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
Editor's introduction 1. Eco and popular culture Norma Bouchard 2. Umberto Eco's semiotic theory Manuela Gieri and Cinzia Bianchi 3. Eco's scientific imagination Guy Raffa 4. From the rose to the flame: Eco's theory and fiction between the Middle Ages and Postmodernity Cristina Farronato 5. Umberto Eco's Middle Ages, and the historical novel Theresa Coletti 6. Umberto Eco and the tradition of the detective story Peter Bondanella 7. Eco's late semiotic thought: 'The Subject is in the Adverbs' Patrizia Violi 8. Double coding memorabilia in The Mysterious Flame of Queen Loana Rocco Capozzi 9. Eco and Joyce Michael Caesar 10. Eco on film Torunn Haaland.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.142 | 0.049 |
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