Rural indigenous students in Peruvian Urban higher education: interweaving ecological systems of coloniality, community, barriers, and opportunities
Bibliographic record
Abstract
In Peru, Indigenous students from rural communities must often migrate to urban areas to access higher education. Navigating to and through urban higher education is a complex task where Peru’s oppressive colonial legacies intertwine with students’ community values, resources, and strengths. How can we more deeply understand the interconnecting systems that oppress and support rural Indigenous students, and how can we mobilize these understandings to reimagine higher education? In this paper, we use photo-cued interviewing and ecological systems theory to 1) make sense of rural Indigenous students’ experiences as they navigate to and through higher education in urban areas and 2) uncover levers for systemic change to improve higher education policy and practice. In doing so, we expand beyond a two worlds perspective of Indigenous educational experiences to offer a more holistic view on coloniality and Indigenous resilience in higher education.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 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".