ReviewSports medicine (Auckland, N.Z.)2021
Training Load and Injury: Causal Pathways and Future Directions.
Review in Sports medicine (Auckland, N.Z.), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 72 papers, 4 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
72 citing papers in PubMed, 4 syntheses or guidelines pooled it, 148 citations in OpenAlex.
- Incidence and Risk Factors for the Development of Stress Fractures in Military Recruits and Qualified Personnel: A Systematic Review.International journal of environmental research and public health · 2025Pooled it
- The Effects of Repeated-Sprint Training on Physical Fitness and Physiological Adaptation in Athletes: A Systematic Review and Meta-Analysis.Sports medicine (Auckland, N.Z.) · 2024Pooled it
- Methods of Monitoring Internal and External Loads and Their Relationships with Physical Qualities, Injury, or Illness in Adolescent Athletes: A Systematic Review and Best-Evidence Synthesis.Sports medicine (Auckland, N.Z.) · 2023Pooled it
- Is Cumulative Load Associated with Injuries in Youth Team Sport? A Systematic Review.Sports medicine - open · 2022Pooled it
- A Return to Performance Continuum for Football (Soccer) Players After ACL Reconstruction: Bridging Rehabilitation, Return to Play and Sustained Performance.Sports medicine (Auckland, N.Z.) · 2026Review
- The Relationship Between Games Missed for Rest or Load Management and Injury in the National Basketball Association, 2014-15 Through 2022-23.Sports medicine (Auckland, N.Z.) · 2026Observational
- Network Reconfiguration Underlies Compensatory Muscle Control Across Force Gradients: Parallel Functional Network Evidence from EEG and sEMG.Annals of biomedical engineering · 2026Article
- An Accelerometer-Equipped Running Watch Provides a Valid Estimate of Peak Vertical Ground Reaction Force and Cumulative Weighted Damage: A Cross-Sectional Laboratory Study.European journal of sport science · 2026Article
- Towards High-Accuracy Athletic Injury Predictions Using a First-Principles Modelling Approach: Theory to (Future) Practice.Sports medicine (Auckland, N.Z.) · 2026Review
- From Evidence to Application: An Operational Extension of Existing Sports Injury Frameworks for Sports Medicine Practitioners.Sports medicine (Auckland, N.Z.) · 2026Review
- The association between GPS-derived external workload metrics and soleus muscle injuries in professional football (soccer) players.Journal of experimental orthopaedics · 2026Article
- Developing a Fundamental Theoretical Definition for Athletic Injury: Metaphysics, Logic, and Mathematics.Sports medicine (Auckland, N.Z.) · 2026Review
- Tennis Serve Biomechanics, Joint Load Mechanics and Overuse Injuries: A Narrative Review.Sports medicine - open · 2026Review
- The readiness-preparedness bias: recalibrating monitoring logic.Frontiers in physiology · 2026Article
- Internal and external training load in men's professional padel players: A positional comparison in the Premier Padel circuit.Biology of sport · 2026Article
- Mechanical work derived using markerless motion capture provides a valid indication of acute neuromuscular fatigue in tennis.PloS one · 2026Article
- Article
- A new conceptual framework for managing hamstring injury risk in soccer - implementing a data-informed approach: a narrative review.Biology of sport · 2026Review
- Spaceflight human optimization and performance: positioning astronauts in an operational framework to promote health, fitness, and mission readiness.Frontiers in physiology · 2026Review
- Perception-Based Methods and Beyond: A Current Opinion on How to Assess Static Stretching Intensity.Sports medicine (Auckland, N.Z.) · 2025Article
12 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
5 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Causal pathways between training loads and the mechanisms of tissue damage and athletic injury are poorly understood. Here, the relation between specific training load measures and metrics, and causal pathways of gradual onset and traumatic injury are examined. Currently, a wide variety of internal and external training load measures and metrics exist, with many of these being commonly utilized to evaluate injury risk. These measures and metrics can conceptually be related to athletic injury through the mechanical load-response pathway, the psycho-physiological load-response pathway, or both. However, the contributions of these pathways to injury vary. Importantly, tissue fatigue damage and trauma through the mechanical load-response pathway is poorly understood. Furthermore, considerable challenges in quantifying this pathway exist within applied settings, evidenced by a notable absence of validation between current training load measures and tissue-level mechanical loads. Within this context, the accurate quantification of mechanical loads holds considerable importance for the estimation of tissue damage and the development of more thorough understandings of injury risk. Despite internal load measures of psycho-physiological load speculatively being conceptually linked to athletic injury through training intensity and the effects of psycho-physiological fatigue, these measures are likely too far removed from injury causation to provide meaningful, reliable relationships with injury. Finally, we used a common training load metric as a case study to show how the absence of a sound conceptual rationale and spurious links to causal mechanisms can disclose the weaknesses of candidate measures as tools for altering the likelihood of injuries, aiding the future development of more refined injury risk assessment methods.
Indexed as
Identifiers
What OpenQuestion holds
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.