Related Experiment Video
Updated: Sep 18, 2026

Calculating Heart Rate Variability from ECG Data from Youth with Cerebral Palsy During Active Video Game Sessions
Published on: June 5, 2019
Heart rate variability and physician performance during airway management simulations: an exploratory pilot study
Narin N Carmel-Neiderman1,2, Yosef Kula3,4, Rachel Lebovits2
1Department of Otolaryngology, Head and Neck Surgery and Maxillofacial Surgery, Tel-Aviv Sourasky Medical Center, 6 Weizman Street, Tel-Aviv, 6423906, Israel.
Objective:
To examine the association between heart-rate variability (HRV) and physician performance during airway management simulations in two physician cohorts studied under different HRV measurement conditions.
Methods:
This exploratory pilot study included otolaryngologists and anesthesiologists participating in two high-fidelity airway simulation courses. HRV was measured via finger-mounted optical sensor and expressed as RMSSD. In one cohort, HRV was recorded immediately before simulation (pre-task); in the second, several days prior (baseline). Blinded supervisors rated performance on standardized 10-point Likert scales. Pearson and exploratory partial correlations adjusting for age, years in practice, and self-reported stress were calculated.
Results:
Twenty-five physicians participated (17 males, 8 females; mean age 35.9 ± 4.7 years). The cohorts differed significantly in age, clinical experience, and performance scores. In the pre-task cohort (n = 11), lower HRV was associated with higher performance (Log RMSSD unadjusted r = -0.73, 95% CI [-0.927, -0.244]; adjusted r = -0.85, 95% CI [-0.97, -0.46]). In the baseline cohort (n = 14), higher HRV was associated with higher performance (Log RMSSD unadjusted r = 0.53, 95% CI [0.055, 0.845]; adjusted r = 0.73, 95% CI [0.198, 0.933]). Wide confidence intervals reflect the small samples and these estimates should be interpreted cautiously. No associations were observed between self-reported stress and either HRV or performance.
Conclusion:
HRV was associated with physician performance during airway management simulations, with differing directions of association observed in two physician cohorts studied under different measurement conditions. These findings are exploratory and hypothesis-generating and require confirmation in larger standardized within-subject studies.
Related Concept Videos
Assessment of Ventilation I: Respiratory Rate
A Ventilation assessment is critical for monitoring a patient's health status. Respiration, one of the most accessible vital signs, provides insights into the function of numerous body systems and can indicate serious health issues, such as brainstem injuries from head trauma.
Critical Guidelines for Assessing Ventilation:
Assessment of Airway, Skin Color, and Use of Accessory Muscles
Introduction
The initial evaluation of a patient's respiratory system...
Factors Influencing Heart Rate
Let us explore the significant factors affecting heart rate, including age, body temperature, posture, acute pain, chemical influences,...
Special considerations while measuring oxygen saturation
Ensuring accuracy in vital sign recordings while prioritizing patient comfort and minimizing anxiety is important.
Assessment of Ventilation II: Respiratory Depth and Rhythm
Respiratory depth measures the volume of air inhaled or exhaled during a breath. It can vary from shallow to deep and typically remains consistent when a person is at rest or asleep. Occasionally, individuals will automatically inhale deeply, known as sighing, which inflates the lungs with more air than normal breathing.
To assess respiratory depth, observe the degree of chest excursion or movement:
Respiratory Volumes and Capacities I
