Evidence map›Paper›PMID 41670996›Full record

ArticleJAMA network open2026

Assessment of Clinician Well-Being Using a Biometric-Informed Coaching Platform.

Troy Leo, James Reynolds, Joshua Blair, Allyn Abadie, Elizabeth Euiler, Kevin Aubol, Wayne Sotile, Stephanie O'Bryon, Jeremiah Gaddy, Kevin W Lobdell and 1 more

Abstract read
In one paragraph

Article in JAMA network open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Troy LeoSanger Heart & Vascular Institute, Advocate Health, Charlotte, North Carolina.
James ReynoldsSanger Heart & Vascular Institute, Advocate Health, Charlotte, North Carolina.
Joshua BlairArena Labs, Nashville, Tennessee.
Allyn AbadieArena Labs, Nashville, Tennessee.
Elizabeth EuilerArena Labs, Nashville, Tennessee.
Kevin AubolArena Labs, Nashville, Tennessee.
Wayne SotileSotile Center for Resilience, Davidson, North Carolina.
Stephanie O'BryonDepartment of Emergency Medicine, Advocate Health, Charlotte, North Carolina.
Jeremiah GaddyDepartment of Emergency Medicine, Advocate Health, Charlotte, North Carolina.
Kevin W LobdellSanger Heart & Vascular Institute, Advocate Health, Charlotte, North Carolina.
Geoffrey A RoseSanger Heart & Vascular Institute, Advocate Health, Charlotte, North Carolina.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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.

Indexed as

Burnout, ProfessionalHealth PersonnelMentoringMobile ApplicationsAdultBiometryEmotional ExhaustionFemaleHumansJob SatisfactionMaleMiddle AgedProspective Studies

Identifiers

PMID41670996
PMCPMC12895280

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

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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.