Bibliographic record
Abstract
Introduction The literature is inconsistent regarding the association of antenatal mental health and obstetric interventions [1]. Results of two systematic reviews on this topic indicated that this inconsistency may be due to the use of different scales and small sample sizes and that studies with large sample sizes may contribute to understand these associations [1, 2]. The aim of this study was to investigate the following question what are the association between antenatal anxiety and depression and obstetric interventions including mode of delivery, pain management, induction, and instrumental delivery among a community sample of pregnant women in Alberta? Methods This study is a secondary analysis of data from the All Our Babies (AOB) study, a community-based longitudinal study in Calgary, Alberta [3]. The participants in this study were women with singleton pregnancies who had medical chart data (N=2,665). Mental health data was derived from questionnaires filled out in the 2 nd trimester and 3 rd trimester of pregnancy. Anxiety was measured by Spielberger State Anxiety Inventory (SAI) and depression by Edinburgh Postnatal Depression Scale (EPDS). Obstetric data including pain management, induction and instrumental deliveries were derived from the medical chart. Mode of delivery data was derived from self-report questionnaires. Bivariate associations between obstetric interventions and demographic, obstetric, and mental health variables were examined. Using separate logistic regression models, associations between obstetric interventions and mental health were assessed while controlling for demographic and obstetric variables. Results The majority of participants were married or common-law (95.5%) and Caucasian (79.6%), and had household incomes of $80,000 or more (71.6%). At the bivariate level, mode of delivery was associated with anxiety and depression; no association was found between other obstetric interventions and antenatal depression and anxiety. Controlling for marital status, income, ethnicity, hospital delivery setting, gestational age, previous history of caesarean, pre-pregnancy BMI, assisted conception, and antepartum risk score in logistic regression, we found no association between most obstetric intervention and antenatal mental health; However, women with depressive symptoms in the third trimester were twice more likely to have emergency caesareans without labour compared to women without depressive symptoms (p=0.042). Conclusion In general, the data shows that there is no relationship between antenatal mental health and obstetric outcomes. Limitations of this study include the exclusion of women for whom medical chart data were not available and the reliance of self-report questionnaires for determining mental health. However, strengths of this study include access to a large sample size and controlling for several demographic and obstetric variables. Further research into this area is needed to verify these results.
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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 | 0.003 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".