Native Language Education: An Inquiry Into What Is and What Could Be
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 objective of my honors thesis study was to explore the current state ofK-12 andpostsecondary Native language (NL) education in Canada and to examine thepossibilities of incorporating outdoor education with NL programs. This qualitativeresearch project explored this objective through focus group sessions and individualinterviews. Learner and Educator participants were queried about their experiences,values, and ideas about Native language education. Twenty-two Aboriginal adultsparticipated in my study, and results pointed to a number of conclusions: (a) learnersappear to wish to increase their Native language skills; (b) educators appear to beinterested in working toward reaching educational ideals; (c) much work remains torevitalize Native languages in Canada; and (d) gaps in Native languageprogramming suggest opportunities to develop and implement more Native languageprograms including the incorporation of outdoor education.
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 | 0.000 | 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 | 0.006 | 0.000 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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