ArticlePloS one2019
Ground reaction force metrics are not strongly correlated with tibial bone load when running across speeds and slopes: Implications for science, sport and wearable tech.
Article in PloS one, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 77 papers, 2 of them syntheses that pooled it.
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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.
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Who cites it
77 citing papers in PubMed, 2 syntheses or guidelines pooled it, 212 citations in OpenAlex.
- Acute Effects of Gait Interventions on Tibial Loads During Running: A Systematic Review and Meta-analysis.Sports medicine (Auckland, N.Z.) · 2022Pooled it
- Recent Machine Learning Progress in Lower Limb Running Biomechanics With Wearable Technology: A Systematic Review.Frontiers in neurorobotics · 2022Pooled it
- The Heel-Strike Fallacy and Cadence Beliefs in Distance Running: A Narrative Review.Sports medicine - open · 2026Review
- 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
- Non-Standardized Methods of Assessing Tibial Loads During Different Gait Speeds Obscures Load-Management Recommendations in Healthy Adults.Sensors (Basel, Switzerland) · 2026Review
- Physical activity and joint health: Implications for knee osteoarthritis disease pathophysiology and mechanics.Experimental physiology · 2026Review
- Are the Forces and Lower Limb Kinematics Displayed During Running Associated with Medial Tibial Stress Syndrome? A Case-Control and Case Study.Journal of functional morphology and kinesiology · 2026Article
- The influence of dirt track hardness on equine limb acceleration and impact attenuation.BMC veterinary research · 2026Article
- Do Training Load Metrics Agree? A Comparison of Session Rate of Perceived Exertion, Physiological and Biomechanical Load in Outdoor Running.Sports medicine - open · 2026Article
- Two-week cumulative tendon load estimated from insole sensor contact forces is associated with plantar flexor function in Achilles tendinopathy.Scientific reports · 2026Article
- Psychologically informed patient education combined with exercise intervention is associated with improvements in tibial loading regulation, joint kinematics, and kinesiophobia in runners with medial tibial stress syndrome: a randomized controlled trial.Frontiers in psychology · 2026Article
- Article
- Neural networks estimate muscle force in dynamic conditions better than Hill-type muscle models.The Journal of experimental biology · 2025Article
- Artificial Intelligence in Sports Biomechanics: A Scoping Review on Wearable Technology, Motion Analysis, and Injury Prevention.Bioengineering (Basel, Switzerland) · 2025Review
- Footwear has a modifying effect on tibial loading during military weight carriage.Scientific reports · 2025Article
- Technologically advanced running shoes reduce biomechanical factors of running related injury risk.Scientific reports · 2025Article
- Integrating personalized shape prediction, biomechanical modeling, and wearables for bone stress prediction in runners.NPJ digital medicine · 2025Article
- Influence of Manipulating Running Foot Strike Angle on Internal Loading of the Tibia.Scandinavian journal of medicine & science in sports · 2025Article
- Article
- Effect of double- density foot orthoses on ground reaction forces and lower limb muscle activities during running in adults with and without pronated feet.BMC sports science, medicine & rehabilitation · 2025Article
17 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
Abstract
introductionTibial stress fractures are a common overuse injury resulting from the accumulation of bone microdamage due to repeated loading. Researchers and wearable device developers have sought to understand or predict stress fracture risks, and other injury risks, by monitoring the ground reaction force (GRF, the force between the foot and ground), or GRF correlates (e.g., tibial shock) captured via wearable sensors. Increases in GRF metrics are typically assumed to reflect increases in loading on internal biological structures (e.g., bones). The purpose of this study was to evaluate this assumption for running by testing if increases in GRF metrics were strongly correlated with increases in tibial compression force over a range of speeds and slopes.
methodsTen healthy individuals performed running trials while we collected GRFs and kinematics. We assessed if commonly-used vertical GRF metrics (impact peak, loading rate, active peak, impulse) were strongly correlated with tibial load metrics (peak force, impulse).
resultsOn average, increases in GRF metrics were not strongly correlated with increases in tibial load metrics. For instance, correlating GRF impact peak and loading rate with peak tibial load resulted in r = -0.29±0.37 and r = -0.20±0.35 (inter-subject mean and standard deviation), respectively. We observed high inter-subject variability in correlations, though most coefficients were negligible, weak or moderate. Seventy-six of the 80 subject-specific correlation coefficients computed indicated that higher GRF metrics were not strongly correlated with higher tibial forces.
conclusionsThese results demonstrate that commonly-used GRF metrics can mislead our understanding of loading on internal structures, such as the tibia. Increases in GRF metrics should not be assumed to be an indicator of increases in tibial bone load or overuse injury risk during running. This has important implications for sports, wearable devices, and research on running-related injuries, affecting >50 scientific publications per year from 2015-2017.
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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.