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
The Columbia Anthology of Chinese Folk and Popular Literature. Edited by Victor H. Mair and Mark Bender. Review by Jörg Bäcker, University of Bonn. The Cloak of Dreams: Béla Balázs. Translated and introduced by Jack Zipes. Review by Catriona McAra, University of Huddersfield The Complete Fairy Tales. By Charles Perrault. Translated by Christopher Betts. Ilustrations by Gustave Doré. Review by Shyamala Mourouvapin, Wayne State University Enchanted Eloquence: Fairy Tales by Seventeenth-Century French Women Writers. Edited and translated by Lewis C. Seifert and Domna C. Stanton. Reviewed by Bérénice V. Le Marchand, San Francisco State University A. S. Byatt: Critical Storytelling. By Alexa Alfer and Amy J. Edwards de Campos. Reviewed by Elizabeth Wanning Harries, Smith College 146 Marvelous Geometry: Narrative and Metafiction in Modern Fairy Tale. By Jessica Tiffin. Reviewed by Jennifer Orme, Reyerson University, Toronto Postmodern Reinterpretations of Fairy Tales: How Applying New Methods Generates New Meanings. Edited by Anna Kérchy. Foreward by Martine Hennard Dutheil de la Rochère. Reviewed by Karin Kukkonen, St. John's College, Oxford Anti-Tales: The Uses of Disenchantment. Edited by Catriona McAra and David Calvin. Reviewed by Martine Hennard Dutheil de la Rochère, University of Lausanne Critical and Creative Perspectives on Fairy Tales: An Intertextual Dialogue Between Fairy-Tale Scholarship and Postmodern Retellings. By Vanessa Joosen. Reviewed by Christy Williams, Hawai'i Pacific University Over the Rainbow: Queer Children's and Young Adult Literature. Edited by Michelle Ann Abate and Kenneth Kidd. Reviewed by John David Zuern, University of Hawai'i, Mānoa Grimms Wörter: Eine Liebeserklärung. By Günter Grass. Reviewed by Jack Zipes, University of Minnesota Cinderella Ate My Daughter: Dispatches from the Front Lines of the New Girlie-Girl Culture. By Peggy Orenstein. Reviewed by Sara Thompson, York University Visions of the Jinn: Illustrators of the Arabian Nights. By Robert Irwin. Reviewed by Ulrich Marzolph, Georg-August-Universität and Enzyklopädie des Märchens, Göttingen The Flight of the Mermaid. By Gita Wolf and Sirish Rao. Illustrated by Bhajju Shyam. Reviewed by Malini Roy, SIM University, Singapore Whatever Gets You Through the Night: A Story of Sheherezade and the Arabian Entertainments. By Andrei Codrescu. Reviewed by Jennifer Gipson, University of Wisconsin, Madison Tangled. Directed by Nathan Greno and Byron Howard. Reviewed by Kendra Magnusson, University of Manitoba
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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