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Predicting Engagement and Retention During an Online Theory-Based Intervention to Promote Physical Activity Among Inactive Parent-Child Dyads 在一个基于理论的在线干预中预测参与和保留,以促进不活跃的亲子双体的体育活动。
IF 3 Pub Date : 2025-10-08 DOI: 10.1002/ejsc.70060
Daniel J. Phipps, Weldon T. Green, Taru Lintunen, Martin S. Hagger, Keegan Knittle

Insufficient physical activity is a widespread health concern, necessitating the broad implementation of evidence-based behavior change interventions. Such evidence commonly derives from randomized controlled trials, but questions arise about who is willing to enroll and actively engage in such trials. This study investigated factors predicting engagement and retention in an online physical activity intervention for inactive parent-child dyads. Participants were recruited from the general Finnish population and assigned to either an intervention or wait-list control group. The intervention consisted of online materials, SMS prompts, and four online sessions. Partial least squares regression models were used to analyze autonomous motivation, parent and child gender, parental education, employment status, and recruitment source as predictors of intervention retention and engagement. Results showed that intervention retention was predicted by higher autonomous motivation, being a mother, social media recruitment, and university education. Session attendance was higher for autonomously motivated parents, fathers, parents of daughters, and university-educated parents. These findings highlight the importance of autonomous motivation and demographic factors in intervention engagement. However, the higher engagement of already motivated participants demonstrates challenges for reaching and intervening on those who might benefit most from such programs. Future research should explore strategies to engage and retain less motivated individuals and investigate reasons behind non-compliance to improve the effectiveness of physical activity interventions for inactive families.

身体活动不足是一个广泛存在的健康问题,需要广泛实施基于证据的行为改变干预措施。这些证据通常来自随机对照试验,但问题是谁愿意参加并积极参与这些试验。本研究调查了在线体育活动干预中不活跃的亲子双对参与和保留的预测因素。参与者从芬兰普通人群中招募,并被分配到干预组或等候名单对照组。干预包括在线材料、短信提示和四次在线会议。使用偏最小二乘回归模型分析自主动机、父母和子女性别、父母教育程度、就业状况和招聘来源作为干预保留和参与的预测因子。结果表明,较高的自主动机、成为母亲、社交媒体招聘和大学教育程度可以预测干预保留。自主动机的父母、父亲、女儿的父母和受过大学教育的父母参加会议的比例更高。这些发现强调了自主动机和人口因素在干预参与中的重要性。然而,已经被激励的参与者的更高参与度表明,接触和干预那些可能从这些项目中受益最多的人是一项挑战。未来的研究应该探索吸引和留住积极性较低的个体的策略,并调查不服从的原因,以提高对不活跃家庭进行体育活动干预的有效性。
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引用次数: 0
Effect of In-Season Plyometric Training and Biological Maturation on Development of Slow and Fast Stretch-Shortening Cycle Function in Youth Female Soccer Players 季内增强训练和生物成熟对青少年女足运动员慢、快拉伸缩短周期功能发展的影响。
IF 3 Pub Date : 2025-10-08 DOI: 10.1002/ejsc.70053
Lee D. McGarrigal, Christopher I. Morse, David T. Sims, Georgina K. Stebbings

The aim of this study was to determine slow (> 250 ms) and fast (< 250 ms) stretch-shortening cycle (SSC) function in youth female soccer players at different stages of maturity and observe the effect of supplementing 8-week soccer training with a low-frequency (once-per-week) plyometric training (PT) programme on SSC function in this population. The main findings were that soccer plus PT resulted in significant improvements in slow (countermovement jump height) and fast (reactive strength index, leg stiffness and linear sprinting) SSC function in youth female soccer players, regardless of maturity (p ≤ 0.001), with two exceptions in the pre-PHV group (p ≥ 0.281). In comparison, only two markers of fast SSC function improved following 8-week soccer training without PT: one in the mid-PHV group (p ≤ 0.05) and one marker in the post-PHV group (p ≤ 0.05). This study is the first to demonstrate that soccer training supplemented with low-frequency PT is more effective at improving slow and fast SSC function in youth female soccer players, regardless of maturity status, than soccer training alone. This information is useful for strength and conditioning practitioners working with youth female soccer players to inform future warm-up and/or training programmes with this population that might improve playing performance and mitigate the risk of anterior cruciate ligament (ACL) injury in a population more susceptible to such injuries than boys.

