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
In a New Republic cover story published three years ago entitled “Irrational Exuberance: When Did Political Science Forget about Politics?” the journalist Jonathan Cohn (1999) lamented the disappearance of a certain kind of academic—typified by the Harvard professors James Q. Wilson, Samuel Huntington and Stanley Hoffmann—from contemporary political science departments. Wilson “was more than just a scholar,” Cohn wrote, “he was a public intellectual” whose “byline was as apt to appear on some policy-related article in the New York Times (or The New Republic ) as it was on a peer-reviewed paper in the American Political Science Review .” Huntington, “arguably his generation's most influential student of international relations,” helped to start a popularly read foreign-policy journal. And Hoffmann, whose scholarship spanned “political theory, comparative government and international relations,” still found “time to write regularly for the New York Review of Books .”
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.015 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.005 |
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