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Sodium bicarbonate improved CrossFit® Benchmark Fran, but not subsequent 500 m rowing performance. 碳酸氢钠能提高 CrossFit® Benchmark Fran 的成绩,但不能提高随后的 500 米划船成绩。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-03-14 DOI: 10.1080/15438627.2024.2324254
Ricardo Augusto Silva de Souza, Gabriel Barreto, Peterson Adriano Alves Freire, Wilson Cesar de Abreu, Bryan Saunders, Sandro Fernandes da Silva

The aim of this study was to evaluate the influence of sodium bicarbonate (SB) supplementation on physical performance, neuromuscular and metabolic responses during CrossFit® exercise. Seventeen Advanced CrossFit®-trained athletes completed the randomized, double-blind, placebo-controlled crossover protocol consisting of four visits, including two familiarization sessions and two experimental trials separated by a 7-day washout period. Participants supplemented 0.3 g/kg body mass (BM) of SB or placebo 120-min prior to performing the CrossFit® benchmark Fran followed by 500 m of rowing. SB improved time to complete Fran compared to PLA (291.2 ± 71.1 vs. 303.3 ± 77.8 s, p = 0.047), but not 500 m rowing (112.1 s ± 7.9 vs. 113.2 s ± 8.9 s, p = 0.26). No substantial side-effects were reported during the trials. This study showed that SB improved CrossFit® benchmark Fran performance, but not subsequent 500-m rowing. These data suggest that SB might be an interesting supplementation strategy for CrossFit® athletes.

本研究旨在评估在 CrossFit® 运动中补充碳酸氢钠(SB)对身体表现、神经肌肉和新陈代谢反应的影响。17 名接受过高级 CrossFit® 训练的运动员完成了随机、双盲、安慰剂对照交叉方案,该方案包括四次访问,其中两次为熟悉训练,两次为实验,中间有 7 天的冲洗期。参与者在进行 CrossFit® 基准 Fran 训练和 500 米划船前 120 分钟补充 0.3 克/千克体重(BM)的 SB 或安慰剂。与 PLA(291.2 ± 71.1 秒 vs. 303.3 ± 77.8 秒,p = 0.047)相比,SB 可缩短完成 Fran 的时间,但不能缩短 500 米划船的时间(112.1 秒 ± 7.9 秒 vs. 113.2 秒 ± 8.9 秒,p = 0.26)。在试验过程中,没有发现明显的副作用。这项研究表明,SB 能提高 CrossFit® 基准 Fran 的成绩,但不能提高随后的 500 米划船成绩。这些数据表明,对于 CrossFit® 运动员来说,SB 可能是一种有趣的补充策略。
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引用次数: 0
What do we know about beach soccer injuries? Systematic video analysis of four consecutive years with 580 match injuries. 我们对沙滩足球受伤情况了解多少?对连续四年的 580 起比赛受伤事件进行系统视频分析。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-02-27 DOI: 10.1080/15438627.2024.2324257
Yavuz Lima, Vincent Gouttebarge, Bülent Bayraktar

The aim of the present study was to evaluate the characteristics of match injury in male beach soccer players. Video recordings of all official beach soccer tournaments in which the European national male beach soccer teams participated from 2018 to 2021 were analysed by two sports medicine specialists retrospectively. Regarding each injury, data including the mechanism, location of the injury, whether the injury led to time-loss, and the relationship of the injury to the bicycle kick (BK), etc. were documented. A total of 632 injuries were documented, corresponding to 234.9 injuries/1000 player hours. Video footage was available for 580 injuries. Whilst 79.8% of medical attention injuries occurred due to opponent contact, 19.5% of time-loss injuries occurred due to non-contact, and 12.2% of indirect opponent contact (p < 0.01). The most common location of the BK related injury was the head/neck (68.7%), whereas most common location of the BK unrelated injury was the lower extremity (54.1%) (p < 0.01). The findings demonstrated that beach soccer injury incidence was quite high; the most common injury location was head/neck and head/neck injuries were associated with BK. In light of these results, some rule regulations, particularly those associated with BK, and the use of protective equipment should be considered to prevent these injuries.

