Penser le numérique aujourd'hui. Réflexions dix-huitiémistes
Bibliographic record
Abstract
Distribution lectronique Cairn.info pour Socit Franaise d'tude du Dix-Huitime Sicle. Distribution lectronique Cairn.info pour Socit Franaise d'tude du Dix-Huitime Sicle. La reproduction ou reprsentation de cet article, notamment par photocopie, n'est autorise que dans les limites des conditions gnrales d'utilisation du site ou, le cas chant, des conditions gnrales de la licence souscrite par votre tablissement. Toute autre reproduction ou reprsentation, en tout ou partie, sous quelque forme et de quelque manire que ce soit, est interdite sauf accord pralable et crit de l'diteur, en dehors des cas prvus par la lgislation en vigueur en France. Il est prcis que son stockage dans une base de donnes est galement interdit. Article disponible en ligne l'adresse Article disponible en ligne l'adresse https://www.cairn.info/revue-dix-huitieme-siecle-2014-1-page-167.htm Dcouvrir le sommaire de ce numro, suivre la revue par email, s'abonner... Flashez ce QR Code pour accder la page de ce numro sur Cairn.info. Socit Franaise d'tude du Dix-Huitime Sicle | Tlcharg le 16/08/2023 sur www.cairn.info (IP: 181.214.69
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.013 | 0.009 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.256 | 0.082 |
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".