Regards croisés sur les politiques d’habitat social au Maghreb : Algérie, Maroc, Tunisie
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
Au Maghreb, les évolutions récentes des politiques d’habitat social sont marquées par l’émergence de l’approche participative du développement et par l’introduction de dispositifs multi-acteurs d’ingénierie sociale. À travers des regards croisés sur les programmes de logement en Algérie, au Maroc et en Tunisie, l’objectif de cet article est d’apporter une lecture critique des modalités de participation de la société civile dans les projets d’habitat social au sud de la Méditerranée. Alors que les instances internationales recommandent un processus plus inclusif, plus équitable et plus efficace que les interventions stato-centrées habituelles, la résorption de l’habitat insalubre se heurte en pratique à de multiples défis socioéconomiques, organisationnels et politiques.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.008 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| 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