Bibliographic record
Abstract
« Il faut bien que ça serve à quelque chose d’être vieux. » Cette parole de Roger est au coeur de ma réflexion. L’amitié se tisse lentement entre ce retraité (bougon, vulgaire, alcoolique) et la petite Hélène, dix ans, jusqu’à devenir une indéfectible amitié après l’agression qu’elle a subie. Elle lui sera éternellement reconnaissante d’avoir évité le pire grâce à son intervention. Il la sauve, peut-on dire, mais elle le sauve aussi en lui offrant le roman d’Hemingway (1952) qu’il finira par s’approprier avant de mourir. Ici, le livre est symbole de transmission intergénérationnelle et porteur de mémoires collectives pour les familles de la petite et de Roger, pour les cinéphiles en salle et pour les lecteurs de romans littéraires.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".