ReviewSports medicine (Auckland, N.Z.)2014
Monitoring training load to understand fatigue in athletes.
Review in Sports medicine (Auckland, N.Z.), 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07411339 (Gingko Active App-based Personalized Exercise Training for Middle-Aged and Older Adults), which is not on this map. Cited by 635 papers, 12 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.
Gingko Active App-based Personalized Exercise Training for Middle-Aged and Older Adults
Who cites it
635 citing papers in PubMed, 12 syntheses or guidelines pooled it.
- Effects of antidepressant administration on physical performance and perceived exertion in athletes: systematic review and meta-analysis.International journal of clinical pharmacy · 2026Pooled it
- Pooled it
- Does baseline strength influence adaptations to velocity loss threshold-based resistance training?BMC sports science, medicine & rehabilitation · 2026Pooled it
- Psychological variables of crossFit participants: an up-to-date systematic review.Frontiers in sports and active living · 2026Pooled it
- Competition and training load of high-level competitive non-motorised surface water sports athletes: a scoping review of athlete monitoring methodology.Frontiers in sports and active living · 2026Pooled it
- Field-based and laboratory monitoring tools in aerobic gymnastics: a scoping review of measurement properties, physiological relevance, and change following training or competitive exposure.Frontiers in physiology · 2026Pooled it
- The Correlations Between Training Load Parameters and Physical Performance Adaptations in Team Sports: A Systematic Review and Meta-analysis.Sports medicine - open · 2025Pooled it
- Pooled it
- Superset Versus Traditional Resistance Training Prescriptions: A Systematic Review and Meta-analysis Exploring Acute and Chronic Effects on Mechanical, Metabolic, and Perceptual Variables.Sports medicine (Auckland, N.Z.) · 2025Pooled it
- Rating of perceived exertion in continuous sports: a scoping review with evidence gap map.Frontiers in sports and active living · 2025Pooled it
- Plasma and salivary measures of testosterone and cortisol levels in basketball players under various games / training conditions, and nutritional strategies: an updated systematic review.Frontiers in physiology · 2025Pooled it
- Tensiomyography, functional movement screen and counter movement jump for the assessment of injury risk in sport: a systematic review of original studies of diagnostic tests.Frontiers in sports and active living · 2025Pooled it
- Effects of Combined Caffeine andNutrients · 2026Trial
- Back squat and deadlift fatiguing protocols elicit distinct countermovement jump profiles: phase-specific predictors and soreness responses.British medical bulletin · 2026Trial
- Focused Attention Meditation as a Pre-Exercise Strategy for Reducing Anxiety in Speed Skaters.Sensors (Basel, Switzerland) · 2026Trial
- Trial
- Trial
- Effects of Small-Sided Games and High-Intensity Interval Training on The Rating of Perceived Exertion in Soccer Players Across Competitive Levels: Controlling for Percentage of Heart Rate Reserve.Journal of sports science & medicine · 2025Trial
- Systemic Degree of Perturbation of Plasma Markers Reveals Cumulative Biological Stress Across the Competitive Season in Professional Soccer Players.Sports medicine (Auckland, N.Z.) · 2026Article
- Running in the heat reduces time to task failure, attenuates biomarkers of muscle microtrauma, and exacerbates low-frequency force depression and cardiac vagal withdrawal over 72-h post-exercise.European journal of applied physiology · 2026Article
575 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
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
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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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.