Aboriginal student strength to persist and Indigenous Knowledges in community colleges
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
Purpose – The purpose of this paper is to document experiences of Aboriginal students in community colleges from the perspective of Aboriginal communities rather than policymakers and shows how these communities support student persistence in college. Design/methodology/approach – Interviews with 16 Aboriginal college students, staff and community members were undertaken with Aboriginal guidance, and analysis was undertaken informed by the writings of Aboriginal scholars. Findings – The major finding was that First Nations students experience a disconnect between the epistemology of Aboriginal peoples and ways of being in community colleges. Most demonstrate bravery and persistence in their studies as well as resistance to assimilation. Understanding and support is provided by surrounding Aboriginal communities, based on their appreciation of the epistemological roots of the problem. Practical implications – Frequent reference to the absence of Indigenous Knowledges suggests that more must be done to make Aboriginal students feel safe in colleges where they are in the minority. In view of their feeling of “disconnect,” safe Aboriginal centers, or “homes away from home” are one of many ways to support these students. Originality/value – The research challenges assimilationist approaches to Aboriginal college students, and highlights supporting Indigenous peoples, as described in global terms by Indigenous scholars.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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 it