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
Books reviewed: Monroe E. Price. Media and Sovereignty: The Global Information Revolution and Its Challenge to State Power. Shanthi Kalathil and Taylor C. Boas. Open Networks, Closed Regimes: The Impact of the Internet on Authoritarian Rule. Leslie A. Pal and R. Kent Weaver, eds. The Government Taketh Away: The Politics of Pain in the United States and Canada. Pete Alcock, Christina Beatty, Stephen Fothergill, Rob Macmillan and Sue Yeandle. Work to Welfare: How Men Become Detached from the Labour Market. Colin Leys. Market Driven Politics: Neoliberal Democracy and the Public Interest. Mark Blyth. Great Transformations: Economic Ideas and Institutional Change in the Twentieth Century.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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