An integrated program to train local health care providers to meet post-disaster mental health needs
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 paper describes a post-disaster mental health training program developed by the International Section of the Department of Psychiatry at Dalhousie University (Halifax, Canada) and delivered in Grenada after Hurricane Ivan struck the country in September 2004. This train-the-trainer program used an integrated community health model to help local health care providers develop the necessary skills for the identification and evidenced-based treatment of mental disorders occurring after a natural disaster. The approach also provided for ongoing, sustainable mental health care delivered in the community setting, as advocated by the World Health Organization and the Pan American Health Organization. This approach is in contrast to the largely ineffective and costly vertical whole-population psychosocial counseling activities that have often been used in the Caribbean following natural disasters.
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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) | 0.001 | 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 | 0.000 |
| 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