“It's all window dressing:” Canadian police officers' perceptions of mental health stigma in their workplace
Bibliographic record
Abstract
Purpose This study will provide a preliminary, general overview of Canadian police officers' perception of stigma toward mental illness in their workplace culture and its impacts. Design/methodology/approach This study uses a mixed methods approach with two nationwide datasets: a self-report survey ( N = 727) and 116 semi-structured interviews with police officers from 31 police services. Results are grounded in theories of stigma, masculinities and organizational culture. Findings Results indicate that most officers believe stigma toward mental illness in their workplace remains, despite senior management messaging and program implementation. Reporting mental illness was often seen as high risk, both personally and professionally. Policewomen, constables and those on leave reported statistically significant higher levels of perceived stigma and risk. Features of traditional masculinity were commonly reported, influencing the way individuals viewed themselves (self-stigma) and organizational response (structural stigma). Those with lived experience reported the highest levels of self and structural stigmatization, which often negatively impacted their recovery. Originality/value This study strengthens our understanding of how organizational culture and structure combine to contribute to the persistent presence of stigma in some Canadian police services (with implications for male-dominated occupations generally). Gender, rank, years of service and lived experience are additional areas of limited scholarship addressed by this study. The findings have important implications for effective program and policy evaluation and development.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".