Examining obstetric interventions and respectful maternity care in Hungary: Do informal payments for continuity of care link to quality?
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Bibliographic record
Abstract
BACKGROUND: In Hungary, 60% of women pay informally to secure continuity with a "chosen" provider for prenatal care and birth. It is unclear if paying informally influences quality of maternity care. This study examined associations between incentivized continuity care models and obstetric procedures and respectful care. METHODS: This is a cross-sectional survey of a representative sample of Hungarian women (N = 589) in 2014. We calculated descriptive statistics comparing experiences among women who paid informally for continuity with a chosen provider with those who received care in the public health system. After adjusting for social and clinical covariates, we used logistic regression to estimate the odds of obstetric procedures and disrespectful care and linear regression to estimate the level of autonomy (MADM scale). RESULTS: Of women in our sample, 317 (53%) saw a chosen doctor, 68 (11%) a chosen midwife, and 204 (33%) had care in the public system. Women who paid an obstetrician informally had the highest rates of cesarean (49.5%), induction of labor (31.2%), and epidural (15%), and reported lower rates of disrespectful care (41%) compared to public care (64%). Paying for continuity with an obstetrician significantly predicted cesarean (aOR 1.61 [95%CI 1.00-2.58]), episiotomy (2.64, [1.39-5.03]), and epidural (3.15 [1.07-9.34]), but not induction of labor (1.59 [0.99-2.57]). Informal payment continuity models predicted increased autonomy scores (doctor: 3.97, 95% CI 2.39-5.55; midwife: 7.37, 95% CI 5.36-9.34) and reduced odds of disrespectful care. There were no differences in the prevalence of scheduled cesareans or inductions performed without a medical indication. CONCLUSIONS: Continuity models secured with informal payments significantly increased both women's experience of respectful care and rates of obstetric procedures. Intervention rates exceed global standards, and women do not choose elective procedures to preserve continuity.
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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