本研究旨在评估男子沙滩足球运动员比赛受伤的特征。两名运动医学专家回顾性地分析了 2018 年至 2021 年欧洲国家男子沙滩足球队参加的所有正式沙滩足球比赛的录像。针对每一次受伤,记录了包括受伤机制、受伤位置、是否导致时间损失、受伤与单车踢(BK)的关系等数据。共记录了 632 次受伤,相当于 234.9 次受伤/1000 个球员小时。有 580 起受伤事件的录像资料。79.8%的需要就医的受伤是由于与对手接触造成的,19.5%的损失时间的受伤是由于非接触造成的,12.2%的受伤是由于与对手间接接触造成的(P
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引用次数: 0
The mechanical response to hockey-specific running gait: implications for the objective monitoring of (p)rehabilitation. 曲棍球特定跑步步态的机械反应:对(康复)客观监测的影响。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-01-26 DOI: 10.1080/15438627.2024.2309400
Zoe Thomas, Matt Greig

Field hockey is characterized by a unique dribbling position which has been associated with a prevalence of low back pain and lumbar injury. To quantify the biomechanical response of the hockey-specific running gait, twelve field hockey players completed treadmill running at speeds of 6, 9 and 12 km·hr-1 with a normal running gait and whilst manipulating the hockey stick to replicate dribbling. Mechanical loading was quantified using tri-axial accelerometery at L4, and muscular activity was measured for biceps femoris (BF), gluteus medius (GM) and quadratus lumborum (QL) of each limb. Running with the stick elicited greater mechanical loading in the medio-lateral (p = 0.001) and antero-posterior (p = 0.003) planes, and increased peak (p = 0.004) and mean (p = 0.002) EMG response of QL (p = 0.004). The greater planar mechanical loading and QL activation in response to hockey-specific running technique support epidemiological observations of lower back pain prevalence. The sensitivity of uni-axial mechanical loading to the hockey-specific running posture provides an efficacious means of objectively monitoring mechanical loading in-vivo, whilst the QL activation response has implications for (p)rehabilitative interventions. Running posture and speed can be considered as discrete progressions when considering training load.

曲棍球运动的特点是运球姿势独特,这与腰痛和腰部损伤的发生率有关。为了量化曲棍球特定跑步步态的生物力学反应,12 名曲棍球运动员以 6、9 和 12 公里/小时-1 的速度在跑步机上以正常跑步步态跑步,同时操纵曲棍球杆进行运球。在 L4 处使用三轴加速度计对机械负荷进行量化,并测量每个肢体的股二头肌(BF)、臀中肌(GM)和腰四头肌(QL)的肌肉活动。持棍跑步在内侧(p = 0.001)和前后(p = 0.003)平面引起更大的机械负荷,QL 的肌电图反应峰值(p = 0.004)和平均值(p = 0.002)均有所增加(p = 0.004)。曲棍球特异性跑步技术所产生的更大平面机械负荷和 QL 激活支持了流行病学对下背疼痛患病率的观察。单轴机械负荷对曲棍球特定跑步姿势的敏感性为客观监测体内机械负荷提供了有效手段,而 QL 激活反应对(p)康复干预具有重要意义。在考虑训练负荷时,跑步姿势和速度可被视为不连续的渐进过程。
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引用次数: 0
The impact of a mid-season FIFA World Cup™ on injury occurrence and patterns in French professional soccer clubs. 季中国际足联世界杯™对法国职业足球俱乐部伤病发生率和模式的影响。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-03-06 DOI: 10.1080/15438627.2024.2326517
Emmanuel Orhant, J F Chapellier, Christopher Carling

