Related Experiment Video
Updated: Feb 12, 2026

Hydra, a Computer-Based Platform for Aiding Clinicians in Cardiovascular Analysis and Diagnosis
Published on: September 26, 2018
Assessment of Clinician Well-Being Using a Biometric-Informed Coaching Platform
Troy Leo1, James Reynolds1, Joshua Blair2
1Sanger Heart & Vascular Institute, Advocate Health, Charlotte, North Carolina.
Importance:
The demands of clinical practice have contributed to widespread burnout among health care professionals. Thus, there is an urgent need for scalable and evidence-based interventions to address burnout in this population.
Objective:
To assess whether participation in an asynchronous, app-based, personalized coaching intervention informed by biometric data is associated with changes in burnout, professional fulfillment, and self-valuation among health care professionals.
Design, Setting, And Participants:
This prospective cohort study was conducted at a large health care system (Advocate Health) in the US. Clinicians and other health care professionals from 4 service lines (critical care, women's health, heart and vascular, and emergency medicine) were recruited between June 14 and August 12, 2024. Between August 27 and October 22, 2024, participants completed assessments at baseline and 8 weeks. Those who completed assessments at both baseline and 8 weeks were included in this study. Analysis was completed in November 2024 and April 2025.
Exposure:
An 8-week asynchronous app-based coaching program integrated with a wearable photoplethysmography sensor.
Main Outcomes And Measures:
The primary outcome assessed was the change from baseline to week 8 in scores on Stanford Professional Fulfillment Index (PFI) domains (burnout, professional fulfillment, and self-valuation) and on Maslach Burnout Inventory Human Services Survey (MBI-HSS) subscales (emotional exhaustion, depersonalization, and personal accomplishment). For each outcome, linear mixed-effects models were used with restricted maximum likelihood.
Results:
A total of 367 clinicians and other health care professionals completed baseline assessments. Of these, 192 (52.3%) completed assessments at both baseline and 8 weeks and were included in this study. Their mean (SD) age was 42.5 (10.0) years, and most (135 [70.3%]) were female. The largest participant groups were attending physicians (92 [47.9%]), advanced practice clinicians (47 [24.5%]), and nurses (37 [19.3%]). For the PFI domains, the mean (SD) professional fulfillment score increased from 2.36 (0.68) to 2.56 (0.76) (change, 0.20 [95% CI, 0.12 to 0.28] points; P < .001), the mean (SD) burnout score decreased from 1.60 (0.71) to 1.09 (0.62) (change, -0.51 [95% CI, -0.60 to -0.43] points; P < .001), and the mean (SD) self-valuation score increased from 6.47 (3.00) to 9.02 (2.75) (change, 2.55 [95% CI, 2.12 to 2.98] points; P < .001). For the MBI-HSS subscales, the mean (SD) emotional exhaustion score decreased from 19.74 (8.95) to 15.68 (8.59) (change, -4.06 [95% CI, -5.10 to -3.03] points; P < .001), the mean (SD) depersonalization score decreased from 14.58 (8.50) to 10.32 (7.19) (change, -4.26 [95% CI, -5.26 to -3.27] points; P < .001), and the mean (SD) personal accomplishment score increased from 37.68 (6.85) to 39.19 (6.80) (change, 1.51 [95% CI, 0.75 to 2.28] points; P < .001).
Conclusions And Relevance:
In this cohort study of clinicians and other health care professionals, an asynchronous, biometric-informed coaching platform was associated with meaningful reductions in burnout and improvements in professional fulfillment and self-valuation. These findings suggest that adopting such a platform may be a feasible approach to support health care workers' well-being.
Related Concept Videos
Assessment of the Mouth
Mouth Inspection
The inspection begins with visually examining the mouth for symmetry, color, and size.
Assessment of Respiration
Subjective Assessment: Nurses interview the patient to gather information directly during the subjective assessment. It includes questions about the individual's medical history, medications, and symptoms, focusing on past respiratory conditions like...
Nursing Assessment
The nurse collects all aspects of the patient's health in the initial assessment, establishing priorities for ongoing focused assessments...
Assessment of the Rectum and Anus
Rectal Inspection
Begin by inspecting the perianal and anal areas for color, texture, rashes,...
Pulse Assessment Sites
Assessment of radial pulse
The radial pulse, located at the wrist, is often the preferred site for assessing peripheral pulse because of its accessibility and dependability. The process of determining the radial pulse involves several steps:

