Bibliographic record
Abstract
Abstract On July 9, 2018 Ethiopia and Eritrea signed a Joint Declaration of Peace and Friendship. On July 17, 2018 Ethiopia announced plans for landlocked Ethiopia to use Eritrea’s port of Assab. Ethiopia’s proposed use of Assab has implications for the indigenous Afar people who have lived in the port area for two thousand years. The United Nations Special Rapporteur on the situation of Human Rights in Eritrea and the United Nations Commission of Inquiry on Human Rights in Eritrea found that Eritrea engaged in widespread persecution of the Afar people, including evicting them from the port area of Assab without any compensation. Both UN entities found that this persecution amounted to crimes against humanity. This paper considers the legal consequences for Ethiopia and Ethiopian officials if they use the Assab port area taken from the Afar by criminal means: will they be involving themselves in Eritrea’s crimes? The paper then considers alternative arrangements from the perspective of where the interests of Ethiopia, Eritrea and the Afar are anticipated to converge. It concludes with proposals to resolve the present untenable situation.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.110 | 0.015 |
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".