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Impact of an Overload Period on Heart Rate Variability, Sleep Quality, Motivation, and Performance in High-level Swimmers: Use of Explainable Artificial Intelligence (XAI) to Assess Training Load Variations.

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Title: Impact of an Overload Period on Heart Rate Variability, Sleep Quality, Motivation, and Performance in High-level Swimmers: Use of Explainable Artificial Intelligence (XAI) to Assess Training Load Variations.
Authors: Carvalho DD; Centre of Research, Education, Innovation and Intervention in Sport (CIFI2D), Faculty of Sport, University of Porto, Porto, Portugal. diogoac@fade.up.pt.; Porto Biomechanics Laboratory (LABIOMEP), Faculty of Sport, University of Porto, Porto, Portugal. diogoac@fade.up.pt.; Laboratoire de Biologie de L'Exercice Pour La Performance Et La Santé (LBEPS), Evry University, IRBA, Paris Saclay University, Evry, France. diogoac@fade.up.pt., Goethel MF; Centre of Research, Education, Innovation and Intervention in Sport (CIFI2D), Faculty of Sport, University of Porto, Porto, Portugal.; Porto Biomechanics Laboratory (LABIOMEP), Faculty of Sport, University of Porto, Porto, Portugal., Erblang M; Laboratoire de Biologie de L'Exercice Pour La Performance Et La Santé (LBEPS), Evry University, IRBA, Paris Saclay University, Evry, France., Vilas-Boas JP; Centre of Research, Education, Innovation and Intervention in Sport (CIFI2D), Faculty of Sport, University of Porto, Porto, Portugal.; Porto Biomechanics Laboratory (LABIOMEP), Faculty of Sport, University of Porto, Porto, Portugal., Pyne DB; Research Institute for Sport and Exercise, University of Canberra, Canberra, ACT, 2617, Australia., Fernandes RJ; Centre of Research, Education, Innovation and Intervention in Sport (CIFI2D), Faculty of Sport, University of Porto, Porto, Portugal.; Porto Biomechanics Laboratory (LABIOMEP), Faculty of Sport, University of Porto, Porto, Portugal., Lopes P; Laboratoire de Biologie de L'Exercice Pour La Performance Et La Santé (LBEPS), Evry University, IRBA, Paris Saclay University, Evry, France.
Source: Sports medicine (Auckland, N.Z.) [Sports Med] 2026 May; Vol. 56 (5), pp. 1235-1254. Date of Electronic Publication: 2025 Dec 05.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Adis, Springer International Country of Publication: New Zealand NLM ID: 8412297 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1179-2035 (Electronic) Linking ISSN: 01121642 NLM ISO Abbreviation: Sports Med Subsets: MEDLINE
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  Data: Impact of an Overload Period on Heart Rate Variability, Sleep Quality, Motivation, and Performance in High-level Swimmers: Use of Explainable Artificial Intelligence (XAI) to Assess Training Load Variations.
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  Data: <searchLink fieldCode="AU" term="%22Carvalho+DD%22">Carvalho DD</searchLink>; Centre of Research, Education, Innovation and Intervention in Sport (CIFI2D), Faculty of Sport, University of Porto, Porto, Portugal. diogoac@fade.up.pt.; Porto Biomechanics Laboratory (LABIOMEP), Faculty of Sport, University of Porto, Porto, Portugal. diogoac@fade.up.pt.; Laboratoire de Biologie de L'Exercice Pour La Performance Et La Santé (LBEPS), Evry University, IRBA, Paris Saclay University, Evry, France. diogoac@fade.up.pt.<br /><searchLink fieldCode="AU" term="%22Goethel+MF%22">Goethel MF</searchLink>; Centre of Research, Education, Innovation and Intervention in Sport (CIFI2D), Faculty of Sport, University of Porto, Porto, Portugal.; Porto Biomechanics Laboratory (LABIOMEP), Faculty of Sport, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Erblang+M%22">Erblang M</searchLink>; Laboratoire de Biologie de L'Exercice Pour La Performance Et La Santé (LBEPS), Evry University, IRBA, Paris Saclay University, Evry, France.<br /><searchLink fieldCode="AU" term="%22Vilas-Boas+JP%22">Vilas-Boas JP</searchLink>; Centre of Research, Education, Innovation and Intervention in Sport (CIFI2D), Faculty of Sport, University of Porto, Porto, Portugal.; Porto Biomechanics Laboratory (LABIOMEP), Faculty of Sport, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Pyne+DB%22">Pyne DB</searchLink>; Research Institute for Sport and Exercise, University of Canberra, Canberra, ACT, 2617, Australia.<br /><searchLink fieldCode="AU" term="%22Fernandes+RJ%22">Fernandes RJ</searchLink>; Centre of Research, Education, Innovation and Intervention in Sport (CIFI2D), Faculty of Sport, University of Porto, Porto, Portugal.; Porto Biomechanics Laboratory (LABIOMEP), Faculty of Sport, University of Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Lopes+P%22">Lopes P</searchLink>; Laboratoire de Biologie de L'Exercice Pour La Performance Et La Santé (LBEPS), Evry University, IRBA, Paris Saclay University, Evry, France.
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  Data: <searchLink fieldCode="JN" term="%228412297%22">Sports medicine (Auckland, N.Z.)</searchLink> [Sports Med] 2026 May; Vol. 56 (5), pp. 1235-1254. <i>Date of Electronic Publication: </i>2025 Dec 05.
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              Text: 2026 May
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