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      Tracking devices and physical performance analysis in team sports: a comprehensive framework for research—trends and future directions

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          Abstract

          Background

          Tracking devices, such as global (GPS) and local (LPS) positioning systems, combined with physiological measurements, have become reliable tools to characterize movement patterns, assessing the external load (EL), internal load (IL), fatigue, and performance of athletes in team sports. This scoping review aims to provide a comprehensive understanding of the applicability of tracking systems in physical performance analysis within team sports and the wellbeing of athletes based on research strategies and combined variables.

          Methods

          A systematic search was conducted in PubMed, Web of Knowledge, and Scopus databases according to PRISMA guidelines. The 79 studies that were reviewed met the following criteria: (1) contained relevant data regarding elite athletes′ performance; (2) athletes' EL and IL; (3) were written in the English language; (4) were related only to team sports.

          Results

          The findings indicate that tracking technology has been engaged in several research areas, including performance analysis, training vs. match load management, injuries, and nutrition, through characterization and correlational studies. Metrics, primarily focused on kinematic and mechanical EL aspects, have been employed in combination with IL data to analyze the performance of athletes. However, the lack of an integrative model for the analysis and integration of EL and IL metrics within each team sport suggests an interesting direction for further research.

          Conclusion

          There is a need for coherence between the methods and the research goals on performance analysis. The development of a framework that guides experimental studies is highly recommended, particularly on manipulating metrics analyzed between training and match sessions, injury prevention, and nutrition. This will lead to the development of the most applied sports science research to improve the preparation and decision-making of athletes based on reliable data.

          Systematic Review Registration

          https://inplasy.com/?s=2022120039, identifier 2022120039.

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          Most cited references105

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          The PRISMA 2020 statement: an updated guideline for reporting systematic reviews

          The Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) statement, published in 2009, was designed to help systematic reviewers transparently report why the review was done, what the authors did, and what they found. Over the past decade, advances in systematic review methodology and terminology have necessitated an update to the guideline. The PRISMA 2020 statement replaces the 2009 statement and includes new reporting guidance that reflects advances in methods to identify, select, appraise, and synthesise studies. The structure and presentation of the items have been modified to facilitate implementation. In this article, we present the PRISMA 2020 27-item checklist, an expanded checklist that details reporting recommendations for each item, the PRISMA 2020 abstract checklist, and the revised flow diagrams for original and updated reviews.
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            The Measurement of Observer Agreement for Categorical Data

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              Monitoring Training Load to Understand Fatigue in Athletes

              Many athletes, coaches, and support staff are taking an increasingly scientific approach to both designing and monitoring training programs. Appropriate load monitoring can aid in determining whether an athlete is adapting to a training program and in minimizing the risk of developing non-functional overreaching, illness, and/or injury. In order to gain an understanding of the training load and its effect on the athlete, a number of potential markers are available for use. However, very few of these markers have strong scientific evidence supporting their use, and there is yet to be a single, definitive marker described in the literature. Research has investigated a number of external load quantifying and monitoring tools, such as power output measuring devices, time-motion analysis, as well as internal load unit measures, including perception of effort, heart rate, blood lactate, and training impulse. Dissociation between external and internal load units may reveal the state of fatigue of an athlete. Other monitoring tools used by high-performance programs include heart rate recovery, neuromuscular function, biochemical/hormonal/immunological assessments, questionnaires and diaries, psychomotor speed, and sleep quality and quantity. The monitoring approach taken with athletes may depend on whether the athlete is engaging in individual or team sport activity; however, the importance of individualization of load monitoring cannot be over emphasized. Detecting meaningful changes with scientific and statistical approaches can provide confidence and certainty when implementing change. Appropriate monitoring of training load can provide important information to athletes and coaches; however, monitoring systems should be intuitive, provide efficient data analysis and interpretation, and enable efficient reporting of simple, yet scientifically valid, feedback.
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                Author and article information

                Contributors
                URI : https://loop.frontiersin.org/people/1666762/overviewRole: Role: Role: Role: Role: Role:
                URI : https://loop.frontiersin.org/people/559253/overviewRole: Role: Role:
                URI : https://loop.frontiersin.org/people/404227/overviewRole: Role: Role: Role: Role:
                URI : https://loop.frontiersin.org/people/676949/overviewRole: Role:
                URI : https://loop.frontiersin.org/people/301570/overviewRole: Role: Role: Role: Role: Role:
                Journal
                Front Sports Act Living
                Front Sports Act Living
                Front. Sports Act. Living
                Frontiers in Sports and Active Living
                Frontiers Media S.A.
                2624-9367
                23 November 2023
                2023
                : 5
                : 1284086
                Affiliations
                [ 1 ]CIFD, Sports Research, and Training Center, Jean Piaget University of Angola , Luanda, Angola
                [ 2 ]Department of Sport Sciences, CIDESD, Research Center in Sports Sciences, Health Sciences, and Human Development, University of Beira Interior , Covilhã, Portugal
                [ 3 ]KinesioLab – Research Unit in Human Movement, Institute of Piaget , Almada, Portugal
                [ 4 ]Department of Sport and Well Being, Polytechnic Institute of Castelo Branco , Castelo Branco, Portugal
                [ 5 ]Sport, Health and Exercise Research Unit—SHERU, Polytechnic Institute of Castelo Branco , Castelo Branco, Portugal
                [ 6 ]Research Unit for Sport and Physical Activity, Faculty of Sport Sciences and Physical Education, University of Coimbra , Coimbra, Portugal
                [ 7 ]CIDEFES, Centre for Research in Sport, Physical Education, Exercise and Health, Lusófona University , Lisbon, Portugal
                [ 8 ]COD, Center of Sports Optimization, Sporting Clube de Portugal , Lisbon, Portugal
                [ 9 ]Portugal Football Scholl, Portugal Football Federation, Lisbon , Portugal
                Author notes

                Edited by: Sergio José Ibáñez, University of Extremadura, Spain

                Reviewed by: Carlos David Gómez-Carmona, University of Extremadura, Spain Antonio Tessitore, Foro Italico University of Rome, Italy

                [* ] Correspondence: António Ferraz antferraz@ 123456hotmail.com
                [ † ]

                ORCID António Ferraz orcid.org/0000-0001-6197-7040 Pedro Duarte-Mendes orcid.org/0000-0001-5055-2696 Hugo Sarmento orcid.org/0000-0001-8681-0642 João Valente-Dos-Santos orcid.org/0000-0003-0980-0269 Bruno Travassos orcid.org/0000-0002-2165-2687

                Article
                10.3389/fspor.2023.1284086
                10708914
                38077284
                201b82e7-a52e-4d08-9c22-ef57d610e0cf
                © 2023 Ferraz, Duarte-Mendes, Sarmento, Valente-dos-Santos and Travassos.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 27 August 2023
                : 06 November 2023
                Page count
                Figures: 5, Tables: 4, Equations: 0, References: 109, Pages: 0, Words: 0
                Funding
                Funded by: National Funding through the Portuguese Foundation for Sciences and Technology
                Award ID: UI/BD/151484/2021, UI/BD04045/2020
                The author(s) declare that financial support was received for the research, authorship, and/or publication of this article.
                This work was supported by the National Funding through the Portuguese Foundation for Sciences and Technology, under the project UI/BD/151484/2021 and UI/BD04045/2020.
                Categories
                Sports and Active Living
                Systematic Review
                Custom metadata
                Elite Sports and Performance Enhancement

                global positioning systems,local positioning systems,performance analysis,training and development,elite athletes

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