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From the Bedroom to the Arena: How Sex and Masturbation Influence Athletes' Sleep. 从卧室到赛场:性和手淫如何影响运动员的睡眠。
IF 4.3 2区 医学 Q1 PHYSIOLOGY Pub Date : 2026-01-20 DOI: 10.1123/ijspp.2025-0265
Jacopo A Vitale, Sara Bizzozero, Stefano Borghi, Giuseppe Banfi

Purpose: Athletes frequently experience sleep disturbances due to training intensity, competitive pressure, and travel. While sexual activity, particularly achieving orgasm, is linked with improved sleep through hormonal mechanisms in general populations, this relationship remains unexplored in athletes, whose sleep and recovery needs are unique. This cross-sectional study primarily aimed to examine competitive athletes' perceptions regarding how sexual activity (partnered intercourse and masturbation, with or without orgasm) influences sleep quality, latency, and sport performance and explore differences by sex and sport discipline (individual vs team).

Methods: In this cross-sectional descriptive study, 164 competitive athletes (males = 115, females = 49; age 18-40 y) from Italian sport federations completed a structured survey assessing sexual behavior, orgasm frequency, sleep parameters, and perceived athletic impact. Statistical analysis included chi-square, Fisher exact, and t tests with significance at P < .05.

Results: A majority reported that orgasmic sexual activity significantly improved sleep quality (partnered sex: 67.7%, masturbation: 49.1%) and latency (partnered sex: 58.4%, masturbation: 46.9%). Partnered sex appeared slightly more beneficial, but the difference was not statistically significant (quality: P = .810, latency: P = .996). Significant sex differences emerged in orgasm consistency during partnered sex (men: 77.8%, women: 30.0%; P < .001) and masturbation (men: 99.1%, women: 83.3%; P < .001). No sex or sport-discipline differences were identified regarding perceived sleep benefits or performance impact; most athletes (≥50%) perceived no negative effects on training or competition.

Conclusion: Competitive athletes perceive sexual activity with orgasm as beneficial for sleep and neutral regarding athletic performance, challenging conventional abstinence recommendations. Practitioners should adopt individualized, evidence-based strategies when advising athletes on sexual behavior in relation to sleep and performance.

目的:由于训练强度、竞争压力和旅行,运动员经常经历睡眠障碍。虽然在一般人群中,性活动,特别是达到性高潮,通过激素机制与改善睡眠有关,但这种关系在运动员中仍未被探索,他们的睡眠和恢复需求是独特的。这项横断面研究的主要目的是检查竞技运动员对性活动(有或没有性高潮的伴侣性交和手淫)如何影响睡眠质量、潜伏期和运动表现的看法,并探讨性别和运动纪律(个人与团队)的差异。方法:在这项横断面描述性研究中,来自意大利体育联合会的164名竞技运动员(男性115人,女性49人,年龄18-40岁)完成了一项结构化调查,评估性行为、性高潮频率、睡眠参数和感知运动影响。统计学分析采用卡方检验、Fisher精确检验和t检验,P < 0.05为显著性。结果:大多数人报告说,性高潮显著改善了睡眠质量(伴侣性行为:67.7%,手淫:49.1%)和潜伏期(伴侣性行为:58.4%,手淫:46.9%)。有伴侣的性行为似乎更有益,但差异没有统计学意义(质量:P = 0.810,潜伏期:P = 0.996)。在有伴侣的性行为(男性:77.8%,女性:30.0%,P < 0.001)和手淫(男性:99.1%,女性:83.3%,P < 0.001)中出现了显著的性别差异。在感知睡眠益处或表现影响方面,没有发现性别或运动学科的差异;大多数运动员(≥50%)认为对训练或比赛没有负面影响。结论:竞技运动员认为性高潮对睡眠有益,对运动表现无影响,挑战了传统的禁欲建议。在向运动员建议与睡眠和表现有关的性行为时,从业者应采用个性化的、基于证据的策略。
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引用次数: 0
Are Lifting Straps a Game Changer for Resistance Training or an Overrated Tool? An Exploratory Review of Current Evidence and Future Research Directions. 举重带是阻力训练的游戏规则改变者还是被高估的工具?现有证据与未来研究方向的探索性回顾。
IF 4.3 2区 医学 Q1 PHYSIOLOGY Pub Date : 2026-01-12 DOI: 10.1123/ijspp.2025-0296
Ricardo Martins, Miguel Rosa, Riccardo Padovan, Mário Sá, Joaquim Paulo Antunes, José Afonso, Amador García-Ramos

