Bibliographic record
Abstract
Abstract The paper examines the repulse of fifteenth century Portuguese slave raids in the Senegambia by the armed forces of the empires of Great Jolof and Imperial Mali, within the context of the ongoing Military Revolution debate and with an emphasis on the military organization and weaponry deployed by both sides. Despite the claims of some historians about early European advantages in naval warfare, any such superiority on the part of the European vessels was not demonstrated in these encounters, with the war-canoes and poisoned arrows of the Jolof and Malian marines proving highly effective against the caravels, cannons, and crossbows of the Portuguese sailors. The African militaries of the Senegambia region were well-organized, well-disciplined, and more than capable of defeating European marauders. If Europeans did develop notable military advantages over West Africans in the sixteenth century, they had not yet begun to do so in the fifteenth.
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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 | 0.001 | 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".