ArticlePloS one2017
The validity of linear and non-linear heart rate metrics as workload indicators of emergency physicians.
Article in PloS one, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
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Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Continuous heart rate variability monitoring, stress and recovery in doctors: a systematic review and meta-analysis.Occupational medicine (Oxford, England) · 2025Pooled it
- Differences in beginner and expert neurointerventionalists" heart rate variability during simulated neuroangiographies.Interventional neuroradiology : journal of peritherapeutic neuroradiology, surgical procedures and related neurosciences · 2024Article
- Article
- A Systematic Review of Heart Rate Variability as a Measure of Stress in Medical Professionals.Cureus · 2023Review
- Heart rate variability as a strain indicator for psychological stress for emergency physicians during work and alert intervention: a systematic review.Journal of occupational medicine and toxicology (London, England) · 2021Review
- Simulation Training in Neuroangiography-Validation and Effectiveness.Clinical neuroradiology · 2021Article
- A Novel Smartphone App for the Measurement of Ultra-Short-Term and Short-Term Heart Rate Variability: Validity and Reliability Study.JMIR mHealth and uHealth · 2020Article
- Task2Heart: Exploring Heart Rate Differences with Time-Motion Workflow Observations of Emergency Medicine Physicians.Journal of medical systems · 2018Article
- Observational
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundIt has been shown that linear and non-linear heart rate variability (HRV) metrics are suitable to assess workload of anesthetists administering anesthesia. In pre-hospital emergency care, these parameters have not yet been evaluated. We hypothesized that heart rate (HR) and HRV metrics discriminate between differing workload levels of an emergency physician.
methodsElectrocardiograms were obtained from 13 emergency physicians. Mean HR, ten linear and seven non-linear HRV metrics were analyzed. For each sortie, four different levels of workload were defined. Mixed-effects models and the area under the receiver operating characteristics curve (AUC) were used to test and quantify the HR and HRV metrics' ability to discriminate between levels of workload. This was conducted for mean HR and each HRV metric as well as for groups of metrics (time domain vs. frequency domain vs. non-linear metrics).
resultsThe non-linear HRV metric Permutation entropy (PeEn) discriminated best between the time before the alarm and primary patient care (AUC = 0.998, 1st rank of 18 HRV metrics). In contrast, AUC of the mean HR was low (0.558, 17th rank). In the multivariable approach, the non-linear HRV metrics provided a higher AUC (0.998) compared to the frequency domain (0.677) and to the time domain metrics (0.680).
conclusionNon-linear heart rate metrics and, specifically, PeEn provided good validity for the assessment of different levels of a physician's workload in the setting of pre-hospital emergency care. In contradiction to earlier findings, the physicians' mean HR was not a valid marker of workload.
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