Purpose: Lifting straps (LS) are popular tools used by resistance-training (RT) practitioners with the intention of improving exercise performance. This tool is worn around the wrist to enhance grip on the barbell or other RT equipment and potentially decrease grip limitation throughout the exercise-a limitation that is usually reported by practitioners, especially during deadlifts, weightlifting movements, and pulling exercises. However, this knowledge remains mostly based on common experiential beliefs. Thus, this narrative review aims to highlight the current knowledge on the impact of LS in RT, focusing on physiological and biomechanical effects, exercise performance, chronic training adaptations, and safety concerns, and also to expose the existing literature gaps and distinguish between evidence-based findings and empirical assumptions.

Conclusion: Evidence suggests that LS can enhance maximal strength and grip perception. However, for pulling/back exercises, no consistent effects have been observed. In addition, LS may increase mechanical work in the deadlift, but contrary to common belief, they appear not to contribute to increased muscle recruitment. Furthermore, no scientific evidence supports the chronic effects of LS usage in training; it is still a hypothesis. Finally, this review offers future research insights to assist sport scientists in designing and conducting more comprehensive investigations on this topic, ultimately enhancing the understanding and application of LS in RT.

目的:举带(LS)是阻力训练(RT)练习者常用的工具,目的是提高运动表现。这个工具戴在手腕上,以增强对杠铃或其他RT设备的抓地力,并潜在地减少整个运动过程中的抓地力限制——从业者通常报告的限制,特别是在硬举、举重运动和拉扯运动中。然而,这种知识仍然主要基于共同的经验信念。因此,这篇叙述性综述旨在强调目前关于LS在RT中的影响的知识,重点关注生理和生物力学效应、运动表现、慢性训练适应和安全问题,并揭示现有的文献空白,区分基于证据的发现和经验假设。结论:有证据表明,LS可以增强最大力量和握感。然而,对于拉/回运动,没有观察到一致的效果。此外,LS可能会增加硬举的机械功,但与通常的看法相反,它们似乎不会增加肌肉的补充。此外,没有科学证据支持训练中使用LS的慢性效应;这仍然是一个假设。最后,本综述提供了未来的研究见解,以帮助运动科学家设计和开展更全面的研究,最终提高对LS在RT中的理解和应用。
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引用次数: 0
Uncovering Individual Training-Load Profiles in Young Female Footballers: Moving Beyond the Average. 揭示年轻女子足球运动员的个人训练负荷概况:超越平均水平。
IF 4.3 2区 医学 Q1 PHYSIOLOGY Pub Date : 2026-01-09 DOI: 10.1123/ijspp.2025-0346
Asier Los Arcos, Asier Gonzalez-Artetxe, Marco Beato, Ibai Garcia-Tabar

Purpose: To assess total, weekly, and session rating of perceived exertion (sRPE) training load (TL), identify factors influencing sRPE-TL, and analyze interplayer, individual relative-to-team, and intraplayer variability in elite youth female footballers.

Methods: All outfield players (age 13.7 [0.5] y) from the U14 (under 14 y of age) team of a Spanish Women's First Division academy were monitored over a 19-week competitive period. Players reported sRPE after each training session and match. TL was calculated as sRPE × session duration. Individual- and team-level analyses were performed.

Results: Players completed 95% (4%) of sessions. Total and weekly team sRPE-TL averaged 19,717 (1708) and 1200 (104) AU (arbitrary units), respectively. Playing position had no significant effect (P > .05), whereas training day significantly influenced session TL (P < .001), with matches showing substantially lower TL than training sessions (Cohen d: 2.85-4.34). Interplayer variability was small to moderate (coefficient of variation 7%-14%). Differences between individual and team means ranged from -26% to +25%, trivial to very large. Intraplayer variability was moderate to very large (coefficient of variation 10%-53%), with session-level variability classified as very large for all players. The interaction between individual-team difference and intraplayer variability was analyzed.

Conclusions: Despite consistent team-level TL, marked individual differences emerged. Two individual TL profiles were identified: (1) mean-aligned versus mean-divergent and (2) stable versus unstable. Combining both dimensions enhances individual TL profiling and supports tailored training strategies. These findings emphasize the need to move beyond team averages to ensure appropriate monitoring and individualized development in elite youth female football.

