Health as a Context for Social and Gender Activism: Female Volunteer Health Workers in Iran
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
Having reversed its pronatalist policies in 1988, the Islamic Republic of Iran implemented one of the most successful family planning programs in the developing world. This achievement, particularly in urban centers, is largely attributable to a large women-led volunteer health worker program for low-income urban neighborhoods. Research in three cities demonstrates that this successful program has had a host of unintended consequences. In a context where citizen mobilization and activism are highly restricted, volunteers have seized this new state-sanctioned space and successfully negotiated many of the familial, cultural, and state restrictions on women. They have expanded their mandate from one focused on health activism into one of social, if not political, activism, highlighting the ways in which citizens blur the boundaries of state and civil society under restrictive political systems prevalent in many of the Middle Eastern societies.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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