2 Globalization and Global Governance
Bibliographic record
Abstract
Part 1 Globalization and the Need for Global Institutions and Norms Chapter 2 Three Types of Globalization: Communication, Market, and Direct Chapter 3 Norms, Compliance, and Enforcement in Global Governance Chapter 4 United Nations: Global Regimes and the United Nations System Chapter 5 Global Governance as a Policy Tool: The Canadian Experience Chapter 6 Global Governance: The American Perspective Part 7 Instruments of Global Governance: Sanctions and Peace Building Chapter 8 Sanctions and Incentives as Tools of Economic Statecraft Chapter 9 Liberal-Democratic Regimes, International Sanctions, and Global Governance Chapter 10 New Norms in the Field of Peacemaking: The Challenge of Implementation Chapter 11 Enforcement without Military Combat: Towards an International Civilian Police Part 12 Can Global Problems Be Governed? Chapter 13 Changing Norms in International Responses to Domestic Disorder Chapter 14 Weapons Bans: Norms and Mechanisms of Global Governance Chapter 15 References Chapter 16 Index Chapter 17 About the Contributors
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.003 | 0.011 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.028 | 0.003 |
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".