Representations of Homelessness in Four Canadian Newspapers: Regulation, Control, and Social Order
Bibliographic record
Abstract
This article reports on a content analysis of homelessness representations in four Canadian newspapers: two city broadsheets, one city tabloid, and one national newspaper. Clear differences between the papers emerged showing that in general coverage of homelessness in Calgary was much more positive than coverage in Vancouver. It conveyed a stronger sense of crisis or urgency and a stronger sense of optimism that the problem should and can be solved. Experts dominate public discourse about homelessness, with people who experience homelessness themselves marginalized as speakers. Despite these differences, the four papers present a unified narrative of homelessness in which readers are exhorted to be sympathetic to the plight of homeless people while at the same time, 'they' are presented as needing to be controlled and regulated in order to maintain social order. This narrative has implications for citizenship and social inclusion of people who experience homelessness.
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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 | 0.003 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.013 | 0.016 |
| Science and technology studies | 0.013 | 0.007 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".