Manola Antonioli, Guillaume Drevon, Luc Gwiazdzinski, Vincent Kaufmann, Luca Pattaroni (dirs), Saturations. Individus, collectifs, organisations et territoires à l’épreuve. Grenoble, Elya éd., 2019, 248 pages
Bibliographic record
Abstract
Cet ouvrage est preface par Yves Citton et dirige par un collectif interdisciplinaire compose d’une philosophe (Manola Antonioli), de trois sociologues (Guillaume Drevon, Vincent Kaufmann, Lucas Pattaroni) et d’un geographe (Luc Gwiazdzinski). Il reunit seize contributions internationales (Canada, France, Suisse) et interdisciplinaires (architecture, esthetique, geographie, litterature, philosophie, sociologie, urbanisme et paysagisme) autour de la question de l’exposition des villes contempo...
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 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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".