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
Book reviews in this article: HAYEK'S CHALLENGE: ANINTELLECTUAL BIOGRAPHY OF F. A. HAYEK Bruce Caldwell TAX REFORMIN CANADA Herbert Grubel (ed.) YOU CAN'T SAY THAT: THE GROWING THRE AT TO CIVIL LIBERTIES FROM ANTIDISCRIMINATION LAWS David E. Bernstein PEOPLE WHO LIVE IN THE DARK: THE SPECIAL ADVISER IN BRITISH POLITICS Andrew Blick AUTOCRATIC, DEMOCRATIC, AND OPTIMAL GOVERNMENT: FISCAL CHOICES AND ECONOMIC OUTCOMES William A. Niskanen INFLATION‐INDEXED SECURITIES: BONDS, SWAPS & OTHER DERIVATIVES (2nd edn.) Mark Deacon, Andrew Derry and Dariush Mirfendereski
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 | 0.000 |
| 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) | 0.003 | 0.047 |
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