Canada and the Bureaucratic Politics of State Fragility
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
Canada's 2005 International Policy Statement announced that the Department of Foreign Affairs and International Trade and the Department of National Defence and the Canadian Forces were committed to “whole of government” interventions in failed and fragile states. This led both the Canadian government and outside observers to declare that Canada was successfully harmonising the aims and practices of its internationally focused departments and crafting a synergised approach to interventions in failed and fragile states. Drawing on Halperin and Clapp's organisational theory of bureaucratic politics, this paper argues instead that the foreign affairs and defence departments embraced the idea of failed and fragile states to reinforce their organisational essences and recycle their existing missions, roles, and capabilities. In addition, the departments used a “whole of government” approach to secure their autonomy, fence their respective functions, and enlarge their unique capabilities, under the guise of greater efficiency.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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) | 0.000 | 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