This study retrospectively compared the effect of holding the 2022 FIFA World Cup™ (WC) mid-season (season 2022/23) on injury rates and patterns in French Ligue 1 soccer clubs. Epidemiological data in 17 clubs were prospectively recorded by their physicians. Time-loss injuries (injuries leading to a player being unable to fully participate in play over the following 72-hour period) were compared with those reported during a regular season (2021-22). In the WC season, an increase of approximately 23% (training + match-play) was observed for both the total number of injuries and knee, ankle and muscle injuries combined. Incidences for match-play injury overall and for the knee, ankle and muscle regions combined and the hamstrings and calf regions specifically also rose significantly (range: p < 0.05-p < 0.01). These results suggest that injury occurrence and patterns in French L1 soccer clubs were substantially affected during the 2022/23 season when a mid-season WC was held.

本研究回顾性比较了在赛季中期(2022/23 赛季)举办 2022 年世界杯(WC)对法国足球甲级联赛足球俱乐部受伤率和模式的影响。17 家俱乐部的流行病学数据由其医生进行了前瞻性记录。将时间损失性伤害(导致球员在接下来的 72 小时内无法完全参加比赛的伤害)与常规赛季(2021-22 赛季)中报告的伤害进行了比较。在世界冠军赛季中,受伤总数以及膝关节、踝关节和肌肉受伤总数均增加了约 23%(训练+比赛)。在比赛中受伤的总人数、膝盖、脚踝和肌肉受伤的总人数以及腘绳肌和小腿受伤的总人数也都显著增加(范围:P<0.05)。
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引用次数: 0
The combined effectiveness of therapeutic ultrasound, electrical stimulations, and blood flow restriction to treat symptoms of muscle damage. 治疗性超声波、电刺激和血流限制的综合功效可治疗肌肉损伤症状。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-02-28 DOI: 10.1080/15438627.2024.2324262
Nicole E Fallon, Catherine E Faust, Scott J Dankel

This study assessed whether symptoms of muscle damage could be reduced by a combination of therapeutic ultrasound and electrical stimulations, and whether this could be enhanced by blood flow restriction. Before and 48 h after performing eccentric elbow flexion exercises, individuals completed assessments of muscle damage. A 10-min therapeutic ultrasound and electrical stimulation treatment was then applied with and without blood flow restriction to assess short (5 min) and long-term (24 h) improvements. Twenty-three individuals completed the study (11 females). Data were analysed using Bayesian repeated measures ANOVAs. The damaging exercise increased discomfort (BF10 = 2.93e14) and relaxed joint angle (BF10 = 2425.90) while decreasing pain pressure threshold (BF10 = 289.71). Each of these variables was acutely improved with the combination treatment protocol (all BF10 ≥ 74) with no added effect of blood flow restriction. A combination of therapeutic ultrasound and interferential electrical stimulations appeared effective at acutely alleviating symptoms of muscle damage with no additive effect of blood flow restriction.

这项研究评估了超声波治疗和电刺激相结合是否能减轻肌肉损伤症状,以及血流限制是否能增强这种效果。在进行偏心屈肘运动前和运动后 48 小时,受试者完成了肌肉损伤评估。然后在限制血流和不限制血流的情况下进行10分钟的超声波和电刺激治疗,以评估短期(5分钟)和长期(24小时)的改善情况。共有 23 人完成了这项研究(其中 11 人为女性)。数据采用贝叶斯重复测量方差分析。损伤性运动增加了不适感(BF10 = 2.93e14),放松了关节角度(BF10 = 2425.90),同时降低了疼痛压力阈值(BF10 = 289.71)。联合治疗方案(所有 BF10 均≥ 74)可迅速改善上述每个变量,且无血流限制的额外影响。治疗性超声波和干扰性电刺激的组合似乎能有效缓解肌肉损伤症状,而血流限制没有附加效果。
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引用次数: 0
Acute effects of static stretching and proprioceptive neuromuscular facilitation on non-local range of movement. 静态拉伸和本体感觉神经肌肉促进对非局部运动范围的急性影响。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-03-09 DOI: 10.1080/15438627.2024.2326520
Salvatore Ficarra, Antonino Scardina, Masatoshi Nakamura, Antonino Patti, Fatma Neşe Şahin, Antonio Palma, Marianna Bellafiore, Antonino Bianco, Ewan Thomas

