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Background: Residency is a critical period in a physician's training, characterized by significant physical, cognitive, and emotional demands that make residents highly susceptible to stress and associated negative health outcomes. While physiological signals such as heart rate have been explored as potential biomarkers of stress, their predictive utility in high-stress environments such as the intensive care unit (ICU) remains inconclusive, especially when factoring in atypical events that can further exacerbate resident stress levels.
Objective: This study aimed to investigate the relationship between daily average heart rate (AHR) and perceived stress among ICU residents and examine the moderating effect of atypical events on this relationship.
Methods: The TILES (Tracking Individual Performance With Sensors)-2019 dataset collected longitudinal data from 44 ICU residents who provided daily self-reported stress ratings and wore a Fitbit device to track physiological data over a 3-week period. The main predictor variables were AHR and the occurrence of atypical events (both work and life related and daily hassles). The primary outcome was the level of perceived stress measured on a 7-point Likert scale. Linear mixed models were used to analyze the relationship between AHR and stress, accounting for within-subject and between-subject variance. Interaction effects between AHR and atypical events were also examined.
Results: The analysis revealed a significant positive association between AHR and perceived stress (β=0.032; P=.04) on standard days. However, this relationship was attenuated by the presence of negative atypical events (β=-0.076; P=.02). We further analyzed whether the severity of negative atypical events had an additional moderating effect but found no statistical significance.
Conclusions: AHR is a potential physiological marker for perceived stress in ICU residents, but its effect is moderated by negative atypical events. Future research should replicate these findings in more diverse cohorts, assess their generalizability to broader populations, and control for additional confounding variables. Incorporating negative atypical events into stress assessment could lead to more accurate and context-sensitive interpretations of physiological data.
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http://dx.doi.org/10.2196/67822 | DOI Listing |
Cochrane Database Syst Rev
September 2025
Department of Family Medicine, University of Alberta, Edmonton, Alberta, Canada.
Background: Opioid use disorder (OUD) is commonly treated in specialized care settings with long-acting opioid agonists, also known as opioid agonist therapy, or OAT. Despite the rise in opioid use globally and evidence for a 50% reduction in mortality when OAT is employed, the proportion of people with OUD receiving OAT remains small. One initiative to improve the access and uptake of OAT could be to offer OAT in a primary care setting; primary care clinics are more numerous, might reduce the visibility and potential stigma of receiving treatment for OUD, and may facilitate the care of other medical conditions that are unrelated to OUD.
View Article and Find Full Text PDFCureus
August 2025
Department of Gastrointestinal and Pediatric Surgery, Division of Reparative Medicine, Institute of Life Sciences, Graduate School of Medicine, Mie University, Tsu, JPN.
Conversion surgery is increasingly used for initially unresectable esophageal cancer patients responding to induction therapy. The integration of immune checkpoint inhibitors (ICIs) into standard chemotherapy regimens is expected to increase the number of patients undergoing this approach. However, ICIs can cause immune-related adverse events (irAEs), which are often difficult to diagnose in the postoperative setting.
View Article and Find Full Text PDFRespir Med
September 2025
Department of Internal Medicine, Staten Island University Hospital, Northwell Health, Staten Island, NY, USA. Electronic address:
Obstructive sleep apnea (OSA) is an extremely common but underdiagnosed problem in adults receiving dialysis therapy. Patients with end-stage kidney disease (ESKD) on hemodialysis or peritoneal dialysis have a higher prevalence of OSA compared to the general population (Nicholl et al., 2013; Kimmel et al.
View Article and Find Full Text PDFJMIR Form Res
September 2025
Department of Psychiatry and the Behavioral Sciences, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
Background: Residency is a critical period in a physician's training, characterized by significant physical, cognitive, and emotional demands that make residents highly susceptible to stress and associated negative health outcomes. While physiological signals such as heart rate have been explored as potential biomarkers of stress, their predictive utility in high-stress environments such as the intensive care unit (ICU) remains inconclusive, especially when factoring in atypical events that can further exacerbate resident stress levels.
Objective: This study aimed to investigate the relationship between daily average heart rate (AHR) and perceived stress among ICU residents and examine the moderating effect of atypical events on this relationship.
Cureus
August 2025
Graduate Medical Education, University of Pittsburgh Medical Center, Altoona, USA.
Varicella zoster virus (VZV) is a single-stranded enveloped RNA virus that is a common cause of chickenpox and herpes zoster. Herpes zoster (shingles) presents with a painful rash in a dermatomal distribution. Ramsay-Hunt syndrome (herpes zoster oticus) is a specific form of shingles, which occurs due to viral reactivation in the geniculate ganglion of cranial nerve VII.
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