Against the Frame: Local Media Coverage of Ontario’s Basic Income Pilot
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
Abstract The 2017–2018 basic income pilot in the Canadian province of Ontario attempted to alleviate poverty in a precarious economy. With three communities participating, we examine how the pilot was framed by local media, permitting a look at the narratives that were dominant in the participating communities. In essence, were recipients framed as “deserving?” How the media addresses this question can set the foundation for whether policymakers can proceed with basic income. Given that media coverage of poverty alleviation in the United States generally follows an episodic frame, which puts focus on individuals and their particular circumstances (i.e. lifestyle choices), while major Canadian media generally shows a mix of frames, results of a media content analysis at the local level shows basic-income pilot was covered mainly through thematic frames, which emphasizes systemic factors and more general social conditions, which support state action on basic income.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it