ArticleInternational archives of occupational and environmental health2021
The association between heart rate variability, reaction time, and indicators of workplace fatigue in wildland firefighters.
Article in International archives of occupational and environmental health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 2 of them syntheses that pooled it.
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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.
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Who cites it
11 citing papers in PubMed, 2 syntheses or guidelines pooled it, 30 citations in OpenAlex.
- Occupation-Induced Fatigue and Impacts on Emergency First Responders: A Systematic Review.International journal of environmental research and public health · 2023Pooled 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
- Effects of Induced Physical Fatigue on Heart Rate Variability in Healthy Young Adults.Sensors (Basel, Switzerland) · 2025Article
- Field Testing Multi-Parametric Wearable Technologies for Wildfire Firefighting Applications.Sensors (Basel, Switzerland) · 2025Article
- Unraveling the interplay between mental workload, occupational fatigue, physiological responses and cognitive performance in office workers.Scientific reports · 2024Article
- Digital biomarkers for non-motor symptoms in Parkinson's disease: the state of the art.NPJ digital medicine · 2024Review
- Evaluation of the relationship between occupational-specific task performance and measures of physical fitness, cardiovascular and musculoskeletal health in firefighters.BMC public health · 2024Article
- Home-Based Dynamics of Sleepiness-Related Conditions Starting at Biological Evening and Later (Beyond Working).International journal of environmental research and public health · 2023Article
- Wildfire-related smoke inhalation worsens cardiovascular risk in sleep disrupted rats.Frontiers in environmental health · 2023Article
- Wearable biosensors for human fatigue diagnosis: A review.Bioengineering & translational medicine · 2023Review
- The Effect of High-Altitude Acclimatisation on Ultra-Short Heart Rate Variability.Frontiers in cardiovascular medicine · 2022Article
Corrections and comments
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Authors and funding
6 authors at 4 institutions in 2 countries.
Funding
Abstract
purposeTo understand the association between heart rate variability and indices of fatigue, total sleep time, and reaction time in shift workers.
methodsTen participants from the British Columbia Wildfire Service management team were examined over a 14-day active fire-line period. Daily measures of subjective fatigue, sleepiness, and alertness were recorded using a visual analog scale. Daily total sleep time was recorded using a wrist actigraph. Cardiac autonomic modulation was examined each morning using heart rate variability (HRV). Three measures of reaction time (simple reaction time, choice reaction tie, and discriminatory reaction time) was examined on days 1, 5, 10, and 14. Multiple linear regression analysis was utilized to examine the association between HRV and indices of fatigue, total sleep time, and reaction time.
resultsMean shift duration was 13.8 ± 0.77 h. Significant inverse associations were observed between HRV and sleepiness [r = - 0.60, p = 0.000] and fatigue [r = - 0.55, p = 0.000], and a positive association with total sleep time (min) [r = 0.28, p = 0.009]. There were no significant relationships between HRV and simple reaction time (ms) [r = - 0.32, p = 0.182], choice reaction time (ms) [r = - 0.10, p = 0.850], or discriminatory reaction time (ms) [r = - 0.09, p = 0.881].
conclusionsHRV displayed significant associations with indices of fatigue and sleep, whereby demonstrating its utility as a practical tool for monitoring the development of fatigue in wildland firefighters and for providing insight when to make lifestyle modifications to preserve alertness.
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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.