Hauts lieux et transformations urbaines des capitales africaines
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
Les dirigeants politiques et économiques de l’ère de la mondialisation se concentrent dans des hauts lieux des capitales les plus internationales. En géographie politique, mettre l’accent sur ces dirigeants suppose que l’on concentre l’attention sur les individus qui incarnent le pouvoir politico-économique, plutôt que sur les dynamiques de l’exercice de ce pouvoir. Ce texte analyse quelques conséquences importantes de la concentration des dirigeants dans certains espaces urbains restreints des capitales des villes d’Afrique subsaharienne, en mettant surtout l’accent sur la construction de hauts-lieux, la « vitrinisation » de certains espaces urbains et la prolifération de zones résidentielles, de services et de centres commerciaux visant tout particulièrement les dirigeants.
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 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it