Kesiapan ibu dalam melahirkan sehat di wilayah kerja Puskesmas Brebes Jawa Tengah
Bibliographic record
Abstract
Mother's readiness in healthy childbirth in Brebes Health Center of Central Java Purpose: Although health workers have made classes of pregnant women to have a healthy childbirth, very few evaluations of these programs existed for Indonesian context. This study examines health workers and socioeconomic factors effects on mother's readiness to deliver healthy children. Methods: A survey of 100 pregnant women in the working area of the Brebes Health Center in Brebes Regency, Central Java Province, in 2018. Data collection using questionnaires and pregnancy records in the MCH Handbook. Results: A quarter of pregnant women in this study were not ready for a "healthy childbirth process" (24%). Mothers with higher education have three and a half times more than those with low education. Mothers who received health support in the ANC were three times more prepared than those who did not need ANC support. Conclusions: Most pregnant women have adequate readiness to deliver a healthy child. Mothers with low education were less likely to be ready to have a healthy childbirth. Health worker support to mothers during antenatal care is critical for a healthy childbirth. Puskesmas workers should reach mothers who have no ANC visit and educate them, in particular, those from low-education mothers.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".