Is mode of delivery associated with postpartum depression at 6 weeks: a prospective cohort study
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVE: To examine the relationship between delivery mode and postpartum depression at 6 weeks following hospital discharge. DESIGN: A prospective cohort study. SETTING: Eleven hospitals in Ontario, Canada. SAMPLE: A total of 2560 women ≥16 years of age who delivered singleton, live infants at term. METHODS: Women completed a questionnaire in hospital and 74% (n = 1897) participated in a structured telephone interview 6 weeks after discharge. Additional data were extracted from labour and delivery records. Generalised estimating equations (GEEs) were used to investigate factors associated with postpartum depression. MAIN OUTCOME MEASURE: Women were screened for depression at 6 weeks following hospital discharge using the Edinburgh Postnatal Depression Scale (EPDS). A score of ≥12 on the EPDS was used as a measure of the primary outcome, depression. RESULTS: Mode of delivery was not independently associated with postpartum depression, and did not factor into the main-effects model. The multivariable analysis identified 11 predictor variables for depression: young maternal age (OR 5.27; 95% CI 2.73-10.15); maternal hospital readmission (OR 3.02; 95% CI 1.46-6.24); non-initiation of breastfeeding (OR 2.02; 95% CI 0.99-4.11); good, fair, or poor self-reported postpartum health (OR 1.82; 95% CI 1.19-2.80); urinary incontinence (OR 1.79; 95% CI 1.06-3.03); multiparity (OR 1.59; 95% CI 1.22-2.08); low mental health functioning (OR 1.20; 95% CI 1.15-1.25); low subjective social status (OR 1.16; 95% CI 1.02-1.33); high number of unmet learning needs in hospital (OR 1.12; 95% CI 1.03-1.22); low social support (OR 1.06; 95% CI 1.03-1.09); and low physical health functioning (OR 1.03; 95% CI 1.003-1.055). An exploratory interaction model revealed that caesarean section was associated with higher odds of becoming depressed in Canadian-born women, but that in women born outside of Canada it was associated with a lower risk of becoming depressed. CONCLUSIONS: Delivery mode had no significant impact on the development of postpartum depression in the main-effects model. However, it may interact with place of birth and other unmeasured factors to create a risk for depression.
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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 | 0.000 | 0.001 |
| 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) | 0.001 | 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 it