Indigenizing and decolonizing higher education on Nicaragua's Atlantic Coast
Bibliographic record
Abstract
Some universities in postcolonial settler nations such as New Zealand and Canada have begun to acknowledge their need for a more inclusive approach toward indigenous cosmologies and epistemologies, lest they continue to alienate indigenous students; nevertheless such change is not proving easy for these universities. In the North Atlantic Region of Nicaragua, there is however a community university which is successfully using higher education to empower indigenous and Creole students and intellectuals against a backdrop of long histories of racism, discrimination, poverty and marginalization. The pedagogic model in operation at the University of the Autonomous Regions of the Nicaraguan Caribbean Coast is based on the concept of interculturality and aims to provide access to higher education for individual students but without losing sight of education as a collective good. The concept of interculturality and its articulation in diverse sites is of critical interest to postcolonial geography given its connections to the geopolitics of place and space and its origins in black and indigenous social movements in Latin America.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".