Bibliographic record
Abstract
anada has contributed a significant number of personnel and assets to the global war on terrorism. Over the last several years, Canadian warships have conducted maritime interdiction missions to interdict shipping in breach of the UN Security Council resolutions on Iraq. However, such resolutions do not apply in Operation ENDURING FREEDOM (OEF) and Canada deployed it ships to conduct maritime interdiction operations for this operation pursuant to the right of collective and individual self-defense contained in Article 51 of the UN Charter. Canada is considered to be in armed conflict with the Taliban and al Qaeda and such conflict is not limited geographically to the territory of Afghanistan but extends to the international waters of the high seas. Canadian maritime operations searching for those who support the Taliban or al Qaeda, or who are themselves such, were termed “visit and search” operations. These
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 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 | 0.013 | 0.037 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.020 | 0.005 |
| Scholarly communication | 0.010 | 0.008 |
| Open science | 0.007 | 0.004 |
| Research integrity | 0.075 | 0.051 |
| Insufficient payload (model declined to judge) | 0.028 | 0.010 |
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".