Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Explorateur de l’entre-deux, Zola est un écrivain des marges — marges sociales, le faubourg, le peuple —, marges de ce qu’on appelle, sur le plan physiologique, le normal ou encore le sain. Cette double exploration est à l’origine et au centre des Rougon-Macquart, dont elle constitue une des grandes innovations. Elle repose, en particulier, sur la conviction que la maladie, les états pathologiques, les marges révèlent mieux les failles de l’homme et de la société, en mettant au jour leur partie cachée et problématique. Une étude de la spatialité dans La fortune des Rougon, premier roman du cycle, montre une structure spatiale posant les idées-forces de la série et sa vision de la société, disant le « mouvement du siècle », les efforts pour briser les positions acquises, pour passer du dehors au dedans, d’un groupe à l’autre, explorant le monde sous le monde et ses bouillonnements.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.027 | 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 it