本研究的目的是确定慢速(> 250ms)和快速(
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引用次数: 0
Race Against Time: How the Autonomy Needs of Adult Rowers of Different Ages Are Met and the Impact of Coaching 与时间赛跑:如何满足不同年龄的成年赛艇运动员的自主性需求以及教练的影响。
IF 3 Pub Date : 2025-10-08 DOI: 10.1002/ejsc.70065
David Houchin, Jessica Scott, Robert J. Booth

This study explored whether adult rowers' autonomy needs are differently met according to their age and how coaching status impacts on any differences. The numbers of older athletes motivated to engage in sport substantially lag behind their younger counterparts. Self-determination theory suggests that motivation is underpinned by three universal, basic psychological needs: competence, relatedness and autonomy. Utilising a cross-sectional design, 839 rowers aged 18–88 years old, predominantly from the United States of America, United Kingdom and other English-speaking countries, were surveyed using the Psychological Need States in Sport Scale to assess how their autonomy needs were met. Two-way ANOVA established that autonomy satisfaction (AS) increases, and autonomy frustration (AF) decreases as adult rowers age. Coaching was found to reduce AS and increase AF, but there was no significant interaction between age and coaching. This is the first study to establish that coaching both reduces AS and that older athletes have their autonomy needs better fulfiled than their younger adult counterparts. Conclusions draw on psychosocial theory to interpret why older athletes' autonomy needs may be less affected by exposure to autonomy-frustrating environments. Current calls to make older athletes a special case by disproportionately providing more adult-oriented coaching are challenged. Instead, it is posited that social factors, particularly higher tolerance of autonomy-frustrating coaching styles for younger adult rowers, may mask ageism conventions that favour older athletes. Findings prompt recommendations for further research into how coaching interactions are constructed for athletes of different ages and their impact on AS and AF.

本研究探讨成年赛艇运动员的自主性需求是否因年龄的不同而有不同的满足,以及教练状态对这种差异的影响。有动力参加体育运动的老年运动员的数量大大落后于年轻运动员。自我决定理论认为,动机是由三种普遍的、基本的心理需求所支撑的:能力、相关性和自主性。采用横断面设计,839名年龄在18-88岁之间的赛艇运动员,主要来自美国、英国和其他英语国家,使用体育心理需求状态量表进行调查,以评估他们的自主需求是如何得到满足的。双向方差分析证实,随着成年赛艇运动员年龄的增长,自主满意度(AS)增加,自主挫折感(AF)降低。教练可以减少AS,增加AF,但年龄与教练之间没有显著的相互作用。这是第一个证实教练既能减少AS,又能让年长运动员比年轻运动员更好地满足自主性需求的研究。结论利用社会心理理论来解释为什么老年运动员的自主性需求可能较少受到自主性受挫环境的影响。目前的呼吁是,通过不成比例地提供更多以成人为导向的教练,使老年运动员成为一个特例,这一呼吁受到了挑战。相反,有人认为,社会因素,特别是对年轻成年赛艇运动员自主挫折的教练风格的更高容忍度,可能掩盖了有利于年长运动员的年龄歧视习俗。研究结果提示了进一步研究如何为不同年龄的运动员构建教练互动及其对AS和AF的影响的建议。
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引用次数: 0
Under Consumed and Overestimated: Discrepancies in Race-Day Carbohydrate Intake Among Endurance Athletes 摄入不足和高估:耐力运动员比赛日碳水化合物摄入量的差异。
IF 3 Pub Date : 2025-10-06 DOI: 10.1002/ejsc.70055
Asli Devrim Lanpir, Melike Nur Eroğlu, Merve Özyıldırım, Julien Louis

