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Record W4412618053 · doi:10.1080/13576275.2025.2534495

Mental health concerns and stigma: a qualitative study of funeral directors in Ontario

2025· article· en· W4412618053 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueMortality · 2025
Typearticle
Languageen
FieldPsychology
TopicGrief, Bereavement, and Mental Health
Canadian institutionsTrent University
Fundersnot available
KeywordsStigma (botany)Mental healthQualitative researchPsychologyCriminologyPsychiatrySociologySocial science

Abstract

fetched live from OpenAlex

Funeral directors play an important role in supporting their community through difficult transitions and loss. Yet these caregivers are often overlooked both in the research and when they seek support for their own mental health and well-being . This qualitative analysis aims to create foundational knowledge of the mental health experiences and stigmas facing funeral directors using in-depth, semi-structured interviews with six funeral directors in Ontario. Data was analysed using thematic analysis . Five major themes were generated from the interviews. In relation to mental health, funeral directors noted poor treatment and trauma in the workplace, stress and burnout, and a lack of targeted mental health supports. Regarding stigma, they noted an ignorance in the general population about their work and negative stereotypes associated with their work. Results suggest that funeral directors experience various mental health challenges associated with the work that they do and barriers to accessing effective treatment or support. They also feel that those outside the profession hold stigmas and stereotypes about them that contribute to the mental health challenges they face. Future research should investigate mental health diagnoses in funeral director work and explore targeted and effective treatment for those in the field.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.161
Threshold uncertainty score0.516

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.112
GPT teacher head0.476
Teacher spread0.364 · 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