Institutionalizing Instability: The Constitutional Roots of Insecurity in Nigeria’s Fourth Republic
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Nigeria’s return to democracy has been a tumultuous era; the Fourth Republic has been characterized by insurgencies and violence throughout the country. Though seemingly disparate movements, the violence of the Fourth Republic has its roots in the country’s constitution. Three aspects of the 1999 Nigerian constitution stand out as particularly problematic: the centralization of the police at the federal level with limited sub-national oversight, the ambiguous concept of indigeneity, and the overlapping, often contradictory land tenure systems endorsed. All of these allude to the precariousness of Nigerian federalism under the current constitution; ultimately, the police centralization primes the country for violence, while the indigeneity rules and land tenure system make it more difficult to negotiate stable post-conflict settlements. The country’s recent experience with Boko Haram will be used to illustrate how these constitutional tenets facilitate instability.
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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 | 0.003 | 0.003 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it