Out of the Mainstream: Low-Income, Lone Mothers’ Life Experiences and Perspectives on Heart Health
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
Cardiovascular disease remains a health issue in North America, particularly for marginalized citizens. Although lifestyle issues and behavioral risk reduction continue to dominate prevention initiatives, an emerging literature suggests that contextual factors such as poverty and social exclusion also influence health. Using group and personal interviews (N = 38), this research explored the social and economic contexts shaping heart health-related experiences from the perspectives of low-income, lone mothers. The transcripts were analyzed using McKinlay and Marceau's upstream-midstream-downstream framework. The overriding pattern characterizing lone mothers' discussions was that the women felt out of the mainstream of everyday life. They lacked the resources and power to effect change, particularly regarding heart health behaviors that were not perceived to be a priority compared to more pressing survival issues. Results are discussed in terms of concepts from the population health and social determinants literature, concluding with policy implications for enhancing health while living in poverty.
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 | 0.003 | 0.002 |
| 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