Despite well-established guidelines for carbohydrate (CHO) intake to support endurance performance, many athletes fail to meet these targets, and in-race intake is often estimated based on planned consumption rather than measured intake. We aimed to quantify actual CHO intake during endurance races and explore behavioral and psychological predictors. Sixty Tier 2 endurance athletes (38 marathoners and 22 cyclists) participated in two official races. Athletes' planned, perceived, and actual CHO intake 24 h before and during the race were assessed using food diary analysis, and pre- and post-race weighing of sports products containing CHO. Sleep behavior (ASBQ), pre-race anxiety (CSAI-2R), and gastrointestinal symptoms were also evaluated using validated questionnaires. Across the cohort, actual CHO intake (31.7 ± 23.5 g/hr) was lower than planned (38.0 ± 27.3 g/hr; p < 0.001). The absolute planned-actual gap was larger in cyclists (58.9 → 49.1 g/hr; Δ = 10.3 g/hr) than in marathoners (25.9 → 21.7 g/hr; Δ = 4.2 g/hr); proportionally, the shortfall was similar (∼16%–17%) in both groups. Cyclists planned substantially higher CHO intakes and achieved higher actual intakes than marathoners. Regression analysis showed that race type, better sleep behavior, and lower cognitive anxiety predicted higher actual intake (R2 = 0.41, p < 0.05). Despite similar intentions, marathoners consumed less CHO than cyclists and overestimated their CHO intake, highlighting behavioral gaps. Sleep and psychological readiness played key roles in fueling success. Findings support the importance of measuring actual intake and considering individual behavioral factors to optimize endurance nutrition strategies.

尽管有完善的碳水化合物(CHO)摄入指南来支持耐力表现,但许多运动员未能达到这些目标,并且在比赛中摄入通常是基于计划消耗而不是测量摄入量来估计的。我们的目的是量化耐力赛期间的实际CHO摄入量,并探索行为和心理预测因素。60名二级耐力运动员(38名马拉松运动员和22名自行车运动员)参加了两场正式比赛。运动员在比赛前和比赛中24小时的计划、感知和实际CHO摄入量通过食物日记分析和含有CHO的运动产品的赛前和赛后称重来评估。睡眠行为(ASBQ)、赛前焦虑(CSAI-2R)和胃肠道症状也采用有效问卷进行评估。在整个队列中,实际CHO摄入量(31.7±23.5 g/hr)低于计划(38.0±27.3 g/hr); p 2 = 0.41, p
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引用次数: 0
Body Composition and Its Correlates in Children and Adolescents Living in Germany: A Cross-Sectional Study 生活在德国的儿童和青少年的身体组成及其相关因素:一项横断面研究。
IF 3 Pub Date : 2025-10-06 DOI: 10.1002/ejsc.70066
Raphael Schilling, Steffen C. E. Schmidt, Elena Schlag, Claudia Niessner, Alexander Woll, Janis Fiedler

Body composition is an important health parameter during childhood and adolescence. In this study, we investigate the associations between body composition and age, physical activity, side jump, standing long jump, physical working capacity at 170 beats per minute pulse, screen time, and socioeconomic status in a nationwide German sample. A total of 2.869 children and adolescents (1.456 girls) aged 6–17 years from the Motorik-Modul study (2014–2017) were stratified by sex and three age groups (6–10, 11–13, 14–17 years). Physical activity was quantified by accelerometers, while physical fitness parameters were measured as part of the Motorik-Modul field-based fitness test battery. Body composition analysis (BIA 2000-S; Data Input, Frankfurt, Germany) included phase angle as well as height-adjusted indices for fat mass and fat-free mass. Potential correlates of body composition were examined by testing 18 preregistered hypotheses via multiple regression analyses. We found a general increase in fat mass index, fat-free mass index, and phase angle during childhood with sex-dependent changes in these trajectories occurring between the ages of 10 and 14 and persisting up to age 17. Besides age, the most important correlates were standing long jump and physical working capacity. Higher screen time and lower socioeconomic status accompany higher fat mass index but do not predict a lower fat-free mass index. Physical activity correlates negatively with fat mass index only among 6 to 13-year-olds. These findings emphasize the complex interplay between body composition, physical fitness parameters, lifestyle factors, and socioeconomic background in childhood and adolescence.

