Teachers of Punjabi Sikh Ancestry: Their Perceptions of Their Roles in the British Columbia Education System
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 examines the perceptions of teachers of Punjabi Sikh ancestry of their roles in the British Columbia public education system. Twenty teachers, 13 females and seven males, were interviewed. Three of the participants were born in Canada, 17 had immigrated to Canada. The participants ranged in age from their early 20s to their late 40s. The results of this investigation indicate that these teachers see themselves playing a wide range of roles in the education system. They recount that they serve as bridges between the Punjabi Sikh community and the education system, acting as translators, cultural informants, and role models. These teachers are also committed to influencing selected cultural values of Punjabi Sikh parents in order to reflect mainstream attitudes toward education and gender roles. This research has important implications for teacher education programs and public school districts that recruit, train, and employ minority teachers. This research suggests that it is critical to acknowledge teachers of Punjabi Sikh ancestry not just as "professional ethnics," but as educators with a range of skills and talents as varied as those of their mainstream colleagues.
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 | 0.000 |
| 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) | 0.011 | 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