Protocol: systematic review and meta-analyses of birth outcomes for women who intend at the onset of labour to give birth at home compared to women of low obstetrical risk who intend to give birth in hospital
Bibliographic record
Abstract
BACKGROUND: There has been a renewed interest in the place of birth, including intended home birth, for low risk women. In the absence of adequately-sized randomised controlled trials, a recent Cochrane review recommended that a systematic review and meta-analysis, including observational studies, be undertaken to inform this topic. The objective of this review is to determine if women intending at the onset of labour to give birth at home are more or less likely to experience a foetal or neonatal loss compared to a cohort of women who are comparable to the home birth cohort on the absence of risk factors but who intend to give birth in a hospital setting. METHODS: We will search using Embase, MEDLINE, CINAHL, AMED and the Cochrane Library to find studies published since 1990 that compare foetal, neonatal and maternal outcomes for women who intended at the onset of labour to give birth at home to a comparison cohort of low risk women who intended at the onset of labour to give birth in hospital. We will obtain pooled estimates of effect using Review Manager. Because of the likelihood of differences in outcomes in settings where home birth is integrated into the health care system, we will stratify our results according to jurisdictions that have a health care system that integrates home birth and those where home birth is provided outside the usual health care system. Since parity is known to be associated with birth outcomes, only studies that take parity into account will be included in the meta-analyses. We will provide results by parity to the extent possible. SYSTEMATIC REVIEW REGISTRATION: This protocol was registered with PROSPERO at http://www.crd.york.ac.uk/Prospero/ (Registration number: CRD42013004046).
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.065 | 0.130 |
| Meta-epidemiology (narrow) | 0.010 | 0.007 |
| Meta-epidemiology (broad) | 0.038 | 0.025 |
| Bibliometrics | 0.018 | 0.018 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.013 | 0.013 |
| Open science | 0.007 | 0.008 |
| Research integrity | 0.010 | 0.010 |
| Insufficient payload (model declined to judge) | 0.077 | 0.008 |
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 source (direct Gemma or distilled Codex), 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".