身体成分是儿童和青少年时期一个重要的健康参数。在这项研究中,我们调查了德国全国样本的身体组成与年龄、身体活动、侧身跳、立定跳远、每分钟170次脉搏的身体工作能力、屏幕时间和社会经济地位之间的关系。Motorik-Modul研究(2014-2017)共有2869名6-17岁的儿童和青少年(1456名女孩)按性别和3个年龄组(6-10岁、11-13岁、14-17岁)进行分层。身体活动通过加速度计进行量化,而身体健康参数作为motorik - module现场健身测试电池的一部分进行测量。身体成分分析(BIA 2000-S; Data Input, Frankfurt, Germany)包括相位角以及脂肪质量和无脂肪质量的身高调整指数。通过多元回归分析对18个预先登记的假设进行检验,以检验身体成分的潜在相关因素。我们发现,儿童时期脂肪质量指数、无脂肪质量指数和相位角普遍增加,这些轨迹的性别依赖性变化发生在10至14岁之间,并持续到17岁。除年龄外,最重要的相关因素是立定跳远和体力劳动能力。较长的屏幕时间和较低的社会经济地位伴随着较高的脂肪质量指数,但并不预示较低的无脂肪质量指数。只有在6至13岁的儿童中,体育活动与脂肪质量指数呈负相关。这些发现强调了儿童和青少年时期身体组成、身体健康参数、生活方式因素和社会经济背景之间复杂的相互作用。
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引用次数: 0
Examining the Gaze Behaviour and Decision-Making of Field Hockey Players In Situ 检视曲棍球运动员原地注视行为与决策
IF 3 Pub Date : 2025-10-04 DOI: 10.1002/ejsc.70062
Bente M. van Dijk, Joris J. A. A. M. Hoeboer, Margot van Wermeskerken, Arie-Willem de Leeuw, Sanne I. de Vries, David L. Mann

Gaze behaviour is associated with decision-making in team sports. For instance, the final fixation of basketball players typically reflects the decision they make. However, it is not clear how athletes adapt in invasive team sports where they also control the ball using an implement (e.g., field hockey or lacrosse). In these sports, decision-making might be related to information fixated earlier on rather than the final fixation. This study investigated the relationship between gaze behaviour and decision-making in the dynamic sport of field hockey. We recorded the in situ gaze and decision-making accuracy of 15 skilled youth field hockey players in specific 3 versus 3 small-sided scenarios. Gaze behaviours were compared between players who made correct and incorrect decisions. Results indicated all players looked towards the ball in their final fixation before executing their decision, reflecting a critical difference from other invasive team sports such as basketball, where the ball carrier is in direct contact with the ball. Strikingly, it was the first fixation, rather than the last or second-to-last, in each scenario which was most associated with correct decisions. In particular, players who directed their first fixation towards the open space appeared most likely to make correct decisions in the scenarios we presented. The results emphasise the sport-specific nature of gaze behaviour and raise doubts about the transferability of gaze behaviour between closely related sports. These findings contribute to our knowledge of gaze behaviour and the decision-making processes of athletes in dynamic team sports.

凝视行为与团队运动中的决策有关。例如,篮球运动员最后的注视通常反映了他们所做的决定。然而,目前尚不清楚运动员如何适应侵入性团队运动,他们也使用工具控制球(例如,曲棍球或长曲棍球)。在这些运动中,决策可能与先前固定的信息有关,而不是与最后固定的信息有关。本研究探讨了动态曲棍球运动中凝视行为与决策的关系。我们记录了15名熟练的青少年曲棍球运动员在特定的3个与3个小面场景下的原位凝视和决策准确性。对做出正确和错误决定的玩家的凝视行为进行了比较。结果表明,所有球员在执行决定前的最后固定都看向了球,这反映了与其他侵入性团队运动(如篮球)的关键区别,在篮球中,持球者直接接触球。引人注目的是,在每个场景中,与正确决策最相关的是第一个固定,而不是最后一个或倒数第二个。特别是,在我们所呈现的场景中,那些将自己的第一关注指向开放空间的玩家似乎更有可能做出正确的决定。研究结果强调了凝视行为的运动特异性,并对密切相关的运动之间凝视行为的可转移性提出了质疑。这些发现有助于我们了解动态团队运动中运动员的凝视行为和决策过程。
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引用次数: 0
Anxiety and Mood Disturbance Are Prospectively Associated With Respiratory Infection Risk and the Mucosal Immune Response to Exercise 焦虑和情绪障碍可能与呼吸道感染风险和运动后的粘膜免疫反应相关。
IF 3 Pub Date : 2025-09-30 DOI: 10.1002/ejsc.70058
Sophie E. Harrison, Jason P. Edwards, Ross Roberts, Neil P. Walsh

