Ethnic media as alternative media for South Asians in Metro Vancouver, Canada: Creating knowledge, engagement, civic and political awareness
Bibliographic record
Abstract
South Asians, making 11% of the total population of Metro Vancouver, have established a large number of ethnic media sources including exclusive 24/7 radio stations, several newspapers, magazines, and online media in different South Asian languages for their audience. This qualitative research study of ethnic media of South Asian communities living in Metro Vancouver, reveals that ethnic media, specifically radio, provided active media space for discussion and dialogue on crucial issues concerning their everyday life challenges as ‘immigrant communities’. According to the participants, ethnic media triggered political activism and awareness through their content, especially due to mainstream media’s failure of coverage or negative coverage of ethnic minorities. This qualitative study uses in-depth interviews with thirteen South Asian ethnic media practitioners including media owners, journalists, and anchorpersons, as well as focus group discussions with South Asian audiences in Metro Vancouver. The article discusses the role of South Asian ethnic media, as alternative media, in creating knowledge, engagement, civic and political awareness, and giving a participatory platform to raise the voices of their audiences.
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How this classification was reachedexpand
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 | 0.005 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".