The West African port system: global insertion and regional particularities
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
L’évolution d’un système portuaire dépend de son insertion dans le réseau mondial maritime et de son inscription dans des espaces locaux et régionaux qui proposent des caractéristiques économiques, politiques et géographiques spécifiques. Entre évolutions générales portuaires et transpositions régionales, l’objectif de cet article est d’observer cette combinaison de caractéristiques dans le système portuaire ouest-africain. L’évolution de ce système s’inscrit dans une trajectoire d’insertion au réseau maritime mais qui implique une adaptation des opérateurs internationaux de transport aux caractéristiques de l’espace ouest-africain. Cette trajectoire portuaire dans l’espace régional permet de repérer une géographie d’opérateurs qui modifie les conditions de la desserte des territoires.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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