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
About the Editor and Contributors Acknowledgements Part I: Theoretical Issues and Overview 1. Constructivist Comparative Politics: Foundations and Framework, Daniel Green 2. Toward a Constructivist Comparative Politics, Kurt Burch 3. Globalization, the Comparative Method, and Comparing Constructions, Patrick Thaddeus Jackson and Daniel Nexon 4. The Socially Constructed Contexts of Comparative Politics, Rodney Bruce Hall Part II: Case Studies 5. The Role of the State in Ethnic Conflict: A Constructivist Reassessment, Virginia Q. Tilley 6. Transnational Flows, Legitimacy, and Syncretic Democracy in Benin, Bruce A. Magnusson 7. Trading Culture: Identity and Culture Industry Trade Policy in the United States, Canada, and the European Union Patricia M. Goff 8. The West is the Best: Occidentalism and Postwar German Reconstruction, Patrick Thaddeus Jackson
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 | 0.000 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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