Canada and New Zealand Need to Consider Joining Pillar 2 of AUKUS
Bibliographic record
Abstract
As the United States and Australia deepen ties with various Asian and Southeast Asian states, the issue of whether New Zealand or Canada should join the nascent AUKUS security arrangement becomes more pressing. Both states already share deep security relationships with Australia and the United States. These include the Five Eyes intelligence arrangement (which, like AUKUS, also includes the United Kingdom) and the North American Aerospace Defense Command (NORAD). Canada is also a member of North Atlantic Treaty Organization (NATO) and New Zealand is a member of the Five-Power Defense Arrangement with the U.K. New Zealand has also been an active partner with NATO across a range of areas such as terrorism. It contributed special forces to the NATO Afghanistan operation. Australia, a member of AUKUS, is the only formal defense ally of New Zealand and the two states work together on a range of security and defense activities.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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 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".