Integrating Aboriginal Perspectives in Education: Perceptions of Pre-Service Teachers
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
This study explored teacher candidates ’ perceptions of the potentialities and challenges associated with the integration of Aboriginal perspectives into mainstream education. Participants in this study were 2nd-year teacher candidates of a two-year teacher education programme who have completed a course on Aboriginal education. Using a qualitative approach, the principal investigator conducted interviews with teacher candidates in an effort to acquire data on pre-service teacher perceptions of and attitudes towards Aboriginal perspectives as a field of study and practice. This study found that while some participants reported a great deal of comfort in the study and delivery of Aboriginal perspectives in their respective school experiences, a significant number of participants reported apprehension. The findings of this study suggest that there are a number of variables that may lend to a positive experience for teacher candidates who are responsible for integrating Aboriginal perspectives in their respective practices.
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 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.004 | 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