ArticleFrontiers in physiology2018
Heart Rate Monitoring in Team Sports-A Conceptual Framework for Contextualizing Heart Rate Measures for Training and Recovery Prescription.
Article in Frontiers in physiology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 66 papers, 5 of them syntheses that pooled it.
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Who cites it
66 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- The Physical Demands of Wheelchair Tennis Match Play: A Systematic Review with Meta-analysis.Sports medicine (Auckland, N.Z.) · 2024Pooled it
- Monitoring Internal Load in Women's Basketball via Subjective and Device-Based Methods: A Systematic Review.Sensors (Basel, Switzerland) · 2023Pooled it
- Submaximal Fitness Test in Team Sports: A Systematic Review and Meta-Analysis of Exercise Heart Rate Measurement Properties.Sports medicine - open · 2023Pooled it
- Metabolic Power in Team and Racquet Sports: A Systematic Review with Best-Evidence Synthesis.Sports medicine - open · 2022Pooled it
- Effects of Cardiovascular Interval Training in Healthy Elderly Subjects: A Systematic Review.Frontiers in physiology · 2020Pooled it
- Validation of heart rate measurements from the polar verity sense during the submaximal Ekblom-Bak test in adult individuals with obesity.Journal of rehabilitation medicine · 2026Article
- Heart rate variability-guided endurance training: evaluating strengths, weaknesses, opportunities, and threats for load prescription and adjustment.Frontiers in sports and active living · 2026Article
- Observational
- An exploratory study of maximal heart rate determination in endurance athletes: laboratory testing vs. field based.Frontiers in sports and active living · 2026Article
- Weekly Heart Rate Variability and Training Zone Analysis in U-15 Soccer Players: The Predictive Value of Combined Warm-up Protocols for Optimizing Cardiovascular Monitoring.Advanced biomedical research · 2026Article
- Physiological determinants of heart rate responses and bout-to-bout stability during 2v2 and 4v4 small-sided games in football players.Frontiers in public health · 2026Article
- Associations between Internal Load, Respiratory Metabolism, and Neuromuscular Activation during 1v1 Small-Sided Soccer Games.Journal of sports science & medicine · 2025Article
- An Explainable Machine Learning Approach to Explain the Effects of Training and Match Load on Ultra-Short-Term Heart Rate Variability in Semi-Professional Basketball Players.Sensors (Basel, Switzerland) · 2025Article
- Examining the Exercise Dose-Response Using Cardiac Autonomic Activity in Female University Ice Hockey Players.Sports (Basel, Switzerland) · 2025Article
- A Stability- and Aggregation-Based Method for Heart Rate Estimation Using Photoplethysmographic Signals During Physical Activity.Sensors (Basel, Switzerland) · 2025Article
- The Effect of Well-Being and Exercise Intensity on Enjoyment in Soccer Players.Journal of sports science & medicine · 2025Article
- Athlete monitoring in handball (ATHMON HB): a survey of current practice in professional women's and men's handball.BMC sports science, medicine & rehabilitation · 2025Article
- Effects of Daytime Floatation-Restricted Environmental Stimulation Therapy on Nocturnal Cardiovascular Physiology, Sleep, and Subjective Recovery in Collegiate Student-Athletes: A Comprehensive Observational Study.Journal of strength and conditioning research · 2025Observational
- The relationship between resting heart rate variability and sportive performance, sleep and body awareness in soccer players.BMC sports science, medicine & rehabilitation · 2025Article
- Changing User Experience of Wearable Activity Monitors Over 7 Years: Repeat Cross-Sectional Survey Study.Journal of medical Internet research · 2025Article
6 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A comprehensive monitoring of fitness, fatigue, and performance is crucial for understanding an athlete's individual responses to training to optimize the scheduling of training and recovery strategies. Resting and exercise-related heart rate measures have received growing interest in recent decades and are considered potentially useful within multivariate response monitoring, as they provide non-invasive and time-efficient insights into the status of the autonomic nervous system (ANS) and aerobic fitness. In team sports, the practical implementation of athlete monitoring systems poses a particular challenge due to the complex and multidimensional structure of game demands and player and team performance, as well as logistic reasons, such as the typically large number of players and busy training and competition schedules. In this regard, exercise-related heart rate measures are likely the most applicable markers, as they can be routinely assessed during warm-ups using short (3-5 min) submaximal exercise protocols for an entire squad with common chest strap-based team monitoring devices. However, a comprehensive and meaningful monitoring of the training process requires the accurate separation of various types of responses, such as strain, recovery, and adaptation, which may all affect heart rate measures. Therefore, additional information on the training context (such as the training phase, training load, and intensity distribution) combined with multivariate analysis, which includes markers of (perceived) wellness and fatigue, should be considered when interpreting changes in heart rate indices. The aim of this article is to outline current limitations of heart rate monitoring, discuss methodological considerations of univariate and multivariate approaches, illustrate the influence of different analytical concepts on assessing meaningful changes in heart rate responses, and provide case examples for contextualizing heart rate measures using simple heuristics. To overcome current knowledge deficits and methodological inconsistencies, future investigations should systematically evaluate the validity and usefulness of the various approaches available to guide and improve the implementation of decision-support systems in (team) sports practice.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.