Mental health of Royal Canadian Mounted Police after the first year of service
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.
Bibliographic record
Abstract
Royal Canadian Mounted Police (RCMP) frequently report symptoms consistent with positive screens for one or more mental health disorders (65%), but RCMP cadets evidence a much lower prevalence (7.3%) prior to deployment. The differences in mental health between cadets and experienced RCMP implicates mental health challenges to be related to service experiences; however, less is known about how mental health changes during the first year of service. The current study examines changes in mental health during the first year of service. At 1-year follow-up, participants (n = 181; 72.8% male) reported higher symptom severity (ds = .09 to .53, all ps < .05) and positive screens (Zs = .05 to 3.32, all ps < .001) for posttraumatic stress disorder, major depressive disorder, and social anxiety disorder than at pre-deployment. The current results substantiate RCMP mental health challenges begin to develop as early as the first year of service, underscoring the need for continuous evidence-based supports and assessments.
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 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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it