Obstetric variables associated with bipolar affective puerperal psychosis
Bibliographic record
Abstract
BACKGROUND: Previous cross-sectional studies have highlighted a number of obstetric variables that may be associated with the development of broadly defined puerperal (post-partum) psychosis. These include: (a) primiparity, (b) pregnancy complications, (c) delivery complications, (d) Caesarean section, (e) female baby and (f) shorter gestation period. AIMS: To examine these risk factors in women with well-characterised bipolar affective puerperal psychosis. METHOD: A sample of 129 women with bipolar affective puerperal psychosis were investigated using a design that takes advantage of within-subject comparisons of affected and unaffected deliveries. RESULTS: Two of the variables studied were independently associated with an episode of puerperal psychosis: primiparity (odds ratio=3.76, P < 0.001) and delivery complications (odds ratio=2.68, P=0.022). CONCLUSIONS: This study provides further evidence of the association between primiparity and puerperal psychosis and suggests that complications during delivery may be associated with a severe post-partum episode.
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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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".