目的:评估优秀青年女子足球运动员的总、每周和训练负荷(sRPE)评分,确定影响sRPE-TL的因素,并分析球员之间、个人相对于球队和球员内部的变异性。方法:对来自西班牙女子甲级联赛U14(14岁以下)球队的所有外场球员(年龄13.7[0.5]岁)进行为期19周的比赛监测。球员在每次训练和比赛后报告sRPE。TL计算为sRPE ×会话持续时间。进行了个人和团队层面的分析。结果:玩家完成了95%(4%)的回合。总的和每周的团队sRPE-TL平均分别为19,717(1708)和1200 (104)AU(任意单位)。比赛位置没有显著影响(P < 0.05),而训练时间显著影响了训练时间(P < 0.001),比赛时间显著低于训练时间(Cohen d: 2.85-4.34)。玩家间的可变性小至中等(变异系数7%-14%)。个人和团队之间的差异从-26%到+25%不等,从微不足道到非常大。玩家内部的可变性从中等到非常大(变异系数为10%-53%),所有玩家的会话级别可变性都非常大。分析了个体-团队差异和队员内部变异性之间的相互作用。结论:尽管团队水平的TL是一致的,但显著的个体差异也出现了。确定了两种个体TL特征:(1)均值对齐与均值发散;(2)稳定与不稳定。结合这两个维度可以增强个人TL分析并支持量身定制的培训策略。这些发现强调需要超越团队平均水平,以确保精英青年女子足球的适当监控和个性化发展。
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引用次数: 0
The Algorithmic Athlete: A Call to Standardize Assessment of Sensor Technologies and Artificial Intelligence. 算法运动员:对传感器技术和人工智能标准化评估的呼吁。
IF 4.3 2区 医学 Q1 PHYSIOLOGY Pub Date : 2026-01-02 DOI: 10.1123/ijspp.2025-0547
Wissem Dhahbi, Karim Chamari
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引用次数: 0
A New Decade Brings New Horizons for IJSPP. 新的十年为IJSPP带来新的视野。
IF 4.3 2区 医学 Q1 PHYSIOLOGY Pub Date : 2026-01-01 DOI: 10.1123/ijspp.2025-0554
Stephen S Cheung
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引用次数: 0
Comparative Effects of the Free Weights and Smith Machine Squat and Bench Press: The Important Role of Specificity for Strength Adaptations. 自由重量和史密斯机深蹲和卧推的比较效果:特异性对力量适应的重要作用。
IF 3.5 2区 医学 Q1 PHYSIOLOGY Pub Date : 2025-12-31 Print Date: 2025-02-01 DOI: 10.1123/ijspp.2024-0274
Daniel Marcos-Frutos, Sergio Miras-Moreno, Gonzalo Márquez, Amador García-Ramos

Purpose: Although previous studies have compared strength-training adaptations between free weights (FW) and machine-guided exercises, those studies did not use a Smith machine (SM), which most closely replicates the exercises performed with FW. Thus, the aim of the present study was to investigate the chronic effects of strength-focused, velocity-based training regimens using FW versus SM.

Methods: Thirty-seven sport-science students (14 female) were assigned, balanced by sex and relative strength, to either an FW or SM training group. The training program lasted 8 weeks (2 sessions/wk), and participants performed 4 sets per exercise (back squat and bench press) at 70% of their 1-repetition maximum with moderate effort levels (20%-25% velocity loss). Load-velocity profile parameters (load-axis intercept, velocity-axis intercept, and area under the load-velocity relationship line), cross-sectional areas of the vastus lateralis and pectoralis major muscles, and the number of repetitions to failure in the bench-press exercise were assessed before and after the training program. Mechanical variables were assessed using both FW and SM.

Results: All variables, with the exception of back-squat velocity-axis intercept (P = .124), improved in both training groups. The changes in load-axis intercept and area under the load-velocity relationship line were more pronounced when the training and testing conditions matched. Failure in the bench-press exercise and cross-sectional areas of the vastus lateralis and pectoralis major showed comparable improvements for both training groups, while velocity-axis intercept tended to improve more in the SM group.

Conclusions: The general population, unconcerned with the specificity of strength adaptations, can choose a training modality (FW or SM) based on personal preferences.

