Bibliographic record
Abstract
À la croisée des cheminsEn couverture Pinocchio de Matteo Garrone Un pauvre charpentier décide de sculpter dans une bûche, destinée au foyer, une marionnette qui, magiquement, prend vie.Le vieil homme adopte rapidement le pantin comme son fils, mais ce dernier, mené par une soif d'aventures, désobéit à son père et à la bonne fée qui l'a pris sous son aile.Cheminant de rencontres malencontreuses en épreuves, le petit garçon de bois doit prouver sa droiture et sa bienveillance afin d'être transformé en enfant en chair et en os.Petits et grands connaissent le récit de Pinocchio et Geppetto, une de ces histoires universelles qui appartient à une culture commune reconnue hors des frontières d'il bel paese.Ce conte pour enfants, qui a soufflé ses 140 chandelles, vit un regain d'intérêt ces dernières années en trouvant notamment, en 2019, une place de choix devant l'objectif du cinéaste italien Matteo Garrone.Le cinéaste a mis quatre ans à préparer la
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.023 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".