Bibliographic record
Abstract
Certaines personnes voient en 1984, le dernier roman écrit par George Orwell avant sa mort, une sorte de testament littéraire.Par ailleurs, nombre d'études tendent à démontrer que 1984 n'est pas un simple roman de science-fiction, mais un très sérieux avertissement de l'auteur contre le totalitarisme.Qu'en est-il exactement?Orwell considérait-il 1984 comme une prophétie ou comme une vision foudroyante de la situation mondiale au début de la guerre froide?Si l'auteur considérait luimême 1984 comme un cri d'alarme lancé contre la montée du totalitarisme, cela infirme-t-il l'hypothèse selon laquelle 1984 est une oeuvre prophétique?1984 constitue-t-il un roman original, particulier, dans l'oeuvre abondante de George Orwell, ou bien, sans le considérer comme une oeuvre autobiographique, ne peut-on y voir l'aboutissement de toute la conception orwellienne du socialisme?Ce texte tente d'apporter des éléments de réponses à ces différentes questions.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.010 |
| Insufficient payload (model declined to judge) | 0.034 | 0.021 |
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".