La cité-État de Singapour : l’innovation au service du contrôle social
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
Depuis son accession à l’indépendance partielle en 1959 et surtout depuis 1965 alors qu’elle atteignait la pleine indépendance, la cité-État insulaire de Singapour a fait l’objet de transformations profondes. Celles-ci ont concerné tant la forme et la dimension du territoire que la répartition de la population et des infrastructures industrielles sans oublier, notamment, les écoles et les lieux du culte et de sépulture. Ce faisant, en quelque 25 ans, Singapour est passé du statut de ville du tiers monde à celui de membre à part entière des pays du premier monde. Les Singapouriens y sont parvenus en multipliant les initiatives innovantes dans bien des domaines, dont ceux du logement, de l’éducation, de l’emploi et de l’entrepreneuriat, toutes choses permettant et nécessitant tout à la fois un contrôle social serré.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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