“I Try to Take Care of It Myself.” How Rural Women Search for Health Information
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
Rural living poses special challenges (and opportunities) for the significant health information intermediary role that women enact. The authors describe interviews with 40 women living in a rural, medically underserved county in south-western Ontario, Canada, who discussed their information-seeking experiences and the strategies used to find information about a chronic health concern or an acute medical problem. The women's stories reveal that they define health very broadly and that their information seeking is influenced by contextual factors, such as rural living and gender roles, that interplay with their self-reliance, health literacy, and the availability and willingness of others in professional and non-professional roles to give support within relationships of care. The authors discuss themes emerging from the interviews in connection with the apparent mismatch between women's lived realities and the policy assumptions supporting the development of e-health strategies for providing health information to people living in rural and remote communities.
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 | 0.106 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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