Bibliographic record
Abstract
PART I: CONTEXT 1. Introduction 2. Nationalism and Economic Policy in the Era of Globalization PART II: ISSUES 3. Global Macroeconomic Management 4. Transnational Corporations and Technology Flows 5. Capital Flows to Developing Countries and the Reform of the International Financial System 6. Cross-Border Movements of People PART III: INSTITUTIONS 7. The United Nations System: Prospects for Renewal 8. The Bretton Woods Institutions: Evolution, Reform, and Change 9. Globalization and the Logic of International Collective Action: Re-examining the Bretton Woods Institutions 10. From GATT to WTO and Beyond PART IV: GOVERNANCE 11. Reforming the International Financial Architecture: Consensus and Divergence 12. Developing Countries in Global Economi Governance and Negotiation Processes 13. Processes of Change in International Organizations 14. The Existing System and the Missing Institutions
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 | 0.007 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.006 | 0.040 |
| Scholarly communication | 0.020 | 0.014 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.007 | 0.007 |
| Insufficient payload (model declined to judge) | 0.007 | 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".