Moving beyond the sanctuary paradigm: Canada must face up to the reality of a contested and dangerous space environment
Bibliographic record
Abstract
This article outlines historical shifts in US and Canadian space policies using the sanctuary-contested policy framework. It highlights how sanctuary policies were born out of necessity rather than the pursuit of a peaceful global commons; they were never intended to, and did not, prevent the militarization and weaponization of space. The paper then describes challenges to global space governance and argues that diplomacy will not prevent conflicts in space. After introducing elements of deterrence theory, this paper concludes that Canada should move beyond the sanctuary ideology, make space a national whole-of-government issue, and align its space policy and strategy with allies and partners, credibly communicating Canada's resolve to protect and defend space assets. It further recommends that Canada develop niche capabilities that contribute to more effective national and collective deterrence and defence in space. Those capabilities should build upon existing niche strengths, not create space debris, and leverage industrial innovation in space.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.017 | 0.019 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".