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
The rapid growth of the field of international political economy since the 1970s has revived an older tradition of thought from the pre-1945 era. The Contested World Economy provides the first book-length analysis of these deep intellectual roots of the field, revealing how earlier debates about the world economy were more global and wide-ranging than usually recognized. Helleiner shows how pre-1945 pioneers of international political economy included thinkers from all parts of the world rather than just those from Europe and the United States featured in most textbooks. Their discussions also went beyond the much-studied debate between economic liberals, neomercantilists, and Marxists, and addressed wider topics, including many with contemporary relevance, such as environmental degradation, gender inequality, racial discrimination, religious worldviews, civilizational values, national self-sufficiency, and varieties of economic regionalism. This fascinating history of ideas sheds new light on current debates and the need for a global understanding of their antecedents.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it