The Atlantic Slave Trade and Population Density: A Historical Demography of the Biafran Hinterland
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
Cet article traite de l’impact démographique du commerce transatlantique des esclaves sur l’arrière-pays du Golfe du Biafra, et de la répartition à l’intérieur des régions des captifs destinés à l’exportation. Il remet en question le point de vue de Joseph Inikori et Boniface Obichere selon lequel le Middle Belt au nord de la région procurait le plus grand nombre de captifs envoyés en esclavage outre-Atlantique. L’article, s’appuyant sur les journaux de bord de marins, des sources du Nouveaumonde, des échantillons d’exportation, des comptes-rendus ethnographiques, des traditions orales et des données comparatives montre au contraire que Igboland, plus près de la côte procurait le plus grand nombre de captifs destinés par le Biafra à l’exportation. Bien que plusieurs régions d’Igoboland aient souffert de dépopulation en général, la région a conservé de fortes densités parce que sa population s’est maintenue grâce à l’immigration des régions périphériqueset à l’Igboisation des groupes jusque là non Igbo.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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