Hell is other people’s schedules: Canada’s limited-term military commitments, 2001–2015
Bibliographic record
Abstract
Since 2001, Canada has participated in multilateral security operations in Afghanistan and Libya, and as part of the anti-ISIS coalition. Canada’s contributions have been the sum of eleven distinct time-delimited missions ranging from six months to four years. Until now, this variation in strategic duration has drawn little scholarly attention. This paper investigates the logic underpinning Canada’s variable mission commitments. We find that the actions of specific allies, as well as the NATO alliance as a whole, can account for the particular duration of Canadian military commitments. External pressure, combined with Canada’s internationalist orientation, reputational concerns, and the relative weakness of Canada’s Parliament, contributes to a cycle of engagement and re-engagement whereby extrication is perceived to come with high costs in reputation. This creates a dilemma for Canadian governments: participate in multilateral operations and be seen as a good ally, but cede control over strategic duration to forces beyond your control; or, don’t participate and risk that standing.
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.
How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".