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Research Project
Life Quality Research Centre
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Publications
The impact of injury on match running performance following the return to competitive match-play over two consecutive seasons in elite European soccer players
Publication . Morgans, Ryland; Rhodes, David; Bezuglov, Eduard; Etemad, O.; Di Michele, Rocco; Teixeira, José Eduardo; Modrić, Toni; Versic, Sime; Oliveira, Rafael Franco Soares
Based on the assessment and diagnosis, the rest period following a moderate/severe injury may lead to deconditioning for the injured player and therefore an association with a prolonged rehabilitation, re-conditioning and return to sport is observed post-injury. The aim of the present study was to assess the impact of all injuries on match running performance following the return to competitive match-play over two consecutive seasons in elite European soccer players. A retrospective analysis was conducted utilizing data related to a player’s injury and match running performance. A club physiotherapist consistently recorded availability and injury data in a standardized format. Linear mixed modelling analysis revealed no difference between PRE and POST1, POST2, and POST3 for total distance, running distance, high-intensity distance, and sprint distance (all p >0.05). Although, maximum speed was significantly (p<0.05) lower in POST1 and POST2 when compared to PRE, in both cases with a large (ES = 1.88) effect. No significant difference was observed for maximum speed between PRE and POST3 (p=0.07). There were very low correlations between the number of days absent and changes in maximum speed between POST1 and PRE (r = 0.09, 95% CI -0.42 to 0.56), and POST2 and PRE (r = 0.10, 95% CI -0.42 to 0.57), respectively. In conclusion, no variation in distance variables were found regardless of one, two or three matches post-injury compared to pre-injury status. Moreover, maximum speed was lower during the first three matches post-injury, although the mean value was slightly lower. Finally, a low correlation between absent days and maximum speed loss between pre-injury and following one and two matches were found.
Quantification of training load across two competitive seasons in elite senior and youth male soccer players from an English Premiership club
Publication . Morgans, Ryland; Rhodes, Dave; Teixeira, José Eduardo; Modric, Toni; Versic, Sime; Oliveira, Rafael Franco Soares
This study aimed to compare the daily training load (TL) in first-team and U-18 soccer players from
an English Premiership club. 36 first-team (age 23.2 ± 5.9 years, weight 75.2 ± 8.1 kg, height 1.83 ± 0.06 m),
and 22 U-18 players (age 17.5 ± 1.1 years, weight 71.1 ± 8.2 kg, height 1.78 ± 0.08 m) participated. GPS metrics
were measured during all pitch training sessions throughout the 2020–21 and 2021–22 seasons. Linear mixed-effect
model analyses revealed that, irrespective of training day, U-18 players covered greater total and explosive distance
than first-team players, and performed a higher number of accelerations and decelerations, whereas first-team
players covered greater sprint distance. Irrespective of the team, all examined variables were greater at match-day
(MD)-3, while the number of accelerations and decelerations were higher at MD-4. Significant team-by-training
day interactions revealed that U-18 players covered greater total and high-intensity distances than first-team
players at MD-4, MD-2, and MD-1, whereas first-team players covered greater total and high-intensity distances
at MD-3. Sprint distance was greater for first-team players at MD-3 and MD-4, while explosive distance was
greater for U-18 players at MD-2. Also, U-18 players performed a higher number of accelerations than first-team
players at MD-3 and MD-2, and a higher number of decelerations at MD-4. The present results provide novel
information on TL patterns in English Premiership soccer and contribute to understanding how training methods
to physically develop players are implemented in different countries and leagues.
Hierarchical clustering of the pre-exam anxiety levels in physically inactive and active adolescent students from 56 countries: an observational study using PISA program data
Publication . Encarnação, Samuel; Teixeira, José Eduardo; Forte, Pedro; Leite, Luciano Bernardes; Sortwell, Andrew; Branquinho, Luís; Ferraz, Ricardo; Afonso, Pedro; Vaz, Paula Marisa Fortunato; Monteiro, António M.
