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
Simon Winchester, The Meaning of Everything: The Story of the Oxford English Dictionary ; Werner Hüllen, A History of Roget's Thesaurus: Origin, Development, and Design (Uta Lenk) Modality in Contemporary English , ed. Roberta Facchinetti, Manfred Krug and Frank Palmer (Ilse Wischer) Donka Minkova, Alliteration and Sound Change in Early English (Manfred Markus) Early Medieval English Texts and Interpretations: Studies Presented to Donald G. Scragg , ed. Elaine Treharne and Susan Rosser (Oliver Traxel) Laӡamon: Contexts, Language, and Interpretation , ed. Rosamund Allen et al. (Klaus Bitterling) Peter Nicholson, Love and Ethics in Gower's ‘Confessio Amantis’ (Sebastian I. Sobecki) Dives and Pauper , vol. 2, ed. Priscilla Heath Barnum (Klaus Bitterling) Nicholas Perkins, Hoccleve's ‘Regiment of Princes’: Counsel and Constraint (Klaus Bitterling) Claus Uhlig, Literatur und Philosophie. Studien zu ihrer Interaktion von der Renaissance bis zur Moderne (Wolfgang G. Müller) Annette Simonis, Grenzüberschreitungen in der phantastischen Literatur: Einführung in die Theorie und Geschichte eines narrativen Genres (Ina Bergmann) Kulturgeschichte der englischen Literatur: Von der Renaissance bis zur Gegenwart , ed. Vera Nünning (Pascal Nicklas) E. D. Blodgett, Five-Part Invention: A History of Literary History in Canada (Helge Nowak) Elvira F. Osipova, Zagadki Edgara Po: Issledovanija i kommentarii [The Enigmas of Edgar Poe: Research and Commentary] (Dieter Schulz) Erik Alder and Dietmar Hauck, Music and Literature: Music in the Works of Anthony Burgess and E. M. Forster – An Interdisciplinary Study (Lars Eckstein) Victoria Aarons, What Happened to Abraham? Reinventing the Covenant in American Jewish Fiction ; Judith Oster, Crossing Cultures: Creating Identity in Chinese and Jewish American Literature (Axel Stähler)
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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