The Canadian national intelligence culture: A minimalist and defensive national intelligence apparatus
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 seeks to understand the nature and characteristics of Canadian national intelligence culture post–Cold War using the analytical insights of the strategic culture and intelligence culture literature. Previous studies have focused on an organizational description or historical studies of Canadian intelligence during the Cold War or after 9/11. Yet, no studies have examined the characterization of a national intelligence culture in Canada and proposed to contextualize the Canadian intelligence system in light of its national intelligence culture. Building on a culturalist approach of national intelligence systems, this paper proposes an operationalization of the national intelligence culture concept drawn on the strategic and intelligence culture literature. The paper concludes that Canada’s national intelligence culture is mostly defensive and minimalist. However, we note that recent changes in the Canadian intelligence apparatus have led to a gradual evolution of Canadian intelligence from defensive to offensive.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 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