ReviewCureus2023
A Systematic Review of Heart Rate Variability as a Measure of Stress in Medical Professionals.
Review in Cureus, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06906614 (Analysis of Predictors of Stress Reactions in Medical Students During Simulation-Based Training), which is not on this map. Cited by 21 papers, 2 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.
Analysis of Predictors of Stress Reactions in Medical Students During Simulation-Based Training
Who cites it
21 citing papers in PubMed, 2 syntheses or guidelines pooled it, 44 citations in OpenAlex.
- Effect of Brief Mindfulness Meditation Interventions on Heart Rate Variability in Adults: A Systematic Review.Applied psychophysiology and biofeedback · 2026Pooled it
- Impact of Electrical Stimulation on Mental Stress, Depression, and Anxiety: A Systematic Review.Sensors (Basel, Switzerland) · 2025Pooled it
- Trial
- Heart rate variability and physician performance during airway management simulations: an exploratory pilot study.European archives of oto-rhino-laryngology : official journal of the European Federation of Oto-Rhino-Laryngological Societies (EUFOS) : affiliated with the German Society for Oto-Rhino-Laryngology - Head and Neck Surgery · 2026Article
- Examining Well-Being and Healthy Lifestyle Interventions among Nursing Students Worldwide: A Scoping Review.Journal of holistic nursing : official journal of the American Holistic Nurses' Association · 2026Review
- A Systematic Review and Meta-Analysis of Heart Rate Variability in Assessing Surgeons' Stress Levels.Healthcare (Basel, Switzerland) · 2026Review
- The intervention effect of caffeine oral tablets on mental fatigue induced by nap deprivation: based on assessments of heart rate variability, cognitive performance and subjective fatigue-a pilot study.Frontiers in public health · 2026Article
- Article
- The interaction between exercise and sleep with heart rate variability: cross-sectional study.European journal of applied physiology · 2026Article
- Remote photoplethysmography for health assessment: a review informed by IntelliProve technology.Frontiers in digital health · 2025Review
- Heart rate variability versus visual analog scale for objective and subjective mental fatigue detection: A randomized controlled trial.PLOS mental health · 2025Article
- LieRHRV system for remote lie detection using heart rate variability parameters.Scientific reports · 2024Article
- CogWatch: An open-source platform to monitor physiological indicators for cognitive workload and stress.HardwareX · 2024Article
- The Effects of a Complex Interactive Multimodal Intervention on Personalized Stress Management Among Health Care Workers in China: Nonrandomized Controlled Study.Journal of medical Internet research · 2024Article
- Psychophysiological wellbeing in a class of dental students attending dental school: anxiety, burnout, post work executive performance and a 24 hours physiological investigation during a working day.Frontiers in psychology · 2024Article
- Maternal childhood emotional abuse increases cardiovascular responses to children's emotional facial expressions.PloS one · 2024Article
- Article
- Pupillometry and autonomic nervous system responses to cognitive load and false feedback: an unsupervised machine learning approach.Frontiers in neuroscience · 2024Article
- Using Digital Biomarkers for Objective Assessment of Perfusionists' Workload and Acute Stress During Cardiac Surgery.Bioinformatics and Biomedical Engineering : 10th International Work-Conference, IWBBIO 2023, Meloneras, Gran Canaria, Spain, July 12-14, 2023, Proceedings. Part I. IWBBIO (Conference) (10th : 2023 : Gran Canaria, Canary Islands) · 2023Article
- Relationship between dust allergen sensitization and cardiac autonomic function in patients with chronic obstructive pulmonary disease.Chronic respiratory diseaseArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Understanding the physiological effects of responding to crises is a critical component in understanding how to manage and prepare medical professionals to be crisis responders. Heart rate variability (HRV) is the variation in rate between a succession of R-R intervals. This variation is not only affected by physiological processes such as respiration or metabolic rate but is also directly controlled by the autonomic nervous system. As such, heart rate variability has been proposed as a noninvasive tool to measure the physiological stress response. The aim of this systematic review is to consolidate heart rate variability literature in the context of medical emergencies to determine if heart rate variability changes predictably from baseline when responding to medical crises. This may demonstrate utility as an objective, noninvasive measure of stress response. A systematic literature review of six databases yielded 413 articles, 17 of which met our inclusion criteria of being written in English, measuring HRV in healthcare providers, and measuring HRV in real or simulated medical resuscitations or procedures. Articles were then analyzed using the Grades of Recommendation, Assessment, Development, and Evaluation (GRADE) scoring system. Out of the 17 articles reviewed, 11 demonstrated statistically significant results showing heart rate variability responding in a predictable manner to stress. Three articles utilized a medical simulation as the stressor, six used medical procedures, and eight used medical emergencies encountered during clinical work. Overall, a predictable trend in heart rate variability metrics of standard deviation from the mean value of normal-to-normal (N-N) intervals (SDNN), root mean square of the successive differences (RMSSD), mean number of times per time interval in which the change in successive normal sinus (N-N) intervals exceeds 50 ms (PNN50), low frequency % (LF%), and low-frequency-to-high-frequency ratio (LF/HF) was observed when responding to stress. This systematic literature review showed that heart rate variability among healthcare providers responding to stressful scenarios follows a predictable pattern of change and expands our understanding of the physiology of stress in healthcare providers. This review supports the use of HRV to monitor stress during high-fidelity simulation to ensure that appropriate physiological arousal is achieved during the training of medical personnel.
Indexed as
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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.