Anne Raulin, ed., Quand Besançon se donne à lire. Essais en anthropologie urbaine. Paris-Montréal, L’Harmattan, 1999, 223 p., cartes, plans, ph. (« Sciences Humaines et Sociales. Dossiers »)
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
Collection de travaux d’etudiants qui, tous, traitent d’une meme ville, telle est la double originalite de cet ouvrage collectif consacre a Besancon. Une douzaine d’articles le composent, resultats d’un stage de terrain organise quatre annees de suite, de 1993 a 1996, dans la cite bisontine par l’Universite Paris V dans le cadre de son enseignement d’ethnologie de 2e et 3e cycle. Ce recueil donne a voir ce que peut produire une pedagogie du terrain qui, mise en place par Andre Leroi-Gourhan e...
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.007 | 0.014 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 it