Evaluation of a Third-Location Decompression Program for Canadian Forces Members Returning From Afghanistan
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
BACKGROUND: Service members returning from combat can experience difficulty adapting to home life. To help ease this transition, the Canadian Forces provides a Third-location Decompression (TLD) program in Cyprus to members returning from deployment to Afghanistan. METHODS: The 5-day program consists of individual free time, structured recreational activities, and educational programming. Its perceived value and impact were measured immediately afterward and 4 to 6 months later. RESULTS: Respondents overwhelmingly supported the TLD concept, with 95% agreeing that "some form of TLD is a good idea." Eighty-one percent of participants found the program valuable, and 83% recommended it for future deployments to Afghanistan. Perceived value persisted 4 to 6 months after return, and 74% felt that it helped to make reintegration easier for them. CONCLUSION: Canadian Forces members saw value in the TLD program, and most members believed that the program had its intended effect of making the reintegration process easier for them.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it