Can non-monetary incentives increase health facility deliveries? The experience in Thyolo District, Malawi
Why this work is in the frame
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Bibliographic record
Abstract
Attendance for intrapartum care in Thyolo District, Malawi, was studied following implementation of a locally valued, non-monetary incentive. The number of facility-based deliveries per month was compared between the fourth quarter of 2007 and the third quarter of 2009, before and after introducing the incentive that included soap, a baby blanket and a traditional baby wrap. The number of deliveries in health facilities increased by 78% over the 2-year period. The increase was larger in peripheral rural facilities compared with the district hospital (94% vs. 38%). Locally developed incentives may lead to more women receiving professional maternity care in Malawi, particularly in rural areas.
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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 | 0.000 | 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