Acute effects of static stretching (SS) and proprioceptive neuromuscular facilitation (PNF) on local and non-local range of motion (ROM) were assessed in 29 participants. Three evaluations were performed one week apart: week-1 Control session (CS); weeks 2-3 either SS or PNF interventions (randomized). Dominant and non-dominant limbs, local (hamstring extensibility) and non-local ROMs (Shoulder extension-ShE) were collected at baseline (T0), immediately after (T1), and fifteen minutes post-intervention (T2). No differences were found between time-points during the CS. Local-ROM significantly increased (p=0.0002, ES=0.74 and 0.0079, 0.56, for dominant and non-dominant lower limbs, respectively) after both SS and PNF. No interaction between time and treatment was detected for ShE in both limbs. However, post-hoc analysis revealed a significant increase in dominant upper limb ShE between T0 and T1 only after SS (p=0.002; +6.5%). Acute bouts of SS and PNF can increase local-ROM, however, no clear effects were observed for non-local ROM.

对 29 名参与者进行了静态拉伸(SS)和本体感觉神经肌肉促进(PNF)对局部和非局部运动范围(ROM)的急性影响评估。三次评估间隔一周:第 1 周为对照组(CS);第 2-3 周为静态拉伸或本体感觉神经肌肉促进(PNF)干预组(随机)。分别在基线(T0)、干预后立即(T1)和干预后 15 分钟(T2)收集优势和非优势肢体、局部(腿筋伸展性)和非局部 ROM(肩关节伸展-ShE)的数据。在 CS 期间,各时间点之间未发现差异。SS和PNF治疗后,局部ROM明显增加(P=0.0002,ES=0.74,优势和非优势下肢分别为0.0079和0.56)。在双侧肢体的 ShE 方面,未检测到时间与治疗之间的交互作用。然而,事后分析显示,只有在 SS 后,优势上肢 ShE 在 T0 和 T1 之间才有显著增加(p=0.002;+6.5%)。急性阵发性 SS 和 PNF 可以增加局部 ROM,但对非局部 ROM 没有观察到明显的影响。
{"title":"Acute effects of static stretching and proprioceptive neuromuscular facilitation on non-local range of movement.","authors":"Salvatore Ficarra, Antonino Scardina, Masatoshi Nakamura, Antonino Patti, Fatma Neşe Şahin, Antonio Palma, Marianna Bellafiore, Antonino Bianco, Ewan Thomas","doi":"10.1080/15438627.2024.2326520","DOIUrl":"10.1080/15438627.2024.2326520","url":null,"abstract":"<p><p>Acute effects of static stretching (SS) and proprioceptive neuromuscular facilitation (PNF) on local and non-local range of motion (ROM) were assessed in 29 participants. Three evaluations were performed one week apart: week-1 Control session (CS); weeks 2-3 either SS or PNF interventions (randomized). Dominant and non-dominant limbs, local (hamstring extensibility) and non-local ROMs (Shoulder extension-ShE) were collected at baseline (T0), immediately after (T1), and fifteen minutes post-intervention (T2). No differences were found between time-points during the CS. Local-ROM significantly increased (<i>p</i>=0.0002, ES=0.74 and 0.0079, 0.56, for dominant and non-dominant lower limbs, respectively) after both SS and PNF. No interaction between time and treatment was detected for ShE in both limbs. However, post-hoc analysis revealed a significant increase in dominant upper limb ShE between T0 and T1 only after SS (<i>p</i>=0.002; +6.5%). Acute bouts of SS and PNF can increase local-ROM, however, no clear effects were observed for non-local ROM.</p>","PeriodicalId":20958,"journal":{"name":"Research in Sports Medicine","volume":" ","pages":"1015-1027"},"PeriodicalIF":1.9,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140068664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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 in different test positions and their relationship to previous groin injuries in women footballers. 女足运动员在不同测试姿势下的髋关节内收和外展力量及其与之前腹股沟受伤的关系。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-06-29 DOI: 10.1080/15438627.2024.2368898
Ažbe Ribič, Vedran Hadzic, Darjan Spudić