We prospectively examined whether psychological factors influence (a) respiratory tract infection (RTI) risk and (b) the mucosal immune response to exercise. In Study 1, n = 406 adults (67% male) recorded RTI symptoms for two weeks before and after a marathon. In Study 2, under controlled laboratory conditions, n = 45 adults (51% male) completed 60 min of running at 65% V̇O2peak (EX) and seated rest (CON) in randomised order. Anxiety, total mood disturbance (TMD) and perceived psychological stress were measured before exercise. Saliva collected pre- and post-exercise was analysed for secretory immunoglobulin A (SIgA). Fifty runners suffered an RTI post-marathon. Runners prospectively reporting high trait anxiety or TMD were more likely to suffer an RTI post-marathon (OR [95% CI] = 1.06 [1.02–1.11] and 1.04 [1.01–1.07], respectively). Higher trait anxiety and TMD were associated with a greater reduction in saliva SIgA (p < 0.05). There was no association between mucosal immunity and RTI risk (OR [95% CI] = 1.00 [0.97–1.01]). In Study 2, despite no significant difference between EX and CON (p > 0.05), psychological factors were associated with the SIgA secretion rate response to exercise in men (trait anxiety, state anxiety, TMD, psychological stress: r = −0.55, −0.65, −0.61 and −0.66, respectively; p < 0.01). In conclusion, anxiety and mood disturbance were prospectively associated with infection risk after a marathon and the mucosal immune response to exercise. Athletes should optimise psychological well-being to support immune health. Researchers should take account of psychological factors when examining the mucosal immune response to exercise.

我们前瞻性地研究了心理因素是否会影响(a)呼吸道感染(RTI)风险和(b)运动后的粘膜免疫反应。在研究1中,n = 406名成年人(67%为男性)在马拉松比赛前后两周内记录了RTI症状。在研究2中,在受控的实验室条件下,n = 45名成年人(51%为男性)按随机顺序完成了60分钟的65% V / o峰值(EX)跑步和坐姿休息(CON)。运动前测量焦虑、总情绪障碍(TMD)和感知心理应激。分析运动前和运动后唾液分泌免疫球蛋白A (SIgA)。50名跑步者在马拉松后接受了RTI测试。预期报告高特质焦虑或TMD的跑步者更有可能在马拉松后遭受RTI (or [95% CI]分别= 1.06[1.02-1.11]和1.04[1.01-1.07])。高特质焦虑和TMD与唾液SIgA的降低相关(p < 0.05),心理因素与男性SIgA分泌率对运动的反应相关(特质焦虑、状态焦虑、TMD、心理压力:r = -0.55、-0.65、-0.61和-0.66;p < 0.05)
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引用次数: 0
Effect of Contextual Interference and Differential Learning on Motor Skill Development and Motivation in Novice Basketball Players 情境干扰和差异学习对篮球新手运动技能发展和动机的影响。
IF 3 Pub Date : 2025-09-30 DOI: 10.1002/ejsc.70061
Ghazal Shamshiri, Davoud Fazeli, GholamHossein Nazemzadegan

This study aimed to investigate the effect of three practice orders in the contextual interference and differential learning frameworks on motivation and motor learning of novice basketball players. For this purpose, 84 female students were divided into seven groups (progressive practice–contextual interference framework, random practice–contextual interference framework, blocked practice–contextual interference framework, progressive variations-differential learning, stochastic variation-differential learning, predictable variation-differential learning, and control). After a pretest (18 trials), participants practiced the basketball jump shot for three consecutive days according to their grouping (3 blocks of 18 attempts each day). The contextual interference groups varied in shooting distances: random (different distance each trial), blocked (same distance all day), or progressive order (blocked first day, serial second day, random third day). The differential groups varied in body positions: random (unpredictable changes), blocked (predictable daily changes from head to foot), or progressive order (blocked first day, serial second day, random third day). After the last block of the third day of practice, participants completed the motivation questionnaire, as motivation can affect motor learning. Three days after the acquisition, participants performed two retention tests with fixed and variable targets. Additionally, a transfer test including 18 trials from a different distance was performed. Results indicated that the blocked practice–contextual interference group performed more accurately than other groups during acquisition. However, a higher transfer was observed for differential learning groups. Additionally, differential groups and random practice–contextual interference group showed higher motivation. These findings were discussed according to the role of noise in the exploration of the solution space of the task.

