Mental Health Training, Attitudes toward Support, and Screening Positive for Mental Disorders among Canadian Coast Guard and Conservation and Protection Officers
Bibliographic record
Abstract
Public Safety Personnel (PSP) including members of the Canadian Coast Guard (CCG) and Conservation and Protection (C&P) officers, are regularly exposed to potentially psychologically traumatic events (PPTEs) and other occupational stressors. Several mental health training programs (e.g., critical incident stress management [CISM], critical incident stress debriefing [CISD], peer support, mental health first aid, Road to Mental Readiness [R2MR]) exist as efforts to minimize the impact of exposures. To help inform on the impact of several categories of mental health training programs (i.e., CISM, CISD, mental health first aid, Peer Support, R2MR) for improving attitudes toward support and willingness to access supports among CCG and C&P officers, the current study assessed CCG and C&P Officers perceptions of access to professional (i.e., physicians, psychologists, psychiatrists, employee assistance programs, chaplains) and non-professional (i.e., spouse, friends, colleagues, leadership) support, and associations between training and mental health. Participants (n = 341; 58.4% male) completed an online survey assessing perceptions of support, experience with mental health training and symptoms of mental health disorders. CCG and C&P Officers reported access to professional and non-professional support; however, most indicated they would first access a spouse (73.8%), a friend (64.7%), or a physician (52.9%). Many participants would never, or only as a last resort, access other professional supports (24.0% to 47.9%), a CCG or C&P colleague (67.5%), or their leadership (75.7%). Participants who received any mental health training reported a lower prevalence of positive screens for all mental health disorders compared to those who did not received training; but no statistically significant associations were observed between mental health training categories and decreased odds for screening positive for mental disorders. The current results suggest that the mental health training categories yield comparable results; nevertheless, further research is needed to assess the shared and unique content across each training program. The results highlight the need to increase willingness to access professional and non-professional support among CCG and C&P Officers. Revisions to training programs for leadership and colleagues to reduce stigma around mental health challenges and support for PSP spouses, friends, and physicians may be beneficial.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".