Evidence map›Paper›PMID 41436969›Full record

ArticleBMC primary care2025

Using causal effect estimation to evaluate occupational stress factors during a weekend on-call shift among general practitioners in training.

Géraldine Deberdt, Paloma Rabaey, Sam Van Damme, Laure-Ann Quenon, Peter Decat, Thomas Demeester

Abstract read
In one paragraph

Article in BMC primary care, 2025. 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

6 authors.

Géraldine DeberdtDepartment of Public Health and Primary Care, Ghent University, Corneel Heymanslaan 10, Ghent, 9000, Belgium. geraldine.deberdt@ugent.be.
Paloma RabaeyIDLab, Department of Information Technology (INTEC), Ghent University-imec, Technologiepark-Zwijnaarde 126, Ghent, 9052, Belgium.
Sam Van DammeIDLab, Department of Information Technology (INTEC), Ghent University-imec, Technologiepark-Zwijnaarde 126, Ghent, 9052, Belgium.
Laure-Ann QuenonDepartment of Public Health and Primary Care, Ghent University, Corneel Heymanslaan 10, Ghent, 9000, Belgium.
Peter DecatDepartment of Public Health and Primary Care, Ghent University, Corneel Heymanslaan 10, Ghent, 9000, Belgium.
Thomas DemeesterIDLab, Department of Information Technology (INTEC), Ghent University-imec, Technologiepark-Zwijnaarde 126, Ghent, 9052, Belgium.

Funding

Fonds Wetenschappelijk Onderzoek 1170124N
6 · The paper itself

Abstract

backgroundIn recent years, our understanding of the various stress factors affecting the mental well-being of medical trainees during on-call work has grown. Although we have developed a general understanding, we still lack insight into the underlying interrelationships and causal effects of these factors, necessary to address and prioritize the mental health needs of young doctors.

objectivesWe aimed to measure the causal effects of selected stress factors related to on-call work contributing to occupational stress among General Practitioners (GPs) in training.

methodsWe identified key stress factors through a literature review and group discussion. Furthermore, we built a Directed Acyclic Graph (DAG) for each identified factor to draw valid causal inferences based on data collected from an observational survey.

resultsOur analysis indicated that GPs in training experience interruptions to leisure time, fear of potential work-related errors, and anticipatory and vigilant behaviour towards potential patient complaints as key contributors to elevated stress levels during on-call work.

conclusionOur study revealed the importance of psychological or emotional stressors during an on-call shift encountered by GPs in training, encouraging preventive measures.

trial registrationNot applicable.

Indexed as

General PractitionersOccupational StressStress, PsychologicalWork Schedule ToleranceCausalityFemaleHumansCausal effect estimationDirected Acyclic GraphGeneral Practitioner in trainingOn-call shift

Identifiers

PMID41436969
PMCPMC12836802

What OpenQuestion holds

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Registered trials

None linked

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.