Unintended pregnancy in Egypt: evidence from the national study on women giving birth in 1999
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 current study aimed to estimate the prevalence and correlates of unintended pregnancy among ever-married women. The study sample was 2349 ever-married women aged 15-49 years who gave birth in 1999. Unintended pregnancy was defined as unwanted and mistimed pregnancies. Of these, 431 (18.5%) women reported unintended pregnancy: 137 were mistimed (5.9%) and 294 were unwanted (12.6%). Women of older age, living in frontier governorates, with poor knowledge of the ovulatory cycle, having a more than ideal family size, using contraceptive methods and having 4 or more children were at increased odds of reporting unintended pregnancies. Fewer antenatal care visits and low child weight at birth were significantly associated with unintended pregnancy.
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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 | 0.014 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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