Hip strength has been shown to influence the incidence of injury in women's football. The first objective of our study was to examine the differences in isometric strength of the adductors and abductors between two test positions (0° vs. 45° hip angle). Our second objective was to verify the sensitivity of the two test positions in discriminating between women footballers with and without a history of groin pain in the last twelve months. One hundred and one elite players from the Slovenian women's football league were tested. The isometric strength of the adductors, abductors, and the ratio between hip abductor and adductor strength in two different test positions were assessed. We found statistically significant differences (p < 0.05; effect size range 0.12-0.13) between the two test positions in hip adduction, abduction strength, and abductor/adductor strength ratio. The ROC analysis showed that only the abductor/adductor strength ratio at the 0° hip angle position can differentiate between players with and without a history of groin pain, with an optimal cut-off point of ≤ 1.01 (p < 0.05; AUC = 0.734). The results should help practitioners plan hip strength training for returning to sport or preventing groin pain among women football players.

事实证明,髋部力量会影响女子足球运动中的受伤发生率。我们研究的第一个目的是检查两种测试位置(0° 与 45°髋关节角)之间内收肌和外展肌等长力量的差异。我们的第二个目的是验证这两种测试姿势在区分过去 12 个月内有腹股沟疼痛史和没有腹股沟疼痛史的女足运动员方面的灵敏度。我们对来自斯洛文尼亚女子足球联赛的 101 名精英球员进行了测试。我们评估了内收肌、外展肌的等长力量,以及两种不同测试姿势下髋关节内收肌和外展肌力量的比率。我们发现了统计学上的显著差异(P
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引用次数: 0
Well-being fluctuations and injuries during an entire season in male professional soccer players: an observational study. 男性职业足球运动员在整个赛季中的幸福波动和受伤情况:一项观察研究。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-03-19 DOI: 10.1080/15438627.2024.2330959
Christian Castilla-López, Natalia Romero-Franco

This study aimed to describe and relate the well-being perception and injury incidence of soccer players in an entire soccer season. For 37 weeks, twenty-eight male professional soccer players (25.2 ± 4.3 years old; 22.8 ± 1.4 kg/m2) daily scored (from 1: bad; to 5: perfect) well-being perception (fatigue, sleep, muscle soreness, stress and mood and Hooper Index (HI) as general status). Injuries were also registered. Results showed that players had the lowest well-being perception during Preseason (in terms of HI, fatigue, muscle soreness and stress), being lower than EarlySeason (ps < 0.05, ds > 1.0) and/or InSeason (ps < 0.05, ds > 1.0). The injury incidence was 8.3 ± 9.2/1000 h, being always higher in training compared to competition (35.0 vs 11.1/1000 h). A lower stress perception (worse) correlated with a higher rate of new injuries during PreSeason (r = -0.84), while a greater muscle soreness and fatigue correlated with the new injuries occurring in the following week during the whole season (r = -0.38 and r = -0.39, respectively). As a conclusion, the well-being perception of professional soccer players was especially low during Preseason, with fatigue, muscle soreness and stress as the most affected items that correlated with injury incidence.

