Political Discourse in the Maghreb: An Analysis of Amazigh Identity in Algeria and Morocco
Bibliographic record
Abstract
The Imazighen (plural of Amazigh) are an indigenous group primarily located in Northern and Western Africa. While Amazigh communities are present across the Maghreb, the role of Amazigh identity in Morocco and Algeria is of particular interest given each country's distinct treatment of ethnic and linguistic minorities. In Algeria, Amazigh identity is not as overtly politicized as in Morocco, wherein Amazigh communities are often at the forefront of public discourses and are often scapegoated as a source of political instability. Compared to Morocco, Algerian Imazighen generally experience higher acceptance levels due to numerous social, political, historical, and geographic factors that underpin the treatment and perceptions of Amazighté in Morocco and Algeria today. This article analyzes Algeria and Morocco's respective independence movements, political systems, language laws, and geographic topography to link the contemporary role of Amazigh identity to each national setting's unique history, politics, and geography.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".