Yukon veterans in transition: factors affecting post-service transition and reintegration processes of ex-Canadian Armed Forces service members with peacekeeping and combat experiences
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
This study is an investigation into the transitional experiences of released and retired members of the Canadian Armed Forces who reside in the Yukon Territory, Canada.The project is specifically targeted those members who have fulfilled overseas deployment roles encompassing both combat and peacekeeping assignments and their attending experiences.Masculine gendered traits are learned from birth and reinforced in the military.While deemed useful during military activities, adhering to this form of hyper-masculinity is described as problematic to the individual, his relationships, social engagement, and employment, further impeding the physical and mental recovery from any operation stress injuries.This study examines the role and effects of masculinity, identity, coping and recovery from OSI within the context of processes of change associated with transitioning back into civilian society.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it