Bibliographic record
Abstract
Canadian politicians have been especially sensitive to respecting human rights, development of International law, and liberalisation of the world economy. Canada's economic position is confirmed by its G-7 membership; the seven wealthiest nationstates agree on a common position in respect of crucial international problems. Canada's place in contemporary international relations is best described as that of "a selective empire." The term applies to stales which, though they are not superpowers, assume a leading role in certain respects. Canada meets most superpower criteria except that it does not have a sizeable army, a numerically great population, or a large area of external influence. Its role in international relations is determined by a coherent system of external activism which includes a leadership role in the British Commonwealth of Nations, the role of an ally of the United States, the role of moderator within the Atlantic system, mediation in international conflicts, the position of economic superpower, promotion of aid programmes to Third World countries, incentives taken to protect the natural environment, and activism for the curbing of nuclear arms' expansion. The increasingly poly-centric structure of international relations leads to the growth in importance of countries like Canada.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 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".