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Record W3165808382 · doi:10.1186/s12909-021-02734-4

How medical students cope with stress: a cross-sectional look at strategies and their sociodemographic antecedents

2021· article· en· W3165808382 on OpenAlexaffabout
Adam Neufeld, Greg Malin

Bibliographic record

VenueBMC Medical Education · 2021
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare professionals’ stress and burnout
Canadian institutionsUniversity of SaskatchewanUniversity of Calgary
Fundersnot available
KeywordsDisengagement theoryCoping (psychology)PsychologyDenialDysfunctional familyClinical psychologyMultivariate analysis of varianceMental healthMedicinePsychiatryGerontology

Abstract

fetched live from OpenAlex

BACKGROUND: Medical training can be highly stressful for students and negatively impact their mental health. Important to this matter are the types of coping strategies (and their antecedents) medical students use, which are only characterized to a limited extent. A better understanding of these phenomena can shed additional light on ways to support the health and well-being of medical students. Accordingly, we sought to determine medical students' use of various coping reactions to stress and how their gender and year of study influence those behaviours. METHODS: A total of 400 University of Saskatchewan medical students were invited to complete an online survey. Using the Brief COPE inventory, we assessed students' reported use of various adaptive and maladaptive coping strategies. Descriptive and comparative statistics were performed, including multivariate analysis of variance, to explore how gender and year influenced coping strategies. RESULTS: The participation rate was 49% (47% males and 53% females). Overall, the students' coping strategies were mostly adaptive, albeit with a few exceptions. Females used more behavioural disengagement, while males used less emotional and instrumental support. Additionally, third years used more denial to cope with stress than students in any other year. CONCLUSIONS: While few studies report significant sociodemographic effects on medical student coping, our findings raise the possibility that males and females do engage in different coping strategies in medical school, and that the clinical learning environment in third year may provoke more dysfunctional coping, compared to pre-clinical stages of training. Potential explanations and implications of these results are discussed.

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)0.002
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.053
GPT teacher head0.461
Teacher spread0.408 · 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

Citations88
Published2021
Admission routes2
Has abstractyes

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