Indigenous Knowledge Realized: Understanding the Role of Service Learning at the Intersection of Being a Mentor and a College-Going American Indian
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
The article explores the experiences of 13 undergraduate American Indian college students who served as mentors through a service-learning course while attending a 4-year, predominantly White institution (PWI). This chapter elucidates how serving as a mentor allowed participants to draw on three culturally-relevant persistence factors in higher education: relationship, community, and power. Previous research demonstrates that service learning actively involves college students and encourages them to build a connection and a sense of commitment to the community (Lee & Espino, 2011; Rhoads, 1998). Through a Tribal Critical Race Theory lens, the purpose and function of service learning is deconstructed and redefined to fit the needs of North American Indigenous college students. This article reveals that Indigenous undergraduate students tapped into their own supply of Indigenous knowledge in relating their mentoring experience to building meaningful relationships, to being a positive influence in tribal communities, and to recognizing that service is a cyclical power that positively impacts their collective role in society. The article details how relationship, community, and power from Indigenous perspectives are sources of persistence for American Indian students and how social justice-based, service-learning courses provide safe spaces for students to realize their Indigenous knowledge while attending PWIs.Keywords: American Indian college student; service learning; Indigenous knowledge>
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 | 0.002 | 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