Reply to Reexamining Paroxetine and Cognitive-Behavioral Therapy in Postpartum Depression and Anxiety
Bibliographic record
Abstract
Article AbstractBecause this piece has no abstract, we have provided for your benefit the first 3 sentences of the full text.Sir: We appreciate the response of Ms. McClendon to our articleon paroxetine and cognitive-behavioral therapy (CBT) inthe treatment of comorbid postpartum depression and anxiety.We agree that our findings are from women with severe comorbiddepression and anxiety, as indicated by their Hamilton RatingScale for Depression and Hamilton Rating Scale for Anxietyscores at baseline, and are therefore representative of only thisselect population. Due to the relative lack of research on theclinical effectiveness of combined pharmacologic and psychologicalinterventions for postpartum depression and anxiety, theprimary aim of the study was to provide readers with preliminaryinformation on this subject taken from a select sampletreated at a tertiary hospital outpatient clinic.†‹
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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 | 0.007 | 0.041 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.004 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.023 | 0.028 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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".