Bibliographic record
Abstract
Canada and India share a Commonwealth heritage of parliamentary democracy and the rule of law, commitment to secularism, and the challenge of unity in diversity through pluralistic power-sharing struc- tures of accommodation. Both countries also have an internationalist outlook with a multilateralist bent that includes a strong belief in the role of the United Nations (un). Considering this, they have had a sur- prisingly aloof bilateral relationship. Both are engaged in world affairs, yet seem largely disconnected from each other. Canada is among the wealthiest, healthiest, and best educated countries of the world. India fares poorly on economic and human development indices, ranking in the bottom third. \n \nOver the past decade, Canada and India have pursued different international agendas. Where their paths have crossed, as often as not they have had to cross metaphorical swords as well. Both are trapped in political constructions of national identity in world affairs, for example, their membership in the North Atlantic Treaty Organization (nato) and the Non-Aligned Movement (nam), which may have passed their use-by dates. If this is true, there may be scope for course corrections and adjustments to contemporary and emerging realities for both countries, and this could bring them closer together. How- ever, although they may come into cooperative alignment on specific issues to their mutual benefit, a return to the harmony of the golden era of the 1950s, when High Commissioner Escott Reid had close ac- cess to Prime Minister Jawaharlal Nehru and his inner circle of advis- ers, is unlikely.
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.009 | 0.002 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.122 | 0.019 |
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".