Bibliographic record
Abstract
Books reviewed: James Bettley (ed), The Art of the Book from Medieval Manuscript to Graphic Novel Alan Bartram, Five Hundred Years of Book Design John Higgitt, The Murthly Hours: Devotion, Literacy and Luxury in Paris, England and The Gaelic West Ketil Bjørnstad, trans by Torbjørn Støerud and Hal Sutcliffe, The Story of Edvard Munch Martin Hammer and Christina Lodder, Gabo on Gabo Pawel Wyczynski et al. (eds), Grafika Polska, 1918–1939: Ze Zbiorów Biblioteka Polskiej W Montrealu – Estampes Polonaise 1918–: Du Fonds Iconographique de la Bibliothéque Polonaise du Montréal – Polish Prints, 1918–: From the Collection of the Polish Library in Montreal Robert P. Welsh, Piet Mondrian. Catalogue Raisonné I: Catalogue Raisonné of the Naturalist Works (Until Early 1911) Joop M. Joosten, 2: Catalogue Raisonné of the Work of 1911–1944 Harry Cooper and Ron Spronk, Mondrian: The Transatlantic Paintings Debra N. Mancoff (ed), John Everett Millais: Beyond the Pre‐Raphaelite Brotherhood Hans Belting, The Invisible Masterpiece Mary Beard and John Henderson, Classical Art: From Greece to Rome Lewis Kachur, Displaying the Marvelous: Marcel Duchamp, Salvador Dalí, and Surrealist Exhibition Installations Maud Lavin, Clean New World: Culture, Politics, and Graphic Design Peter Davies, After Trewyn: St Ives Sculptors since Hepworth Mark A. Chhetham, Kant, Art, and Art History Robert Hobbs, Milton Avery: The Late Paintings Beth S. Wright (ed), The Cambridge Companion to Delacroix Jean K. Cadogan, Domenico Ghirlandaio, Artist and Artisan Karen Ingham, Death's Witness Marenka Gabeler, Posing Patricia A. Motron, Hybrid Modernities Architecture and Representation at the 1931 Colonial Exposition, Paris Richard Hollis, Graphic Design: A Concise History
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.022 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".