Revisinting the "Black Man's Burden": Eritrea and the Curse of the Nation-state
Bibliographic record
Abstract
This thesis argues that the state apparatus has failed to provide Africans with a culturally compatible form of governance. The state is a product of colonial origin, and thus, has failed to resonate with Indigenous African spirituality, moral consciousness or political tradition. By grounding my argument in the Eritrean context, I make the case that the Eritrean state – not unlike other African states – is failing in three fundamental ways. First, it is oppressive towards Indigenous institutions of governance, particularly the village baito practiced in the rural highlands of Eritrea. Second, the state promotes a national identity that has been arbitrarily formed and colonially imposed in place of Indigenous ones, such as those formed around regional or linguistic groupings. Lastly, because the Eritrean state is a rather new phenomenon that suffers from a crisis of legitimacy, it inevitably falls back on processes of violence, coercion and control to assert its authority.
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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 | 0.004 |
| 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 | 0.020 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".