Communicating advisories on the risk of mercury in fish to the Chinese-Canadian community
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
Thirty-four pregnant Chinese-Canadian women, who self-reported eating a minimum of one meal of fish per week, were recruited from four Canada Prenatal Nutrition Program classes across Metro Toronto to take part in five focus groups conducted in Cantonese or Mandarin. Groups were asked 15 semi-structured questions on the participants' fish consumption habits, awareness of advisories, knowledge of mercury, and their response to messages about mercury in fish. Few participants were aware or had knowledge of advisory messages, and most were generally shocked to hear consumption recommendations. Information issued by public health organizations was well received and trusted. Motivation for behavioural change often stemmed from concern for their children. Resources targeting Chinese-Canadians must focus on creating culturally sensitive materials that are offered in Chinese with visual elements to keep the text brief. Using the internet to post information may be a possibility for future investigation.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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