Bibliographic record
Abstract
Les manuscrits de la mer Morte témoignent d’une communauté qui affirme connaître le « véritable » plan de Dieu sur le monde et y répondre de manière appropriée en pratiquant un style de vie rigoureux, sous la conduite de maîtres éclairés. Pour soutenir cette prétention, elle s’appuie sur deux figures principales de discernement, le « maître de justice » (moreh tsèdeq), dont l’enseignement a joué un rôle déterminant dans la structuration de la communauté, et le « sage » ou l’« instructeur » (maśkîl), chargé de montrer la voie aux recrues et de faire progresser les membres. Dans cet article, chacune de ces figures-types est d’abord présentée à partir des textes qui la mentionnent, après quoi on identifie la forme que prend le discernement qui lui est attribué et comment cette représentation contribue à la construction et au renforcement de l’identité sociale du groupe.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.006 | 0.021 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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".