State, society, and economy in the twenty-first century : Canada-India perspectives : Shastri Indo-Canadian Institute 40th anniversary commemorative volume
Bibliographic record
Abstract
Preface Shastri Indo-Canadian Institute: 40th Anniversary India-Canada Relations: Patterns & Trends Shaping Multilateralism in Canadian Foreign Policy: Implications for India Indo-Canadian Cooperation on Counter-Terrorism in the New Millennium: A Study Track II: Political Euphemism or Tactical Reality: An Indo-Canadian Perspective India-Canada Nuclear Cooperation: Options, Opportunities & Constraints Canada-India Research Partnerships in the Fields of Justice, Public Safety & Human Rights Canada, India & Economic Globalization in the New Millennium: Issues & Evidence Situating Bilateral Trade of India & Canada within the World Trade Scenario Globalization & Indo-Canada Trade Relations: Issues & Challenges The Diasporic Dimension of Indias Bilateral Economic Relations Financial Sector Reforms in India: Some Lessons from Canada Museums & Communities: The National & the Nations The Value of Cultural & Academic Diversity: Observations about Hinduism in Canada Re-Ethnization of Ethnic Groups: The Canadian Experience Energy, Climate Change & Global Justice: India & Canada India & Canada: Shared Visions of Nature & Conservation Opportunities for Indo-Canadian Cooperation in the Energy Sector Theorizing Indo-Canadian Diaspora: Religion: The Missing Factor? Journey of Indian Immigrants towards Canadian Nationhood: Gleanings from a Canadian-Punjabi Literary Periodical Political Autonomy & Economic Development of Indigenous Peoples: A Comparative Study of North-East India & British Columbia Acculuration & Social Cognition: A Study of Prosociality among the Indo-Canadians The Future of South Asian Canadian Literature Index.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.017 |
| Science and technology studies | 0.029 | 0.012 |
| Scholarly communication | 0.020 | 0.004 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.024 | 0.001 |
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".