‘Tales of mind over cancer’: Cancer risk and prevention in the Canadian print media
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
This paper investigates coverage of cancer in three Canadian newspapers in order to explore how the print media presents issues related to cancer risk and prevention. Six months of newspaper coverage was coded and analysed quantitatively to identify trends in coverage. A small subset of these articles was then analysed qualitatively to identify latent and underlying messages. Results from the analysis suggest that coverage emphasised risk management through individual choice and lifestyle change, privileging a discourse of individual control. Conversely, social and environmental risks related to cancer were minimised, despite the emerging academic consensus around the central importance of social and environmental determinants of health. Lifestyle was the most frequently mentioned source of cancer risk. Social and environmental health links were mentioned sparingly, and when environmental links were presented they were contested in ways that lifestyle risks were not. The coverage reflects the prevalent discourse in Canadian society that responsibility for health management risk lies primarily with the individual.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| 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