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 - the meaning of the Famine, Patrick O'Sullivan the historiography of the Irish Famine, Graham Davis making memories - the literature of the Irish Famine, Christopher Morash the Famine Irish in England and Wales, Frank Neal the orphans of Grosse Ile - Canada and the adoption of Famine orphans, 1847-48, Marianna O'Gallagher the Deer Island graves, Boston - the Famine and the Irish-American tradition, Francis Costello lost in transit - Australian reaction to the Irish and Scots Famines, 1845-1850, Patrick O'Farrell potatoes, providence and philanthropy, the role of private charity during the Itish Famine, Christine Kinealy where the poor man is not crushed down to exalt the aristocrat - Vere Foster's programmes of assisted emigration as a consequence of the Famine, Ruth-Ann Harris the Famine worldwide - the Irish Famine and the development of famine policy and famine theory, Patrick O'Sullivan and Richard Lucking.
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 | 0.001 | 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) | 0.000 | 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