Constitution Making in Eritrea: Why It Is Necessary to Go Back to the Future
Bibliographic record
Abstract
Eritrea went through a constitutional process from 1995 to 1997, which resulted in a text that provides for the rule of law, democratic institutions and human rights. The text was ratified by the National Assembly, but never implemented. The United Nations, the usa and the eu support the 1997 Constitution. They have called on Eritrea to “(i)mplement (it) fully and without further delay”. This recommendation is challenged here. Eritrea is multi-ethnic, multi-religious and multi-lingual. The 1997 Constitution creates a highly centralized Stalinist structure that experience teaches does not work in deeply diverse democracies. Eritrea requires a power sharing constitution, fabricated in a proper negotiated process. Implementing the 1997 Constitution would likely bring Eritrea’s two large nationalities into conflict with its eight smaller nationalities with high risk for violent civil strife that could spill over into neighbouring countries. This is concerning for geopolitics and would be devastating for human rights.
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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 | 0.023 | 0.024 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.014 | 0.029 |
| Scholarly communication | 0.011 | 0.017 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.006 | 0.012 |
| Insufficient payload (model declined to judge) | 0.010 | 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".