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- Load measures in training/match monitoring in soccer: a systematic reviewPublication . Miguel, Mauro; Oliveira, Rafael; Loureiro, Nuno; García-Rubio, Javier; Ibáñez, Sergio J.In soccer, the assessment of the load imposed by training and a match is recognized as a fundamental task at any competitive level. The objective of this study is to carry out a systematic review on internal and external load monitoring during training and/or a match, identifying the measures used. In addition, we wish to make recommendations that make it possible to standardize the classification and use of the different measures. The systematic review was carried out according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. The search was conducted through the electronic database Web of Science, using the keywords "soccer" and "football", each one with the terms "internal load", "external load", and "workload". Of the 1223 studies initially identified, 82 were thoroughly analyzed and are part of this systematic review. Of these, 25 articles only report internal load data, 20 report only external load data, and 37 studies report both internal and external load measures. There is a huge number of load measures, which requires that soccer coaches select and focus their attention on the most useful and specific measures. Standardizing the classification of the different measures is vital in the organization of this task, as well as when it is intended to compare the results obtained in different investigations.
- Does the distribution of the weekly training load account for the match results of elite professional soccer players?Publication . Oliveira, Rafael; Brito, João; Loureiro, Nuno; Padinha, Vítor; Ferreira, Bruno; Mendes, BrunoThe aim of the study was to compare training load (TL) of the days preceding a win, draw or defeat in asample of elite professional soccer players across the in-season 2015/16.Methods.:Twenty elite soccer players participated in this study. Total distance covered, high-speed running distance(HSRD), average speed, session rate of perceived exertion (s-RPE) and Hooper index scores (HI) were collected. Datafrom 24 weeks with one match were analysed through the match-day (MD-5, 4, 3, 2, 1) and MD+1.Results.:The main finding emerges in MD-1, where a longer training duration preceding draws(95.1 ± 1.5 min) > defeats (91.5 ± 1.6 min) > wins (84.7 ± 0.5 min) was found, while total distance andaverage speed were higher in wins (3628.6 ± 57.2 m) > draws (3391.3 ± 153.3 m) > defeats(3236.1 ± 113.7 m) and draws (130.7 ± 17.6 m/min) > wins (86.0 ± 6.9 m/min) > defeats(54.8 ± 7.1 m/min), respectively. HSRD was higher in draws (42.8 ± 0.6 m) > wins (36.1 ± 1.7 m) >defeats (35.8 ± 1.7 m). In MD+1, there were differences in HI between wins vs draws (p<0.01).Conclusions.:The results are drawn from one team that participated in UEFA Champions League. It was observedthat different TL applied in training sessions can influence match result. Our findings can be considered in futuresoccer planning and periodization to win matches. This study emphasizes the use of HI especially in the dayfollowing the match
- Intra-season variations in workload parameters in Europe’s elite young soccer players: a comparative pilot study between starters and non-startersPublication . Martins, Alexandre D.; Oliveira, Rafael; Brito, João; Loureiro, Nuno; Querido, Sérgio M.; Nobari, HadiBackground: The main purpose of the current study was to compare the within-season variations of workload, training duration, acute/chronic workload ratio (ACWR), training monotony™, and training strain (TS) through session rating perceived exertion (s-RPE) between starters and non-starters. Methods: Seventeen under-17 European male soccer players (age, 16.2 0.3 y, height, 1.8 0.1 m; body mass, 66.5 4.0 kg) divided in two groups: nine starters and eight non-starters, were evaluated over 50 weeks throughout the season. Results: In general, there were load variations for all players during the full-season. RPE tended to decrease during in-season and RPE, training duration and s-RPE did not present significant differences between starters and non-starters. TM and TS presented lower values for starters in mesocycle (M) 4 and M11 compared to non-starters. TS presented lower values for starters in M4 and M11 compared to non-starters, while in M10 a higher value was found for starters when compared to non-starters. ACWR showed differences between starters and non-starters in two of the mesocycles. Conclusions: This study showed that some mesocycles provided higher load for non-starters. This information can alert coaches that non-starter players are likely to try too hard in training to demonstrate their abilities, leading to non-functional overreaching, overtraining syndrome, and then poor performance.
- Effects of match location, match result and the quality of opposition in training load on a two-matches week in a top-class elite European soccer teamPublication . Oliveira, Rafael; Brito, João; Loureiro, Nuno; Padinha, Vitor; Ferreira, Bruno; Mendes, BrunoThe aim of this study is to analyse effects of match location, match result and level of opponents in training load on the two following days of the match (MD+1; MD+2) in a top-class elite soccer European team. Nine players participated in this study. Total distance covered, distances of different exercise training zones (1–5) and average speed (AvS) were analysed. The session rating of perceived exertion (s-RPE) and Hooper Index scores (fatigue, stress, sleep quality, delayed onset muscle soreness-DOMS) were also analysed. Data was analysedregarding the two following days of a match. All weeks analysed included two matches. The results showed lower values of DOMS, effect size (ES)= 1.69, and fatigue ES=1.25, on the day following an away-win match than a home-defeat match against a bottom level opponent (all, p<0.05). It was also observed higher values of sleep quality ES=1.44, zone 1, ES=-4.35, and AvS, ES=-12.65, but lower values of s-RPE, ES=3.52, on the day following away-win match against a national top-level opponent (TLO). Finally, higher values for zone 3, ES=1.71, and lower value for AvS, ES=-6.06 were observed on the day following away-win match than a home-defeat match against champions league opponent number 1 (all, p<0.05). Total distance, AvS and zone 4 were higher after playing national opponents and/or champions league opponents in MD+1 than MD+2. The pattern of training load seems to be affected by situational variables. In general, the higher the quality of the opponents, the higher Hooper index in MD+1. S-RPE seems to be higher after playing a bottom level opponent when compared with the other opponents. Also, after playing national opponents, total distance, zones 1 and 4 were higher than against international opponents.
- Effects of match location, match result and the quality of opposition in training load on a two-matches week in a top-class elite European soccer teamPublication . Oliveira, Rafael; Brito, João; Loureiro, Nuno; Padinha, Vítor; Ferreira, Bruno; Mendes, Bruno: It is well known that soccer and performance can be affected by situational variables. Thus, the purpose of this study is to analyse effects of match location, match result and level of opponents in training load on the two following days of the match (match-day [MD] plus [+], MD+1; MD+2) in a top-class elite soccer European team that played in UEFA Champions League during in-season 2015/16. Nine players participated in this study. A global positioning system (GPS) was used to measure total distance covered, distances of different exercise training zones (1–5) and average speed (AvS). The session rating of perceived exertion (s-RPE) and Hooper Index scores (fatigue, stress, sleep quality, delayed onset muscle soreness-DOMS) were also collected. Data was analysed regarding the two following days of a match. All weeks analysed included two matches. The main results showed higher values of DOMS, ES= 1.69, and fatigue ES=1.25, on the day following an away-win match. It was also observed higher values of sleep quality ES=1.44, zone 1, ES=-4.35, and AvS, ES=-12.65, but lower values of s RPE, ES=3.52, on the day following away-win match against a national top-level opponent (TLO). Finally, higher values for zone 3, ES=1.71, and lower value for AvS, ES=-6.06 were observed on the day following away-win match. Total distance, AvS and zone 4 were higher after playing national opponents in MD+1 than MD+2 and/or champions league opponents. The pattern of training load seems to be affected by situational variables. In general, the higher the quality of the opponents, the higher Hooper index in MD+1. S-RPE seems to be higher after playing a bottom level opponent when compared with the other opponents. Also, after playing national opponents, total distance, zone 1 and zone 4 were higher than against international opponents.