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Record W4409486917 · doi:10.55504/2578-9333.1237

Longitudinal Assessment of Moral Distress and Burnout during Pediatric Residency in a Canadian Site: Low Prevalence but Notable Risk of Attrition

2025· article· en· W4409486917 on OpenAlexaffabout
Kenneth S. Lee, Dianna C. Louie, Elaine O. Cheung, Peter Dodek

Bibliographic record

VenueJournal of Wellness · 2025
Typearticle
Languageen
FieldHealth Professions
TopicEthics in medical practice
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsAttritionBurnoutDistressMedicineLongitudinal studyFamily medicinePsychologyClinical psychologyDemography

Abstract

fetched live from OpenAlex

Introduction: Although more than half of pediatric residents report burnout, the incidence of moral distress, the course of moral distress and burnout during residency, and associations between this course and personal characteristics of residents are unknown. The purpose of this work was to examine the incidence, temporal course, and associations of moral distress and burnout in pediatric residents. Methods: In the pediatric training program of British Columbia Children’s Hospital, all residents were invited to complete the Moral Distress Scale-Revised thrice yearly, and the Maslach Burnout Inventory annually, between July 2016 and October 2018. In addition, residents reported a measure of moral distress for each rotation. Responses were tracked longitudinally using a unique identifier for each resident. We used longitudinal mixed effect modeling and generalized estimating equations to account for clustering of data. Results: A total of 86/101 residents completed at least one sequence of the surveys. The average moral distress score was 20 (maximum possible: 336), but 10% of respondents had considered leaving residency in the past due to moral distress. Highest levels of moral distress occurred after international and intensive care rotations. Seven percent of respondents met criteria for burnout, but female residents reported higher burnout scores than males (p = 0.04). Conclusion: Although moral distress and prevalence of burnout are low in pediatric residents at this institution, moral distress contributes to potential attrition. High-acuity rotations are associated with increased levels of moral distress.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesResearch integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.031
GPT teacher head0.420
Teacher spread0.389 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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