Sociology in the Canadian Military Academy Curriculum
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
Despite its content being perceived as highly relevant to Canadian Forces (CF) leader development and current and future role demands, sociology has not become permanently embedded in the Canadian military college (milcol) curriculum. We argue that among other factors, this has been the result of such influences as lack of interest and/or support from academic sociologists outside the military; hegemony of other disciplines within the military; reaction of the military system to sociological topics and results; the number and organization of uniformed and civilian sociologists internally; and the failure of military sociologists to adequately market themselves or to follow up on the gains they have made. Notwithstanding, the authors note that recent developments both outside and inside the military college environment offer some promise of improved prospects for sociology (and anthropology): preferably, within a more multidisciplinary instructional context.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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