Compassionate Canadians and conflictual Americans? Portrayals of ageism in liberal and conservative media
Bibliographic record
Abstract
ABSTRACT Building upon earlier studies on ageism in the media and the polarised ageism framework, this contribution compares the prevalence of three forms of ageism – intergenerational, compassionate and new ageism – in four Canadian and American newspapers. The analysis has three objectives. First, it adapts the polarised ageism framework to a comparative case study to assess its usefulness beyond Canada. Second, it analyses which form of ageism occurs more frequently in the coverage of ageing-related stories in Canadian or American newspapers. Third, it studies the importance of the political orientation of news media across both countries by comparing the portrayal of ageing-related stories in conservative and liberal newspapers. Core findings include the presence of a stronger focus on intergenerational ageism in American and conservative newspapers and more frequent prevalence of compassionate ageism in Canada and liberal newspapers. American newspapers also typically employ more pejorative and sensational language.
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 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".