Near-Term and Intrapartum Care of Mothers for Perinatal and Newborn Outcomes
Bibliographic record
Abstract
INTRODUCTION: Near-term and intrapartum care play pivotal roles in ensuring a safe childbirth experience and are essential components of a comprehensive approach to maternal and neonatal health. METHODS: The following interventions were identified: antibiotics for preterm premature rupture of membrane, antenatal corticosteroids for fetal lung maturation, partograph use during labor and delivery, induction of labor at or post-term, skilled birth care and safe childbirth checklist during labor and delivery. A scoping exercise was conducted to ascertain the most up-to-date evidence, and reviews of topics of interest were updated in case the evidence was not recent, with a focus on low- and middle-income countries (LMICs). RESULTS: Antibiotics reduced the overall risk of neonatal infection including pneumonia (RR 0.67 [0.52 to 0.85]). LMIC evidence showed a significant effect of antenatal steroids on the risk of neonatal mortality (RR 0.64 [0.43 to 0.97]) and respiratory distress syndrome (RR 0.65 [0.44 to 0.96]). Induction of labor practices at term or post-term reduced the risk of meconium aspiration syndrome (RR 0.51 [0.34 to 0.76]). The use of the WHO childbirth checklist significantly raised the standard of preeclampsia care (OR 8.09 [2.55 to 25.63]) as well as of maternal infection management (OR 25.44 [4.09 to 158.08]). LMIC-specific evidence also demonstrated a significant reduction in the risk of stillbirth (OR 0.92 [0.87 to 0.96]). CONCLUSION: Further research initiatives pertaining to health interventions delivered to expectant mothers near-term or during the intrapartum period can contribute to a more inclusive understanding of health challenges in LMICs. INTRODUCTION: Near-term and intrapartum care play pivotal roles in ensuring a safe childbirth experience and are essential components of a comprehensive approach to maternal and neonatal health. METHODS: The following interventions were identified: antibiotics for preterm premature rupture of membrane, antenatal corticosteroids for fetal lung maturation, partograph use during labor and delivery, induction of labor at or post-term, skilled birth care and safe childbirth checklist during labor and delivery. A scoping exercise was conducted to ascertain the most up-to-date evidence, and reviews of topics of interest were updated in case the evidence was not recent, with a focus on low- and middle-income countries (LMICs). RESULTS: Antibiotics reduced the overall risk of neonatal infection including pneumonia (RR 0.67 [0.52 to 0.85]). LMIC evidence showed a significant effect of antenatal steroids on the risk of neonatal mortality (RR 0.64 [0.43 to 0.97]) and respiratory distress syndrome (RR 0.65 [0.44 to 0.96]). Induction of labor practices at term or post-term reduced the risk of meconium aspiration syndrome (RR 0.51 [0.34 to 0.76]). The use of the WHO childbirth checklist significantly raised the standard of preeclampsia care (OR 8.09 [2.55 to 25.63]) as well as of maternal infection management (OR 25.44 [4.09 to 158.08]). LMIC-specific evidence also demonstrated a significant reduction in the risk of stillbirth (OR 0.92 [0.87 to 0.96]). CONCLUSION: Further research initiatives pertaining to health interventions delivered to expectant mothers near-term or during the intrapartum period can contribute to a more inclusive understanding of health challenges in LMICs.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".