Bibliographic record
Abstract
This chapter examines key writings of James Africanus Beale Horton and Edward Wilmot Blyden to highlight the inconsistencies inherent in the labelling of these activist writer-intellectuals as “proto nationalists.” Horton was a British army medical officer who was a participant in British conquests. Yet, he is indispensable to nationalist history because of extant evidence in letters, pamphlets and books that establish his commitment to self-government for West Africa as well as its progress. Blyden occupies the position of foremost articulator of the “African personality.” Yet, Blyden campaigned for Britain to colonise Liberia. Treating them as hostile to the ideals of later anti-colonial nationalists falls down because they shared with this later group a faith in and hope for African independent fluorescence. These conundrums are resolved by understanding them as, first, dealing with problems of the day in the terms of the day and second, being pro-African and not necessarily anti-colonial.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.026 |
| Scholarly communication | 0.007 | 0.009 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".