本研究旨在描述足球运动员在整个足球赛季中的幸福感与受伤发生率之间的关系。在为期 37 周的时间里,28 名男性职业足球运动员(25.2 ± 4.3 岁;22.8 ± 1.4 kg/m2)每天对幸福感(疲劳、睡眠、肌肉酸痛、压力和情绪以及作为一般状态的胡珀指数(HI))进行评分(从 1 分:差;到 5 分:完美)。受伤情况也进行了登记。结果显示,球员在季前赛期间的幸福感最低(HI、疲劳、肌肉酸痛和压力),低于季初(ps < 0.05,ds > 1.0)和/或季中(ps < 0.05,ds > 1.0)。受伤发生率为 8.3 ± 9.2/1000 h,训练中受伤发生率始终高于比赛中(35.0 vs 11.1/1000 h)。较低的压力感(较差)与季前赛期间较高的新伤发生率相关(r = -0.84),而较强的肌肉酸痛和疲劳与整个赛季中下一周的新伤发生率相关(r = -0.38,r = -0.39)。总之,职业足球运动员在季前赛期间的幸福感特别低,疲劳、肌肉酸痛和压力是与受伤发生率相关的最大影响项目。
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引用次数: 0
Aetiology, epidemiology and treatment of musculoskeletal injuries in badminton players: a systematic review and meta-analysis. 羽毛球运动员肌肉骨骼损伤的病因学、流行病学和治疗:系统回顾和荟萃分析。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-05-18 DOI: 10.1080/15438627.2024.2351964
Ana Marchena-Rodriguez, David Cabello-Manrique, Ana Belen Ortega-Avila, Magdalena Martinez-Rico, Pablo Cervera-Garvi, Gabriel Gijon-Nogueron

The present study has two main goals: to conduct a systematic review of musculoskeletal injuries experienced by badminton players, and to examine the management of such injuries. Searches were conducted of the PROSPERO, PubMed, Scopus, and SPORTDiscus databases, from their inception until March 2023. The papers analysed were all based on a study population consisting of individuals aged 18 years or more, diagnosed with badminton-related injuries. The methodological quality assessments was using the Newcastle-Ottawa Scale and REVMAN. A total of 28 studies were included in the systematic review. In total, the analysis included 2435 participants. Of these athletes, 35.6% (1012) were female and 64.4% (1503) were male. By type of injury, sprains were the most commonly studied and the most prevalent, accounting for 36.06% of the sample. These were followed by muscle injuries, representing 23.86% of the total. Injuries to the joints were the least prevalent, accounting for 4.97% of the sample. Lower limb injuries accounted for 52.15% of the total. Of these, ankle injuries were the most common. Despite the generally low quality of the studies considered, the evidence suggests that musculoskeletal injuries, especially to the lower limb, most commonly affect badminton players of all levels.

本研究有两个主要目标:对羽毛球运动员的肌肉骨骼损伤进行系统回顾,并研究此类损伤的处理方法。研究人员对 PROSPERO、PubMed、Scopus 和 SPORTDiscus 数据库进行了检索,检索时间从开始到 2023 年 3 月。所分析的论文均以年龄在 18 岁或 18 岁以上、确诊为羽毛球相关损伤的人群为研究对象。方法学质量评估采用纽卡斯尔-渥太华量表和 REVMAN。共有 28 项研究被纳入系统综述。分析总共包括 2435 名参与者。在这些运动员中,35.6%(1012 人)为女性,64.4%(1503 人)为男性。从受伤类型来看,扭伤是最常被研究的,也是最普遍的,占样本的 36.06%。其次是肌肉损伤,占总数的 23.86%。关节损伤最少,占样本的 4.97%。下肢受伤占总数的 52.15%。其中,踝关节损伤最为常见。尽管这些研究的质量普遍较低,但有证据表明,肌肉骨骼损伤,尤其是下肢损伤,最常见于各级别羽毛球运动员。
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引用次数: 0
Relationship between external and internal load indicators and injury using machine learning in professional soccer: a systematic review and meta-analysis. 利用机器学习分析职业足球运动中外部和内部负荷指标与受伤之间的关系:系统回顾和荟萃分析。
IF 1.9 3区 医学 Q2 SPORT SCIENCES Pub Date : 2024-11-01 Epub Date: 2023-12-26 DOI: 10.1080/15438627.2023.2297190
Guglielmo Pillitteri, Luca Petrigna, Salvatore Ficarra, Valerio Giustino, Ewan Thomas, Alessio Rossi, Filipe Manuel Clemente, Antonio Paoli, Marco Petrucci, Marianna Bellafiore, Antonio Palma, Giuseppe Battaglia

