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
Introduction Anthony Goodman, University of Edinburgh 2. The Otterburn War: From the Scottish Point of View, Alexander Grant, University of Lancaster 3. The Battle of Otterburn: When and Where Was It Fought? Colin Tyson, formerly of University of Newcastle-Upon-Tyne 4. The Ballad and the Source: Some Literary Reflections on the 'Battle of Otterburn', James Reed, formerly of Bingley College of Education 5. The Church of Durham and the Scottish Borders 1378-88, Barrie Dobson, University of Cambridge 6. Responses to War: Carlisle and the West March in the Later Fourteenth Century, Henry Summerson, English Heritage 7. The Percies and the Community of Northumberland in the Later Fourteenth Century, Anthony Tuck, University of Bristol
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) | 0.001 | 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