本研究旨在探讨背景干扰和差异学习框架中三个练习顺序对篮球新手动机和运动学习的影响。为此,我们将84名女大学生分为7组(渐进式实践-情境干扰框架组、随机实践-情境干扰框架组、阻塞式实践-情境干扰框架组、渐进式变化-差异学习组、随机变化-差异学习组、可预测变化-差异学习组和对照组)。在预试(18次)后,参与者按照分组进行连续三天的篮球跳投练习(每天3次,18次)。背景干扰组的射击距离不同:随机(每次试验不同距离)、阻断(全天相同距离)或渐进顺序(第一天阻断,连续第二天,随机第三天)。不同组的体位不同:随机(不可预测的变化),阻塞(可预测的从头到脚的每日变化),或渐进顺序(第一天阻塞,连续第二天,随机第三天)。在第三天练习的最后一节之后,参与者完成了动机问卷,因为动机可以影响运动学习。在获取后三天,参与者进行了两个固定和可变目标的记忆测试。此外,进行了包括18个不同距离试验的传递测试。结果表明,在习得过程中,受阻练习-情境干扰组的表现比其他组更准确。然而,在不同的学习小组中观察到更高的迁移。此外,差异组和随机练习-情境干预组表现出更高的动机。根据噪声在探索任务解空间中的作用,对这些发现进行了讨论。
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引用次数: 0
Influence of Trail Running Footwear Foam on Running Economy and Perceptual Metrics 跑鞋泡沫对跑步经济性和知觉指标的影响
IF 3 Pub Date : 2025-09-27 DOI: 10.1002/ejsc.70059
Mélissa Muzeau, Andrew Flood, Nicholas Tam, Benoit Abel, Philo Saunders, Walter Staiano, Ben Rattray

Advanced footwear technologies (AFT) improve road running performance. AFT have been incorporated into trail running footwear despite little evidence of their benefits in this context. In this study, we compared the effect of traditional (TRADI-f) and AFT foam (AFT-f) on running economy and perceptual measures across different gradients. Fourteen well-trained athletes completed assessments on a treadmill at gradients of FLAT (0% gradient, 14 km.h−1), UP (+10%, 8 km.h−1) and DOWN (−10%, 14 km.h−1). Two shoes were randomly allocated in a counterbalanced order. The shoes were matched in construction but differed in midsole foam performance, where the AFT-f shoe included a more compliant and resilient foam than the TRADI-f shoe. Oxygen consumption and heart rate were collected for 6 min, twice with each shoe at each gradient, alongside perceived effort and affective measures. Across the three gradients, oxygen consumption was 1.2% lower (p = 0.008) when participants were wearing the AFT foam compared to the TRADI foam. The effect of the AFT-f shoes on oxygen consumption appeared to be more pronounced in the FLAT (+2.1%) and UP (+1.0%) conditions compared to DOWN (+0.2%). This interaction effect was, however, not statistically significant (p = 0.050). RPE was lower (p = 0.008) and affective valence more positive (p = 0.027) in AFT-f compared to TRADI-f. No differences in arousal were reported between TRADI-f and AFT-f (p = 0.728). The findings of this study suggest that an AFT foam in trail running shoes can improve running economy, reduce perceived effort and increase pleasure while running in a trained athlete population.

