Evidence map›Paper›PMID 41145353›Full record

ArticleJournal of advanced nursing2026

Preliminary Clustering: Exploring the Interplay of Burnout, Stress, Turnover, Psychological Flexibility and Distress in a French Nurse Sample.

Marie Charlotte Mollet, Oulmann Zerhouni, Corinne Isnard Bagnis, Lucia Romo

Abstract read
In one paragraph

Article in Journal of advanced nursing, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

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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

4 authors.

Marie Charlotte MolletUniversité de Rouen Normandie, Centre de Recherche Sur les Fonctionnements et Dysfonctionnements Psychologiques (CRFDP), Mont-Saint-Aignan, France.ORCID https://orcid.org/0009-0000-1963-8387
Oulmann ZerhouniUniversité de Rouen Normandie, Centre de Recherche Sur les Fonctionnements et Dysfonctionnements Psychologiques (CRFDP), Mont-Saint-Aignan, France.
Corinne Isnard BagnisDépartement de Néphrologie, APHP Sorbonne University, Paris, France.
Lucia RomoUniversité Paris Nanterre, EA 4430 Clinique Psychanalyse Développement (Clipsyd), Nanterre, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo identify latent profiles of hospital nurses based on the combination of occupational demands, psychological symptoms and psychological flexibility. Examine how these profiles relate to job turnover intentions.

designCross-sectional online survey. METHODOLOGY: Registered nurses in France completed an online questionnaire between June and August 2024. The questionnaire covered various aspects of job satisfaction and stress. A non-hierarchical cluster analysis was then conducted on 12 standardised variables to derive profiles. Next, appropriate group-comparison tests and sensitivity checks were performed. No abbreviations or references are used here.

resultsTwo profiles emerged. One profile showed a higher workload, greater emotional demands, increased stress and psychological distress, burnout and a lower level of psychological flexibility, as well as a higher intention to leave. The other profile showed lower demands and symptoms, higher psychological flexibility and a lower intention to leave. Group differences on core variables were statistically significant and sensitivity analyses indicated a stable solution.

conclusionsPerson-centred profiles reveal distinct combinations of demands, symptoms and psychological flexibility meaningfully linked to nurses' intention to leave. These findings suggest opportunities for targeted organisational adjustments and brief skills training to strengthen psychological flexibility and retention. IMPACT: Health-service leaders can use brief screening to identify at risk profiles and align interventions. Policymakers can consider staff and scheduling policies to reduce demand in high-risk units. Educators can incorporate psychological skills into training programmes to promote workforce sustainability.

Indexed as

Burnout, ProfessionalNursing Staff, HospitalPersonnel TurnoverStress, PsychologicalAdultCluster AnalysisCross-Sectional StudiesFemaleFranceHumansJob SatisfactionMaleMiddle AgedSurveys and Questionnairesburnouthealth psychologypractice nursingpsychologywork organisation

Identifiers

PMID41145353
PMCPMC13176726

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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.