MAIDS, MEDIA, AND MIGRATION: FILIPINO NEWS MEDIA IN MONTRÃAL AND THE TRANSNATIONAL LIVES OF LIVE-IN CAREGIVERS
Bibliographic record
Abstract
This thesis explores the role of media in the lives of live-in caregivers in Montréal by looking at two Filipino newspapers and mainstream news coverage on Filipinas and the Philippines. While Filipino newspapers elaborate Filipino identity and speak back to stereotypes in mainstream news, their impact is curtailed by limited distribution and content range. Live-in caregivers in Montréal were selected as a special audience group through which to examine media representations of Filipinos because they are ‘othered’ through interlocking processes of gender and race. The live-in caregiver program (LCP), through which they migrate to Canada, lays bare the price that third world women immigrants are asked to pay for citizenship rights in Canada. LCP work is often underpaid, demeaning, and exploitative. Examining the lives and media habits of LCP workers ethnographically breaks new ground in studies of both domestic work and minorities and media in Canada.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.003 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".