Evaluation of the Impact of Birth Preparation Courses on the Health of the Mother and the Newborn
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
This study was carried out to evaluate the impact of birth preparation courses on the health of the mother and the newborn. A randomized clinical trial study was carried out on 200 primigravid women younger than age 35 years with gestational age of 20 weeks. Subjects were randomly divided into two groups: control and trial. Birth preparation classes were introduced to the trial group in eight sessions during pregnancy, whereas the control group received only routine care. Measurable clinical, obstetrical, and neonatal advantages were monitored and compared in two groups. Patients in the trial group suffered from back and pelvic pain and headache significantly less often than patients in control group (two-tailed p(2) < 0.05). Preparation is significantly related to reduction in dystocic deliveries and cesarean section ( p(2) = 0.044). Antenatal preparation could play a major role in the health of mother and newborn during labor and postpartum. In addition, antenatal preparation should be introduced to all women during pregnancy as a national health policy in Iran.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 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 | 0.001 |
| 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