A Call for Better Guidance and Treatments for Comorbid Postpartum Depression and Substance Use Disorders
Bibliographic record
Abstract
Postpartum depression is a serious, but treatable condition experienced after childbirth. While most cases do not involve excess substance use, alcohol and other substance use have been strongly associated with this condition. While serotonergic antidepressants have been a mainstay of pharmacologic therapy for postpartum depression, studies of antidepressant use in postpartum depression have largely excluded those with substance use disorder, and meta-analyses suggest antidepressants offer limited benefit in those with depression and co-occurring substance use disorder. There is also under-appreciated literature demonstrating the potential for a medication-mediated increase in substance use in some individuals taking serotonergic antidepressants. These facts and an examination of guideline recommendations on the treatment for postpartum depression highlight the need for new research and practice improvements for patients with comorbid substance use disorder and postpartum depression.
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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 | 0.000 | 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 | 0.000 |
| 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".