Modeling and analysis of Canadian forces RSOM hubs for northern operations
Why this work is in the frame
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Bibliographic record
Abstract
This paper presents an analysis of a Reception, Staging and Onward Movement (RSOM) hub concept to support Canadian Forces (CF) Northern operations. RSOM hubs are permanent or temporary staging bases for cross-loading between strategic and tactical lift during military deployment and sustainment operations. Performance measures were developed to assess the effectiveness and the responsiveness of different hub options. An optimization model was also developed to determine the optimal number and locations of hubs. Deployment scenarios to different Northern locations were simulated and assessed. Sensitivity analysis was conducted to examine the impact of different operational parameters on hub performance. The study indicated that the RSOM hub concept would offer potential cost avoidance and response time reduction on deployment lift for Northern operations and could be a potential strategy for improvement of the CF domestic support capability.
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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 | 0.000 | 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 | 0.000 | 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