Envisioning a Habitus of Hygiene: Hands as Disease Media in Public Health Handwashing Campaigns
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
Background Public health posters exhorting viewers to wash their hands to prevent the spread of communicable disease are common in airports, shopping malls, hospitals, and workplaces. Yet the poster remains understudied by scholars working in communication, health, and governance. Analysis Analyzing a large corpus of Canadian public health posters targeting handwashing, this article identifies three themes: the articulation of an embodied pedagogy aimed at daily practices; the recognition of our body surfaces and those of people and things around us as contaminated skins; and the production of haptic visuality. Conclusion and implications These posters promote a habitus of hygiene, inviting us to modify our haptic etiquette, to see, know, and inhabit our bodies differently, and to imagine and interact with our environment on new terms.
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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 | 0.011 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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