The Evolution of Beninese Political System, C. 1960-2020
Bibliographic record
Abstract
The change of political system in the Republic of Benin has always been a source of conflict between its political figures, since this system represents the structure around which the country must politically be built and be developed. The article analyzes the multiple transformations of the Beninese political system since its independence in August 1960 to date. The authors highlight the strong political tensions that existed within the country, followed by multiple military coups as one of the results of these transformation processes. In this article we analyze, the four major stages that led to an evolution of the political system in Benin. This includes the independence period with the impact of French constitutional law, the revolutionary period setting up the beginning of socialist ideology with General Mathieu Kérékou, the conference of the nation’s active forces of February 1990, and the undergoing reforms initiated by President Patrice Talon since 2016. The authors conclude by appreciating the reform efforts of Talon’s government, which aim to modernize and strengthen the Beninese political system in the face of contemporary challenges.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| 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".