先进的鞋类技术(AFT)提高了路跑性能。尽管很少有证据表明AFT在这方面有好处,但它已被纳入越野跑鞋中。在这项研究中,我们比较了传统(trade -f)和AFT泡沫(AFT-f)在不同梯度上对跑步经济性和知觉测量的影响。14名训练有素的运动员在跑步机上完成了梯度为FLAT(0%梯度,14 km.h - 1)、UP (+10%, 8 km.h - 1)和DOWN (- 10%, 14 km.h - 1)的评估。两只鞋以平衡的顺序随机分配。这两款鞋在结构上是一致的,但在中底泡沫性能上有所不同,其中AFT-f鞋比trade -f鞋含有更柔顺、更有弹性的泡沫。氧气消耗和心率被收集了6分钟,每双鞋在每个坡度上两次,以及感知的努力和情感测量。在三个梯度中,与TRADI泡沫相比,参与者佩戴AFT泡沫时耗氧量降低了1.2% (p = 0.008)。与DOWN(+0.2%)相比,AFT-f鞋对耗氧量的影响在FLAT(+2.1%)和UP(+1.0%)条件下更为明显。然而,这种相互作用效应没有统计学意义(p = 0.050)。与trade -f相比,AFT-f的RPE更低(p = 0.008),情感效价更阳性(p = 0.027)。trade -f和AFT-f在唤醒方面没有差异(p = 0.728)。本研究结果表明,在训练有素的运动员群体中,在越野跑鞋中使用AFT泡沫可以提高跑步经济性,减少感知努力并增加跑步时的愉悦感。
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引用次数: 0
Global Positioning System-Derived Metrics and Machine Learning Models for Injury Prediction in Professional Rugby Union Players 全球定位系统衍生的指标和机器学习模型用于职业橄榄球联盟球员的损伤预测。
IF 3 Pub Date : 2025-09-24 DOI: 10.1002/ejsc.70057
Xiangyu Ren, Simon Boisbluche, Kilian Philippe, Mathieu Demy, Sami Äyrämö, Ilkka Rautiainen, Shuzhe Ding, Jacques Prioux

In sports, injury prevention is a key factor for success. Although injuries are challenging to predict, new technologies and the application of data science can provide valuable insights. This study aimed to predict injury risk among professional rugby union players using machine learning (ML) models. We analyzed data from 63 professional rugby union players during three seasons, categorized them into forwards and backs, and further classified them into five specific positions (tight five, back row, scrum-half, inside backs, outside backs). The dataset included GPS data and derived metrics such as total workload in the 1, 2, and 3 weeks prior to injury, acute-to-chronic workload ratio over different time windows, monotony, and strain. Injury prediction was assessed separately for different player positions using five ML classification models: logistic regression, naïve Bayes (NB), support vector machine, random forest (RF), and eXtreme gradient boosting (XGBoost). RF performed best for forwards overall, with XGBoost excelling in the tight five and SVM in the back row, whereas among backs, RF led for inside backs and NB for outside backs. Additionally, feature importance plots were used to examine the impact of various factors on injury occurrence. In conclusion, our ML-based approach can effectively predict injuries, with average F1 scores up to 0.66 (± 0.14), particularly when applying a combination of GPS-derived metrics. Additionally, key characteristics indicative of injury for players in various positions have been successfully identified. These findings underscored the potential of ML to enhance injury prediction and inform tailored training strategies for athletes.

在运动中,预防伤害是成功的关键因素。尽管损伤很难预测,但新技术和数据科学的应用可以提供有价值的见解。这项研究旨在使用机器学习(ML)模型预测职业橄榄球联盟球员的受伤风险。我们分析了63名职业橄榄球联盟球员在三个赛季中的数据,将他们分为前锋和后卫,并进一步将他们分为五个特定位置(近五后卫、后排、后腰、内后卫、外后卫)。数据集包括GPS数据和衍生指标,如受伤前1、2和3周的总工作量,不同时间窗的急性与慢性工作量比,单调性和应变。采用logistic回归、naïve贝叶斯(NB)、支持向量机、随机森林(RF)和极限梯度增强(XGBoost) 5种ML分类模型,分别对不同球员位置的损伤预测进行评估。RF在前锋上表现最好,XGBoost在后排的紧五和SVM上表现出色,而在后腰中,RF在内线和外线上表现最好。此外,使用特征重要性图来检查各种因素对损伤发生的影响。总之,我们基于ml的方法可以有效地预测损伤,平均F1得分高达0.66(±0.14),特别是在结合gps衍生指标时。此外,不同位置的球员受伤的关键特征已经被成功地识别出来。这些发现强调了ML在增强损伤预测和为运动员提供量身定制的训练策略方面的潜力。
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European journal of sport science
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