Bibliographic record
Abstract
Pour lʼauteur, une première rencontre avec Singapour en 1967 a été marquante. En plein démarrage à titre de république nouvellement indépendante, la Cité-État se transformait en vaste chantier dʼinnovations tant économiques et infrastructurelles que sociales et politiques. Ayant pu observer de près pendant un demi-siècle toutes les étapes et les résultats de ce bouleversement quasi permanent, lʼauteur suggère une interprétation de sa logique dʼun point de vue territorial. La manipulation tous azimuts et incessante de tous les repères spatiaux entraînerait une forme dʼaliénation territoriale et contribuerait à lʼadhésion de la population au projet politique des dirigeants de lʼÉtat : transformer le territoire pour transformer la société. De nature diachronique, une dizaine de planches cartographiques sert à illustrer le caractère systématique de cette démarche et de sa valeur explicative.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.023 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.010 | 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".