目的:虽然以前的研究比较了自由重量训练(FW)和机器指导训练之间的力量训练适应性,但这些研究并没有使用史密斯机器(SM),而史密斯机器最接近地复制了用FW进行的训练。因此,本研究的目的是研究以力量为中心,以速度为基础的训练方案,使用FW和SM的慢性效果。方法:37名体育科学学生(14名女生)被分配到FW或SM训练组,按性别和相对力量平衡。训练计划持续8周(2次/周),参与者每次训练4组(后蹲和卧推),以他们最大重复次数的70%进行,适度的努力水平(20%-25%的速度损失)。负荷-速度剖面参数(负荷-轴截距、速度-轴截距和负荷-速度关系线下的面积)、股外侧肌和胸大肌的横截面积以及卧推训练中失败的重复次数被评估在训练计划前后。采用FW和SM评估力学变量。结果:除后蹲速度轴截距(P = .124)外,所有变量在两个训练组中均有改善。当训练条件和测试条件相匹配时,载荷轴截距和载荷-速度关系线下面积的变化更为明显。卧推训练失败以及股外侧肌和胸大肌的横截面积在两个训练组中都有类似的改善,而速度轴截距在SM组中有更多的改善。结论:一般人群可以根据个人喜好选择训练方式(FW或SM),而不关心力量适应的特异性。
{"title":"Comparative Effects of the Free Weights and Smith Machine Squat and Bench Press: The Important Role of Specificity for Strength Adaptations.","authors":"Daniel Marcos-Frutos, Sergio Miras-Moreno, Gonzalo Márquez, Amador García-Ramos","doi":"10.1123/ijspp.2024-0274","DOIUrl":"10.1123/ijspp.2024-0274","url":null,"abstract":"<p><strong>Purpose: </strong>Although previous studies have compared strength-training adaptations between free weights (FW) and machine-guided exercises, those studies did not use a Smith machine (SM), which most closely replicates the exercises performed with FW. Thus, the aim of the present study was to investigate the chronic effects of strength-focused, velocity-based training regimens using FW versus SM.</p><p><strong>Methods: </strong>Thirty-seven sport-science students (14 female) were assigned, balanced by sex and relative strength, to either an FW or SM training group. The training program lasted 8 weeks (2 sessions/wk), and participants performed 4 sets per exercise (back squat and bench press) at 70% of their 1-repetition maximum with moderate effort levels (20%-25% velocity loss). Load-velocity profile parameters (load-axis intercept, velocity-axis intercept, and area under the load-velocity relationship line), cross-sectional areas of the vastus lateralis and pectoralis major muscles, and the number of repetitions to failure in the bench-press exercise were assessed before and after the training program. Mechanical variables were assessed using both FW and SM.</p><p><strong>Results: </strong>All variables, with the exception of back-squat velocity-axis intercept (P = .124), improved in both training groups. The changes in load-axis intercept and area under the load-velocity relationship line were more pronounced when the training and testing conditions matched. Failure in the bench-press exercise and cross-sectional areas of the vastus lateralis and pectoralis major showed comparable improvements for both training groups, while velocity-axis intercept tended to improve more in the SM group.</p><p><strong>Conclusions: </strong>The general population, unconcerned with the specificity of strength adaptations, can choose a training modality (FW or SM) based on personal preferences.</p>","PeriodicalId":14295,"journal":{"name":"International journal of sports physiology and performance","volume":" ","pages":"292-300"},"PeriodicalIF":3.5,"publicationDate":"2025-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142909667","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Hip Adduction and Abduction Strength Reference Values of Gaelic Football and Rugby Union Players: A Cross-Sectional Study. 盖尔足球和橄榄球联盟球员髋内收外展力量参考值:一项横断面研究。
IF 3.5 2区 医学 Q1 PHYSIOLOGY Pub Date : 2025-12-31 Print Date: 2025-02-01 DOI: 10.1123/ijspp.2024-0116
Ciaran O'Connor, Martin McIntyre, Eamonn Delahunt, Kristian Thorborg

Purpose: The purpose of this research was to report isometric hip adduction and abduction strength reference values of men's and women's Gaelic football and rugby union players and compare values between sexes and between sports.

