ReviewSports medicine (Auckland, N.Z.)2003
Heart rate monitoring: applications and limitations.
Review in Sports medicine (Auckland, N.Z.), 2003. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 313 papers, 13 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
313 citing papers in PubMed, 13 syntheses or guidelines pooled it.
- The Acute Effects of Short-Bout High-Intensity Interval Training on Physiological and Perceptual Outcomes: A Systematic Review and Meta-analysis.Sports medicine (Auckland, N.Z.) · 2026Pooled it
- Heart Rate Monitors for the Estimation of Physical Activity in Patients With Cardiovascular Disease: Systematic Review.JMIR mHealth and uHealth · 2026Pooled it
- The Physical Demands of Wheelchair Tennis Match Play: A Systematic Review with Meta-analysis.Sports medicine (Auckland, N.Z.) · 2024Pooled it
- Factors that affect heart rate variability following acute resistance exercise: A systematic review and meta-analysis.Journal of sport and health science · 2022Pooled it
- Smart Electrically Assisted Bicycles as Health Monitoring Systems: A Review.Sensors (Basel, Switzerland) · 2022Pooled it
- Pooled it
- Training in women soccer players: A systematic review on training load monitoring.Frontiers in psychology · 2022Pooled it
- Integrating physical and tactical factors in football using positional data: a systematic review.PeerJ · 2022Pooled it
- Applicability of Physiological Monitoring Systems within Occupational Groups: A Systematic Review.Sensors (Basel, Switzerland) · 2021Pooled it
- Non-Invasive Physiological Monitoring for Physical Exertion and Fatigue Assessment in Military Personnel: A Systematic Review.International journal of environmental research and public health · 2021Pooled it
- Load Measures in Training/Match Monitoring in Soccer: A Systematic Review.International journal of environmental research and public health · 2021Pooled it
- Measuring Physical Demands in Basketball: An Explorative Systematic Review of Practices.Sports medicine (Auckland, N.Z.) · 2021Pooled it
- Heart rate variability and occupational stress-systematic review.Industrial health · 2018Pooled it
- Comparing The Effects of Small-Sided Handball Games and High-Intensity Interval Training on The Physical Health and Fitness of Untrained Individuals: A 16-Week Randomized Controlled Study.Journal of sports science & medicine · 2026Trial
- Quantifying Exercise Intensity to Predict Changes in Walking Capacity in Individuals with Chronic Stroke.Archives of physical medicine and rehabilitation · 2026Trial
- Once and thrice weekly interval training in adults with central obesity: a randomized controlled trial.Nature communications · 2026Trial
- Trial
- Recovery of Linear and Nonlinear Heart Rate Variability Metrics After Short-Term Moderate versus Vigorous Intensity Exercise: A Cross-Sectional Randomized Cross-Over Study.European journal of sport science · 2025Trial
- DoesNutrients · 2024Trial
- The physiological, perceptual and neuromuscular responses of team sport athletes to a running and cycling high intensity interval training session.European journal of applied physiology · 2023Trial
253 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Over the last 20 years, heart rate monitors (HRMs) have become a widely used training aid for a variety of sports. The development of new HRMs has also evolved rapidly during the last two decades. In addition to heart rate (HR) responses to exercise, research has recently focused more on heart rate variability (HRV). Increased HRV has been associated with lower mortality rate and is affected by both age and sex. During graded exercise, the majority of studies show that HRV decreases progressively up to moderate intensities, after which it stabilises. There is abundant evidence from cross-sectional studies that trained individuals have higher HRV than untrained individuals. The results from longitudinal studies are equivocal, with some showing increased HRV after training but an equal number of studies showing no differences. The duration of the training programmes might be one of the factors responsible for the versatility of the results.HRMs are mainly used to determine the exercise intensity of a training session or race. Compared with other indications of exercise intensity, HR is easy to monitor, is relatively cheap and can be used in most situations. In addition, HR and HRV could potentially play a role in the prevention and detection of overtraining. The effects of overreaching on submaximal HR are controversial, with some studies showing decreased rates and others no difference. Maximal HR appears to be decreased in almost all 'overreaching' studies. So far, only few studies have investigated HRV changes after a period of intensified training and no firm conclusions can be drawn from these results. The relationship between HR and oxygen uptake (VO(2)) has been used to predict maximal oxygen uptake (VO(2max)). This method relies upon several assumptions and it has been shown that the results can deviate up to 20% from the true value. The HR-VO(2) relationship is also used to estimate energy expenditure during field conditions. There appears to be general consensus that this method provides a satisfactory estimate of energy expenditure on a group level, but is not very accurate for individual estimations. The relationship between HR and other parameters used to predict and monitor an individual's training status can be influenced by numerous factors. There appears to be a small day-to-day variability in HR and a steady increase during exercise has been observed in most studies. Furthermore, factors such as dehydration and ambient temperature can have a profound effect on the HR-VO(2) relationship.
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Registered trials
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.