Health awareness as genre: the exigence of preparedness in cancer awareness campaigns and critical-illness insurance marketing
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
Dominant understandings of genre-as-form have limited our abilities to perceive health awareness: we recognise, and expect, health awareness campaigns from governmental and non-profit agencies. Inversely, we often fail to recognise, or name, health awareness as such when it comes from other sources, such as commercial marketing or advertisements for products. However, rhetorical genre theory centres attention on action brought about by form and, as such, rhetorical genre provides tools for recognising instances of health awareness often escape our notice. One such example is critical-illness insurance marketing. In this article, I argue that critical-illness insurance marketing draws on the same appeals found in cancer awareness campaigns. Through a comparative analysis, I show that Colorectal Cancer Canada and critical-illness insurance marketing represent unpreparedness, rather than cancer, as the exigence, or the problem to be overcome through public discourse, and as such, share a genre of what I call 'health awareness as preparedness'.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it