Participatory Action Research (PAR): An Approach for Improving Black Women's Health in Rural and Remote Communities
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
Women are among the most disadvantaged members of any community, and they tend to be at greatest risk of illness. Black women are particularly vulnerable and more prone than White women to illnesses associated with social and economic deprivation, including heart disease and diabetes. They utilize preventive health services less often, and when they fall ill, the health of their families and communities typically suffers as well. This article discusses the process of doing innovative participatory action research (PAR) in southwest Nova Scotia Black communities. The effort resulted in the generation of a database, community action, and interdisciplinary analysis of the intersecting inequities that compromise the health and health care of African Canadian women, their families, and their communities. This particular research effort serves as a case study for explicating the key tenets of PAR and the barriers to and contradictions in implementing PAR in a community-academic collaborative research project.
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 | 0.028 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| 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