Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 it