Methods: This cross-sectional cohort study consisted of 331 club-level athletes. Maximum isometric hip adduction squeeze and abduction press strength values were measured with a ForceFrame across several testing positions.

Results: Hip adduction squeeze and abduction press strength reference values for men's and women's Gaelic and rugby union footballers were provided with mean and 1 SD. A 2-way analysis of variance demonstrated significant sport × sex interaction main effects for hip adduction squeeze (η2 = .159-.228), abduction press (η2 = .099-.144), and adduction:abduction ratio (η2 = .120). Men demonstrated significantly greater relative (Newtons per kilogram) maximum isometric hip adduction squeeze (15.5%-26.4%, 0.48-1.00 N/kg) and hip abduction press (9.6%-19.6%, 0.20-0.67 N/kg) strength across all testing positions when compared with women of the same sport. Male Gaelic football players demonstrated significantly greater hip adduction (8.7%-14.0%, 0.30-0.52 N/kg) and abduction (6.1%-8.6%, 0.16-0.31 N/kg) strength (Newtons per kilogram) than their rugby counterparts, while no significant between-sports differences in strength were observed between female athletes.

Conclusion: Reference values are provided with mean and 1 SD. Sport and sex interaction had significant main effects for hip adduction, abduction, and adduction:abduction ratio, with medium to large effect sizes. Male athletes demonstrate significantly greater hip strength than female athletes of the same sport, and male Gaelic players demonstrate greater hip strength than male rugby players.

目的:本研究的目的是报告男性和女性盖尔足球和橄榄球联盟球员髋内收和外展力量的参考值,并比较性别和运动之间的值。方法:横断面队列研究包括331名俱乐部级运动员。在多个测试位置,使用ForceFrame测量髋内收挤压和外展按压的最大等距强度值。结果:男女盖尔和橄榄球联盟运动员髋内收挤压和髋外展按压力量参考值均为均值和1sd。双向方差分析显示,运动×性别交互作用对髋关节内收挤压(η2 = 0.159 - 0.228)、外展压迫(η2 = 0.099 - 0.144)和内收:外展比(η2 = 0.120)有显著的主要影响。与女性相比,男性在所有测试体位中表现出更大的相对(牛顿/公斤)最大髋关节内收挤压(15.5%-26.4%,0.48-1.00 N/kg)和髋关节外展按压(9.6%-19.6%,0.20-0.67 N/kg)力量。男性盖尔足球运动员的髋关节内收(8.7%-14.0%,0.30-0.52 N/kg)和外展(6.1%-8.6%,0.16-0.31 N/kg)力量(牛顿/kg)明显高于橄榄球运动员,而女性运动员之间的力量没有明显的运动差异。结论:参考值具有平均值和1sd。运动和性互动对髋关节内收、外展和内收:外展比有显著的主要影响,有中等到较大的影响。在同一项运动中,男性运动员比女性运动员表现出更大的臀部力量,男性盖尔运动员比男性橄榄球运动员表现出更大的臀部力量。
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引用次数: 0
Records at What Cost? A Critique of the Enhanced Games. 记录的代价是什么?对强化游戏的批判
IF 4.3 2区 医学 Q1 PHYSIOLOGY Pub Date : 2025-12-10 DOI: 10.1123/ijspp.2025-0470
Øyvind Sandbakk, Sigmund Loland

Purpose: The recently announced Enhanced Games (EG) positions itself as a revolutionary alternative to the Olympic Games, proposing a sporting event in which performance-enhancing drugs are not only permitted but medically supervised and celebrated. Founded by Dr Aron D'Souza, the initiative markets itself as a more transparent, scientific, and technologically progressive and equitable model of elite sport. In contrast to the World Anti-Doping Agency's long-standing global commitment to banning doping substances, the EG advocates for full transparency and deregulation of enhancement practices, aiming to eliminate what is perceived as hypocrisy in contemporary elite athletics. The purpose of the current commentary is to critically evaluate the medical, societal, ethical, and regulatory consequences of the EG. Conclusions: We argue that many of the claims made by the advocates of the EG are flawed and the use of scientific rhetoric is often misleading. Moreover, we argue that the EG represents a high-risk social experiment with potentially profound medical, societal, and ethical consequences that abandons the principles that govern current elite sports: respect for athlete autonomy and health, fair competition, and the quest for sporting and human excellence. We point to the need for a renewed commitment to these principles, not their abandonment. Contrary to the EG, strengthening antidoping systems and investing in safe, evidence-based performance support are all viable paths forward. The EG may produce new records but challenge radically the moral relevance and nature of sport.

