Getting Them Through the College Pipeline: Critical Elements of Instruction Influencing School Success Among Native Canadian High School Students
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
As a consequence of the Civil Rights Movement and related social movements, the past 30 years have witnessed an unprecedented rise in higher education enrollments among ethnic minority groups, women, and low-income students, as well as increases in the financial aid available to these groups. However, certain ethnic minority populations, such as Native American and Native Canadian students, still experience difficulty in the transition from the K-12 school system to higher education, despite policies enacted to increase access. The research literature cites the disjuncture between the home cultures of these students and the environments of the school as a major cause of the failure of Native students to make the transition from the K-12 school system to higher education institutions. These findings have prompted calls for the integration of Native cultural knowledge and perspectives into the school curriculum. This Canadian study examined the outcomes of consistently integrating Native perspectives into the high school social studies curriculum throughout the 2003–2004 academic year. The teachers integrated Native cultural learning objectives, resources, and instructional methods. Critical elements of the integration processes that appeared to increase academic achievement, class attendance, and participation among Native students 1 are discussed. Teachers can draw on these elements to implement effective teaching strategies for the preparation of Native students along the college pipeline.
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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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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