Oguma Eiji 小熊英二, Nihon shakai no shikumi. Koyō, kyōiku, fukushi no rekishi shakai-gaku 日本社会のしくみ 雇用・教育・福祉の歴史社会学 (Les mécanismes de la société japonaise. Sociologie historique de l’emploi, de l’éducation et de la protection sociale)
Bibliographic record
Abstract
Pourquoi la société japonaise fonctionne-t-elle aujourd’hui selon des mécanismes qui lui sont propres ? Le sociologue Oguma Eiji, professeur à l’université Keiō, spécialiste des mouvements sociaux et de la citoyenneté au Japon, propose un ouvrage dont l’ambition, en apparence démesurée, est de dresser un portrait des « mécanismes de la société japonaise ». Ce qu’il parvient à faire grâce à une approche comparative et pluridisciplinaire, mêlant économie, sociologie et histoire, dont les résult...
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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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".