SynthesisBMC veterinary research2021
Challenging suicide, burnout, and depression among veterinary practitioners and students: text mining and topics modelling analysis of the scientific literature.
Synthesis in BMC veterinary research, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers.
What it found
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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.
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Who cites it
33 citing papers in PubMed, 48 citations in OpenAlex.
- Occupational Stressors, Working Conditions and Self-Reported Mental Health Among Veterinarians in Germany: An Exploratory Cross-Sectional Survey.Healthcare (Basel, Switzerland) · 2026Article
- Work-Related Stressors and Their Perceived Impact on Veterinary Work and Personal Life: A Multi-Country European Study.Veterinary sciences · 2026Article
- Exploratory study of wellbeing in Dutch veterinarians and the impact of work-related factors and inappropriate behaviour by clients and coworkers.The Veterinary record · 2026Article
- Adult attachment, psychological stress, and quality of life: insights into Italian veterinary medicine students' mental health.BMC psychology · 2026Article
- Is access to euthanasia drugs and moral stress linked to suicide rates in veterinarians? A cross-sectional national survey and network analysis.Frontiers in psychiatry · 2026Article
- Clinical Reasoning Uncertainty in Veterinary Medical Encounters with a Clinical Example.Veterinary sciences · 2025Review
- Prevalence and impact of grief among student veterinary nurses: A cross-sectional study.The Veterinary record · 2025Article
- Risk Factors and Protection Associated with Well-Being and Psychological Distress of Veterinarians in Brazil.Veterinary sciences · 2025Article
- A Study on Job Satisfaction and Burnout Levels of Veterinarians in Türkiye.Veterinary medicine and science · 2025Article
- Workplace Strategies to Reduce Burnout in Veterinary Nurses and Technicians: A Delphi Study.Animals : an open access journal from MDPI · 2025Article
- Predictors of Burnout and Well-Being Among Veterinarians in Slovenia.Veterinary sciences · 2025Article
- Study-Related Predictors for Depression, Suicidal Ideation and Suicide Risk in German Veterinary Medical Students.Healthcare (Basel, Switzerland) · 2025Article
- Text phrase-mining in identifying and classifying maternal proteins and genes across preeclampsia and similar pathologies.Physiological reports · 2025Article
- Ecologies of care: qualitative insights from a psychosocial study on veterinarians' experiences in Northeastern Italy.Frontiers in veterinary science · 2025Article
- Willing but Unable: Moral Distress and Burnout in Italian Veterinarians Working with Companion and Farm Animals.Animals : an open access journal from MDPI · 2024Article
- Simplifying synthesis of the expanding glioblastoma literature: a topic modeling approach.Journal of neuro-oncology · 2024Article
- Exploring the Effectiveness of Problem-Based Learning in an International Undergraduate Program in Veterinary Sciences: Students' Satisfaction, Experience and Learning.Veterinary sciences · 2024Article
- A Model of Burnout Among Healthcare Professionals.Journal of general internal medicine · 2024Article
- Combining sentiment analysis and text mining with content analysis of farm vet interviews on mental wellbeing in livestock practice.PloS one · 2024Article
- The future of flourishing in veterinary medicine: a systems-informed positive psychology approach in veterinary education.Frontiers in veterinary science · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundWorldwide, veterinary practitioners and students are reported to be at higher risk of suicide, burnout, and depression compared to other occupational groups. The aim of the current study was to apply text mining and topic modelling analysis on scientific literature regarding suicide, burnout, and depression among veterinary practitioners and students to extract meaningful and synthetic information. These statistical approaches can be used to comprehend more in deep the phenomena involving veterinarians and veterinary students and to suggest the potential changes needed in admission to veterinary school, veterinary curricula, and post-graduation initiatives as preventive actions.
resultsA systematic search protocol was set up to identify scientific literature that published on the topic from 1985 to 2019. Two-hundred-eleven records were selected with abstracts/texts submitted to text mining and topic modelling analysis. Student, stress, work, anim*, and euthanasia resulted the most frequent terms. Topics modelling allowed to differentiate groups of words and papers in 3 areas of interest: 1) students' difficulties encountered during their studies that increase stress and anxiety impairing their psychological health; 2) exposure to death and euthanasia as risk factor for mental health; and 3) need of support among those providing medical and health care, and of supportive group work to cope with such profession.
conclusionBased on the most frequent words included in the clouds and on the contents of the papers clusterised in them, some suggestions are interfered. It is emphasized that the veterinary curricula should include courses that prepare them early to deal with animal death and post-death grief of pet owners, to handle ethical dilemmas and moral stressors, to communicate with clients and staff members, to work in team, to balance work-family life and to promote individual and team resources. Specific courses for veterinary practitioners could keep them updated on their new roles and ways to handle them among functioning as potential feedbacks to monitor their psychological wellbeing.
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What OpenQuestion holds
Registered trials
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.