOW and CON conditions showed an increase in exercise-induced PGC-1α mRNA (SMD 2.08; 95% CI 0.64-3.52; p = 0.005; I2 = 75%) and a greater effect in PDK4 and GLUT4 mRNA.

Conclusion: The meta-analysis results show that CHO restriction was associated with an increase in the exercise-induced mRNA content of PDK4, UCP3, and GLUT4, but not the exercise-induced mRNA content of PGC-1ɑ and TFAM. However, when there were substantial differences in glycogen depletion between CON and LOW CHO conditions (> 200 mmol kg dw-1), there was a greater effect of CHO restriction on the exercise-induced mRNA content of metabolic genes, and an increase in exercise-induced PGC-1α mRNA.

背景:人们越来越关注运动和碳水化合物(CHO)限制如何改变促进耐力适应的分子反应,这引发了许多有趣的争议:我们就运动前、运动中或运动后低碳水化合物(LOW)对线粒体生物生成(PGC-1α、TFAM mRNA)和新陈代谢(PDK4、UCP3 和 GLUT4 mRNA)相关常用基因的 mRNA 含量以及对肌糖原水平的影响进行了系统回顾和荟萃分析,并与高 CHO(CON)条件进行了比较:按照 PRISMA 2020 指南(截止日期为 2023 年 11 月)检索了 MEDLINE、Scopus 和 Web of Science 数据库。共考虑纳入 19 项随机对照研究。我们使用针对随机临床研究的 Cochrane 偏倚风险工具对所有研究的方法学质量进行了评估。我们使用随机效应模型进行了荟萃分析,以计算标准化均值差异(SMD)(用赫奇斯g估算)和95%置信区间(CIs):结果:在运动后的早期恢复期,LOW 状态与几个基因的 mRNA 含量增加有关,如 PDK4(SMD 1.61;95% CI 0.80-2.42)、GLUT4(SMD 1.38;95% CI 0.46-2.30)和 UCP3(SMD 2.05;95% CI 0.40-3.69)。然而,总体而言,对 PGC-1α 或 TFAM 的 mRNA 含量没有明显影响。最后,限制碳水化合物摄入和运动会显著降低肌糖原水平(SMD 3.69;95% CI 2.82-5.09)。对肌糖原浓度在 LOW 和 CON 条件下差异大于 200 mmol kg dw-1 的研究进行的分组荟萃分析表明,运动诱导的 PGC-1α mRNA 增加(SMD 2.08;95% CI 0.64-3.52;p = 0.005;I2 = 75%),PDK4 和 GLUT4 mRNA 的影响更大:荟萃分析结果显示,CHO限制与运动诱导的PDK4、UCP3和GLUT4 mRNA含量增加有关,但与运动诱导的PGC-1ɑ和TFAM mRNA含量增加无关。然而,当CON和LOW CHO条件(> 200 mmol kg dw-1)之间的糖原耗竭存在显著差异时,CHO限制对运动诱导的代谢基因mRNA含量的影响更大,而且运动诱导的PGC-1α mRNA含量也有所增加。
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Sports Medicine
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