Options technologiques et modèles d’organisation de l’électrification rurale en Afrique
Bibliographic record
Abstract
Les options décentralisées en matière énergétique sont des réponses aux besoins des populations rurales qui resteront longtemps éloignées des grands réseaux. Les leçons tirées de l’expérience d’actions conduites dans divers pays africains sont particulièrement riches, tant en ce qui concerne les modes de gestion et l’implication des bénéficiaires que des possibilités d’extension à une vaste échelle. L’analyse sociale et économique de ces dispositifs décentralisés montre qu’ils sont exigeants en termes de responsabilité collective, d’interaction entre acteurs, de tarification et de moyens financiers nécessaires à mettre en œuvre. Il n’y a clairement pas de miracle : l’électricité décentralisée est une piste incontournable, mais très ardue.
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 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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; both teacher heads agree on what is shown here.
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".