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
A Long Way from the Armstrong Beer Parlour, A Life in Rare Books: Essays by Richard Landon, With an Introduction by Maria Elena Korey. By Richard Landon. Toronto; New Castle, DE: The Thomas Fisher Rare Book Library; Oak Knoll Press. 2014. 440 pp. $49.95. isbn 978 0 7727 6113 2; 978 1 58456 330 3. Richard Landon (1942–2011) spent most of his working life in the Department of Rare Books and Special Collections and was Director of the Thomas Fisher Rare Book Library from 1977 until his untimely death in 2011. This volume brings together a selection of his writings, with an introduction on his life and a checklist of his publications. It includes essays on a wide range of topics under the headings of ‘Autobiography’, ‘Bibliography and Book History’ and, ‘Collecting and the Antiquarian Book Trade’. Incunabula on the Move: The Production, Circulation and Collection of Early Printed Books. Ed. by Ed Potten and Satoko Tokunaga. (Transactions of the Cambridge Bibliographical Society, xv, Part 1 (2012).) Cambridge: Cambridge Bibliographical Society. 2014. 175 pp. £15. issn 0068 6611.
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 | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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