Serving Canadian Armed Force (CAF) members, veterans, and their families with experiences of trauma
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
Canadian Armed Forces (CAF) members make the courage decision to protect Canada at \nall costs. Their decision entails risking the detriment of their physical and mental well-being. \nCAF members and veterans often face unique and traumatic experiences. The current CAF \nmodernization strategy has prioritized mental health care, implementing more holistic style \napproaches as it recognizes the growing need for continuous improvement to both the services \ndelivered to users and their quality of life. The current medical model of care has been critiqued \nfor perpetuating oppression and stigmatization of its users and does not allow for the full \nconsideration of socio-economic factors. The following Advanced Practicum report explores the \neffects of various external factors using principles of trauma-informed care and a Mad Studies in \nresponse to stressors such as childhood experience or gender on current experiences.
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 | 0.000 | 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 | 0.000 |
| 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