The relationship between physical activity and anxiety among students has been extensively studied, with research highlighting the protective effects of physical activity on mental well-being. Methods: This article synthesizes existing literature on the topic and presents a novel analysis of pre-exam anxiety rates among physically inactive high school students from 56 countries. Using data from the Programme for International Student Assessment (PISA) 2018, a hierarchical clustering method was applied to identify four clusters based on strati ed country groups by the students pre-exam anxiety levels. Results: The results indicated ve clusters for low physically active students (three with higher anxiety rates and two with lower levels of the condition) and four clusters for the low physically active individuals (two for higher anxiety rates and two for lower levels). Furthermore, the hierarchical model worked with good precision in the clustering task. In conclusion, considering the low physically active students, Brazil (82%) and the Dominican Republic (81%) recorded the highest pre-exam anxiety levels, while the Czech Republic (35%) had the lowest. Among the physically active students, Malaysia (82%), Brazil (81%), and Costa Rica (81%) recorded the highest anxiety levels, whereas again, the Czech Republic (35%) had the lowest. Discussion: These ndings emphasize that although physical activity generally relates to reduced anxiety, this association varies across cultural and educational contexts.
Translation, Cross-Cultural Adaptation, and Validation of the Measure of Intermittent and Constant Osteoarthritis Pain (ICOAP) Measure into Brazilian Portuguese for Individuals with Knee Osteoarthritis
Publication . Santana, Gabriela Nascimento de; Santos, Patrícia Gabrielle dos; Leite, Luciano Bernardes; Forte, Pedro; Teixeira, José Eduardo; Veneroso, Christiano Eduardo; Dibai-Filho, Almir Vieira; Fidelis-de-Paula-Gomes, Cid André
A comprehensive understanding of chronic pain is crucial for assessing its impact on knee osteoarthritis (KOA). This study aimed to translate, cross-culturally adapt, and validate the ICOAP into Brazilian Portuguese for individuals with KOA. Methods: A total of 133 individuals with KOA participated. Phase 1 involved the translation and cross-cultural adaptation of the ICOAP into Brazilian Portuguese. In Phase 2, the pre-final version was tested, and in Phase 3, the final version was validated with 103 participants. Convergent validity was assessed using Spearman's correlation with the Numeric Rating Pain Scale (NRPS), the International Knee Documentation Committee (IKDC), and the Short Form 36 Health Survey (SF-36). Internal structure was evaluated through exploratory and confirmatory factor analyses using fit indices: chi-square/degrees of freedom (chi 2/df), root mean square error of approximation (RMSEA), standardized root mean square residual (SRMR), comparative fit index (CFI), and Tucker-Lewis index (TLI). Internal consistency was assessed with Cronbach's alpha (alpha), and floor and ceiling effects were examined. A subsample of 53 participants was used to assess test-retest reliability through the intraclass correlation coefficient (ICC), standard error of measurement (SEM), and minimum detectable change (MDC). Results: The ICOAP showed adequate fit indices. Reliability analysis demonstrated satisfactory internal consistency and test-retest reliability. However, only the constant pain domain exhibited convergent validity. Conclusions: The Brazilian Portuguese version of the ICOAP consists of two independent domains with good internal consistency and reliability. However, only the constant pain domain showed appropriate convergent validity.
Identifying Optimal Pitch Training Load in Elite Soccer Players
Publication . Titton, Adriano; França, Elias de; Branquinho, Luís; Barros, Luís Fernando Leite; Campos, Pedro; Marques, Felipe O.; Glória, Igor Phillip dos Santos; Caperuto, Erico Chagas; Hirota, Vinicius Barroso; Teixeira, José Eduardo; Valente, Nelson; Forte, Pedro; Ferraz, Ricardo; Thomatieli-Santos, Ronaldo Vagner; Teoldo, Israel
There are no data in the literature regarding the optimal pitch training load (PTL) for elite soccer teams during congested seasons. This study had three goals: (1) identify whether there is an adaptation in match physical performance (MPP) in response to PTL throughout a congested season in elite soccer players; (2) identify whether MPP adaptation is specific to the coach’s PTL philosophy; and (3) identify the optimal PTL for MPP during a congested season. Over two seasons, we collected data from 11,658 PTL sessions and 3068 MPP data from 54 elite male soccer players. The PTL sessions were clustered in weekly training blocks and paired with MPP for statistical and machine learning analysis. Over the season, MPP increased in the mid-season and this trend decreased during the end-season. Also, MPP reflected the coach’s PTL philosophy. Further, using a machine learning (k-means) approach, we identified three different PTLs (and classified them as low-, medium-, and high-load PTL blocks). The high-load PTL block was associated with a higher MPP, while the lower PTL was associated with a lower MPP. PTL is closely related to MPP, and this change also reflects the coach’s PTL philosophy. Here, we report an optimal PTL that could be useful for soccer teams playing a congested season.
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Funders
Funding agency
Fundação para a Ciência e a Tecnologia
Funding programme
6817 - DCRRNI ID
Funding Award Number
UIDP/04748/2020
