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
Dans la littérature urbanistique française du XXe siècle, l’œuvre de l’architecte et urbaniste Gaston Bardet (1907-1989) se distingue à la fois par son volume, sa richesse et son style. Inquiet devant les ravages sociaux et environnementaux de la civilisation machiniste, Bardet a élaboré de nombreuses alternatives au taylorisme, à la concentration urbaine et industrielle et aux doctrines corbuséennes. Ses sources d’inspiration sont nombreuses, et s’étendent bien au-delà du courant urbanistique dit « culturaliste ». Cet article tente de reconstituer la généalogie intellectuelle de cette pensée technocritique, d’en explorer ses parts d’ombre et, enfin, de voir en quoi elle peut éclairer certaines impasses de la lutte écologiste actuelle.
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 | 0.007 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.005 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.009 |
| 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