Bibliographic record
Abstract
Peut-on changer d’échelle sans changer de nature ? Sans doute quantité de phénomènes sont altérés quand on étend leur domaine d’exercice : il y a plus qu’une différence de taille entre un jardin de quelques mètres carrés et un alignement de serres sur plusieurs hectares. La modernité coloniale s’est distinguée par cette sorte de foi en la « scalabilité » de la production. Son modèle est la plantation esclavagiste : un système fondé sur l’exploitation de vivants humains et non-humains qu’on coupe de leur racine et de leur environnement natif. La logique des « économies d’échelle », la logique de l’expansion emprunte son idéologie à cette histoire et c’est pourquoi il est nécessaire de lui opposer un antidote : la description et l’invention de mondes non-scalables, où les agents ne sont pas interchangeables, où les réseaux de dépendance sont locaux, situés, et mutuellement transformateurs pour ceux qui y vivent et ceux qui en bénéficient.
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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.020 |
| Scholarly communication | 0.006 | 0.015 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 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 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".