Disobedient Distributors: Street‐level Bureaucrats and Would‐be Patrons in Community‐based Family Planning Programs in Rural Kenya
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
The implementation of social welfare programs, including family planning programs, is strongly conditioned by the needs, desires, and agendas of those who carry them out, known as "street-level bureaucrats." In this study, the strategies of CBD agents in western Kenya are examined in order to understand how they use their job as a means to achieve their own personal goals. The concept of clientelism, borrowed from the field of political science, can help to explain what the CBD agents are trying to achieve for themselves in their communities, at the same time as they promote the use of contraceptive pills and injections. CBD agents are concerned with building up their own stocks of prestige and respect from their community members, while avoiding blame for any possible negative outcomes of family planning.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| 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