Bibliographic record
Abstract
Ce travail de recherche et d’analyse documentaire diachronique propose une synthèse de l’articulation et même de l’adhérence entre écriture et recherche scientifique. Aussi immémoriale que soit la connaissance scientifique, c’est une connaissance portée par l’écriture, par des documents écrits. Cette adhérence rend compte de ce qui fait l’identité de la science en tant que production et connaissance, en tant qu’auctorialité et écrivance logique et rhétorique. L’écriture est à la fois la substance de base de l’écriture de recherche et sa forme finale ; elle conditionne son usage et sa réutilisation ultérieure avec la lecture. La forme est le tissage textuel et documentaire qui associe exposition et argumentation. La substance inclut à la fois les idées et leur problématisation, les lectures et leur citation, la démarche de recherche et son opérationnalisation.
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 | 0.070 | 0.175 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.008 | 0.009 |
| Science and technology studies | 0.007 | 0.028 |
| Scholarly communication | 0.036 | 0.028 |
| Open science | 0.005 | 0.012 |
| Research integrity | 0.010 | 0.015 |
| Insufficient payload (model declined to judge) | 0.038 | 0.017 |
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".