目的:最近宣布的增强奥运会(EG)将自己定位为奥运会的革命性替代品,提议举办一项体育赛事,提高成绩的药物不仅被允许,而且受到医学监督和庆祝。该倡议由Aron D'Souza博士创立,其市场定位是一种更加透明、科学、技术进步和公平的精英体育模式。与世界反兴奋剂机构(World Anti-Doping Agency)长期以来在全球范围内禁止使用兴奋剂的承诺不同,EG倡导对兴奋剂行为完全透明并放松管制,旨在消除当代精英田径运动中被视为虚伪的行为。当前评论的目的是批判性地评估EG的医学、社会、伦理和监管后果。结论:我们认为,EG的倡导者提出的许多主张是有缺陷的,科学修辞的使用往往是误导性的。此外,我们认为EG代表了一种高风险的社会实验,可能会产生深远的医学、社会和伦理后果,它抛弃了管理当前精英体育的原则:尊重运动员的自主权和健康,公平竞争,追求体育和人类的卓越。我们指出,需要重新对这些原则作出承诺,而不是放弃它们。与专家组相反,加强反兴奋剂系统和投资于安全的、基于证据的表现支持都是可行的前进道路。EG可能会创造新的记录,但从根本上挑战体育的道德相关性和本质。
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引用次数: 0
Precision Training Via Causal Machine Learning: Modeling Rating of Perceived Exertion in Professional Soccer Players. 通过因果机器学习的精确训练:职业足球运动员感知运动的建模评级。
IF 4.3 2区 医学 Q1 PHYSIOLOGY Pub Date : 2025-12-09 Print Date: 2026-01-01 DOI: 10.1123/ijspp.2024-0537
Tom Van Deuren, Thomas Decorte, Peter Catteeuw, Steven Latré, Tim Verdonck

Purpose: This study aimed to explore the use of predictive and prescriptive machine-learning models for managing training loads in professional soccer, with a focus on the rating of perceived exertion (RPE). Using data from a Belgian Pro League club, we evaluated the effectiveness of these models in predicting and prescribing optimal training regimens.

Methods: Data from 14 players across a full competitive season were analyzed. Predictive models including linear regression, random forest, and XGBoost were compared using the root-mean-square error and the mean absolute error. SHapley Additive exPlanations values were used to interpret feature importance. A prescriptive model based on the counterfactual recurrent network was developed to optimize training inputs for desired outcomes.

Results: The XGBoost model demonstrated the best predictive performance (root-mean-square error: 1.262), with session distance identified as the most significant driver of RPE. While the prescriptive counterfactual recurrent network model showed slightly lower predictive accuracy (root-mean-square error: 1.379), its unique advantage lies in estimating counterfactual outcomes, allowing for the simulation of future RPE trajectories under different potential training plans and providing actionable insights for personalized training prescription.

Conclusions: Predictive modeling effectively estimates RPE, and prescriptive modeling offers the added benefit of optimizing training strategies. The integration of these approaches supports data-driven decisions in professional soccer, enhancing player performance and recovery. Future research should expand sample sizes and validate these methods across diverse sports and contexts.

目的:本研究旨在探索使用预测性和规范性机器学习模型来管理职业足球训练负荷,重点关注感知用力(RPE)的评级。使用来自比利时职业联赛俱乐部的数据,我们评估了这些模型在预测和制定最佳训练方案方面的有效性。方法:对14名运动员整个赛季的数据进行分析。采用均方根误差和平均绝对误差对线性回归、随机森林和XGBoost预测模型进行比较。SHapley加性解释值用于解释特征重要性。开发了一个基于反事实循环网络的规定性模型,以优化训练输入以获得期望的结果。结果:XGBoost模型表现出最佳的预测性能(均方根误差:1.262),会话距离被认为是RPE最显著的驱动因素。虽然规定性反事实循环网络模型的预测精度略低(均方根误差:1.379),但其独特的优势在于估计反事实结果,允许模拟不同潜在训练计划下的未来RPE轨迹,并为个性化训练处方提供可操作的见解。结论:预测模型有效地估计了RPE,而规定性模型为优化训练策略提供了额外的好处。这些方法的整合支持职业足球中数据驱动的决策,提高球员的表现和恢复。未来的研究应该扩大样本量,并在不同的运动和环境中验证这些方法。
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引用次数: 0
Comparison of Sprint- and Jump-Performance Outcomes 6 Hours Following Sprint-Priming Stimuli Involving Different External Loads. 不同外部负荷刺激后6小时短跑和跳跃表现结果的比较。
IF 4.3 2区 医学 Q1 PHYSIOLOGY Pub Date : 2025-11-26 Print Date: 2026-01-01 DOI: 10.1123/ijspp.2025-0121
Patrick M Holmberg, Lachlan P James, Mark J Connick, Hugh S Lamont, David G Watts, Vincent G Kelly

