Hidden Heroines: Lone Mothers Assessing Community Health Using Photovoice
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
Between 2005 and 2007, a small group of lone mothers in Moncton, New Brunswick, carried out participatory action research within a university-community agency partnership. Applying the method of photovoice, the women took pictures within their community context on topics that they considered important to their health, health promotion, and quality of life. Eight themes that emerged from the process were represented with pictures and captions and presented in numerous public venues and conferences. Themes included finances, stress, support, personal development, violence and abuse, place, and transportation. The visual images and accompanying captions bring to the public arena the voices of those who are often most affected by public policy but have little, if any, input into its creation. Nurses and other health professionals can play a critical role in working toward gender and economic justice, while accompanying marginalized populations in ways that respect their beliefs, perceptions, and experiences.
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 | 0.035 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 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