The Course of Postpartum Psychiatric Disorders in Women and Their Partners
Bibliographic record
Abstract
This study examined the course of postpartum psychiatric disorders in a community sample of mothers and their partners to determine whether sociodemographic variables, life stress, and psychiatric history were related to persistence of mental health problems. At 6 months postpartum, 48 index couples where the wife had a psychiatric disorder at 2 months postpartum and 50 control couples with no such diagnosis underwent diagnostic interviews and completed questionnaires on psychological symptoms, life stress, and treatment history. The results indicate that at follow-up, 54% of the index mothers still had a psychiatric diagnosis, as did 60% of their partners who had had a psychiatric diagnosis at 2 months postpartum. Socioeconomic status, country of origin, and life stress were related to persistence, as were diagnosis and timing of onset of the disorder. About a third of the parents were referred for treatment. It is concluded that for many families, postpartum psychiatric disorders are not a transient phenomenon.
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 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".