Purpose: This study aimed to (1) compare sprint- and jump-performance outcomes 6 hours following sprint-priming stimuli involving different external loads and (2) investigate whether maximal dynamic strength level influences sprint-priming outcomes.

Methods: Sixteen recreationally active males completed 5 sprint-priming activities (control [no physical activity] and 0%, 10%, 20%, and 30% body mass) in randomized order. Twenty-meter-sprint, countermovement-jump, and squat-jump tests assessed performance outcomes.

Results: Faster 0- to 20-m sprint times were observed following 0% (mean difference [MD] = -0.124 s; 95% CI, -0.184 to -0.064; P < .001), 30% (MD = -0.099 s; 95% CI, -0.160 to -0.039; P = .002), 10% (MD = -0.072 s; 95% CI, -0.132 to -0.012; P = .020), and 20% (MD = -0.070 s; 95% CI, -0.130 to -0.010; P = .024) sprint- priming stimuli compared with control. The 0% sprint-priming stimulus (MD = -0.068, -0.053 s; 95% CI, -0.115 to -0.008; P = .005-.024) elicited faster 0- to 5- and 0- to 10-m sprint times than 10%, 20%, and control. Faster 0- to 10-m sprint times were also observed following the 0% sprint-priming stimulus (MD = -0.096, -0.053 s; 95% CI, -0.153 to 0.000; P = .001-.049) compared with 10%, 20%, and control conditions. Additionally, the 30% sprint-priming stimulus (MD = -0.059 s; 95% CI, -0.115 to -0.002; P = .043) elicited significantly faster 0- to 10-m sprint times than control. Jump measures were unaffected. Maximal dynamic strength was not associated with sprint-performance outcomes.

Conclusion: Sprint priming may enhance performance in tasks requiring maximal acceleration over 20 m when assessed 6 hours later.

目的:本研究旨在(1)比较不同外部负荷刺激下短跑启动6小时后的冲刺和跳跃表现结果;(2)研究最大动态力量水平是否影响短跑启动结果。方法:16名有娱乐活动的男性按随机顺序完成5项冲刺启动活动(对照组[无体育活动]和0%、10%、20%和30%体重)。20米短跑、反动作跳跃和蹲跳测试评估了成绩。结果:在0%(平均差值[MD] = -0.124 s; 95% CI, -0.184 ~ -0.064; P < 0.001)、30% (MD = -0.099 s; 95% CI, -0.160 ~ -0.039; P = 0.002)、10% (MD = -0.072 s; 95% CI, -0.132 ~ -0.012; P = 0.020)和20% (MD = -0.070 s; 95% CI, -0.130 ~ -0.010; P = 0.024)冲刺启动刺激下,与对照相比,0 ~ 20米冲刺时间更快。0%的冲刺启动刺激(MD = -0.068, -0.053 s; 95% CI, -0.115至-0.008;P = 0.005 - 0.024)比10%、20%和对照组激发了更快的0- 5米和0- 10米冲刺时间。与10%、20%和对照条件相比,0%冲刺启动刺激下的0到10米冲刺时间也更快(MD = -0.096, -0.053 s; 95% CI, -0.153至0.000;P = 0.001 - 0.049)。此外,30%冲刺启动刺激(MD = -0.059 s; 95% CI, -0.115 ~ -0.002; P = 0.043)诱导的0 ~ 10 m冲刺时间明显快于对照组。跳跃措施不受影响。最大动态力量与短跑成绩结果无关。结论:在6小时后评估时,冲刺启动可能会提高要求最大加速度超过20米的任务的表现。
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International journal of sports physiology and performance
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