This study verified the relationship between internal load (IL) and external load (EL) and their association on injury risk (IR) prediction considering machine learning (ML) approaches. Studies were included if: (1) participants were male professional soccer players; (2) carried out for at least 2 sessions, exercises, or competitions; (3) correlated training load (TL) with non-contact injuries; (4) applied ML approaches to predict TL and non-contact injuries. TL included: IL indicators (Rating of Perceived Exertion, RPE; Session-RPE, Heart Rate, HR) and EL indicators (Global Positioning System, GPS variables); the relationship between EL and IL through index, ratio, formula; ML indicators included performance measures, predictive performance of ML methods, measure of feature importance, relevant predictors, outcome variable, predictor variable, data pre-processing, features selection, ML methods. Twenty-five studies were included. Eleven addressed the relationship between EL and IL. Five used EL/IL indexes. Five studies predicted IL indicators. Three studies investigated the association between EL and IL with IR. One study predicted IR using ML. Significant positive correlations were found between S-RPE and total distance (TD) (r = 0.73; 95% CI (0.64 to 0.82)) as well as between S-RPE and player load (PL) (r = 0.76; 95% CI (0.68 to 0.84)). Association between IL and EL and their relationship with injuries were found. RPE, S-RPE, and HR were associated with different EL indicators. A positive relationship between EL and IL indicators and IR was also observed. Moreover, new indexes or ratios (integrating EL and IL) to improve knowledge regarding TL and fitness status were also applied. ML can predict IL indicators (HR and RPE), and IR. The present systematic review was registered in PROSPERO (CRD42021245312).

本研究采用机器学习(ML)方法验证了内部负荷(IL)和外部负荷(EL)之间的关系及其与受伤风险(IR)预测的关联。纳入的研究必须满足以下条件(1) 参与者为男性职业足球运动员;(2) 至少进行过两次训练、练习或比赛;(3) 将训练负荷 (TL) 与非接触性损伤相关联;(4) 应用 ML 方法预测 TL 和非接触性损伤。训练负荷包括IL指标(感知用力等级,RPE;会话-RPE,心率,HR)和EL指标(全球定位系统,GPS变量);EL和IL之间的关系通过指数、比率、公式表示;ML指标包括性能测量、ML方法的预测性能、特征重要性测量、相关预测因子、结果变量、预测变量、数据预处理、特征选择、ML方法。共纳入 25 项研究。其中 11 项研究探讨了 EL 和 IL 之间的关系。五项研究使用了 EL/IL 指标。五项研究预测了 IL 指标。三项研究调查了 EL 和 IL 与 IR 之间的关系。一项研究使用 ML 预测了 IR。研究发现,S-RPE 与总距离 (TD) (r = 0.73; 95% CI (0.64 to 0.82)),以及 S-RPE 与运动员负荷 (PL) (r = 0.76; 95% CI (0.68 to 0.84))之间存在显著的正相关。研究还发现了 IL 和 EL 之间的联系及其与受伤的关系。RPE、S-RPE 和 HR 与不同的 EL 指标相关。还观察到 EL 和 IL 指标与 IR 之间存在正相关关系。此外,还应用了新的指标或比率(整合 EL 和 IL),以增进对 TL 和体能状况的了解。ML 可以预测 IL 指标(HR 和 RPE)和 IR。本系统综述已在 PROSPERO(CRD42021245312)上注册。
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引用次数: 0
期刊
Research in Sports Medicine
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