A cautionary note on the use of antidepressants in postpartum depression
Bibliographic record
Abstract
OBJECTIVES: This paper discusses the effect of antidepressant use on the illness course in three women who were treated for first-onset postpartum depression (PPD) following childbirth. METHODS: A report of three cases of early-onset PPD in which bipolarity manifested following antidepressant treatment. RESULTS: There was no past history of psychiatric disturbance but in each case there was a family history of bipolar (BP) disorder. Treatment with antidepressants resulted in a highly unstable illness course characterized by a mixed episode, cycle acceleration, and a postpartum psychosis. However, discontinuation of antidepressants and institution of treatment with mood stabilizers and atypical neuroleptics resulted in sustained improvement and symptom remission. CONCLUSIONS: Caution is urged in the use of antidepressants to treat early-onset PPD in women at risk for developing BP disorder due to a family history of bipolar illness.
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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 | 0.019 | 0.073 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.014 | 0.016 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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".