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
1. Introduction: Narrative Beginnings / Brian Richardson, University of Maryland I. Origins, Paratexts, and Prototypes Introduction: Beginnings Before Reading 2. Before the Beginning: Nabokov and the Rhetoric of the Preface / Marilyn Edelstein, Santa Clara University 3. Stories, Wars, and Emotions: Absoluteness of Narrative Beginnings / Patrick Colm Hogan, University of Connecticut 4. September 1939: Beginnings, Historical Narratives, and the Outbreak of World War II / Philippe Carrard, University of Vermont II. Beginnings in Narrative Literature Introduction: Theory and Practice of Beginnings in Literature 5. To Begin with the Beginning: Birth, Origin, and the Narrative Inception / Niels Buch Leander, University of Copenhagen 6. The more I write, the more I shall have to write: Beginning Tristram Shandy / Tita Chico, University of Maryland 7. A Theory of Narrative Beginnings and the Beginnings of The Dead and Molloy / Brian Richardson, University of Maryland 8. Viriginia Woolf and Beginning's Ragged Edge / Melba Cuddy-Keane, University of Toronto 9. Manual Puig's Alternative Archive / Carlos Riobo, Barnard College 10. Lost Beginnings in Salman Rushdie's Midnight's Children / Guara Shankar Narayan, SUNY Purchase 11. Recessive Beginnings in Alvarez' Garcia Girls: Feminist Theory of Narrative Beginnings / Catherine Romagnolo, Lebanon Valley College 12. Curtain Up? Disrupted, Disguised, and Delayed Beginnings in Theater and Drama / Ryan Claycomb, West Virginia University 13. Multiple Choices: Multilinear Beginnings in Hypertext Fiction by Women / Jessica Laccetti, University of London III. Beginnings and/as Endings Introduction: Relations between Beginnings and Endings 14. Beginning of Beloved: A Rhetorical Approach / James Phelan, Ohio State University 15. Connecting Links: Beginnings and Endings / Armine Kotin Mortimer, University of Illinois 16. Mr. Betwixt-and-Between: Politics of Narrative Indeterminacy in Stevenson's Kidnapped and Catriona / Oliver Buckton, Florida Atlantic University 17. Maculate Reconceptions / Susan Winnett, University of Hamburg Bibliography
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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.009 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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