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Record W2017651317 · doi:10.4088/pcc.13r01529

Are Antidepressants Effective in the Treatment of Postpartum Depression?

2013· review· en· W2017651317 on OpenAlex
Verinder Sharma, Christina Sommerdyk

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueThe Primary Care Companion For CNS Disorders · 2013
Typereview
Languageen
FieldMedicine
TopicMaternal Mental Health During Pregnancy and Postpartum
Canadian institutionsWestern University
Fundersnot available
KeywordsPostpartum depressionRandomized controlled trialPsycINFOMedicineAntidepressantDepression (economics)PlaceboPsychiatryMEDLINESystematic reviewInternal medicineAlternative medicinePregnancyAnxiety

Abstract

fetched live from OpenAlex

Article AbstractObjective: In spite of the paucity of randomized controlled trials of antidepressants in postpartum depression, these drugs are the most commonly used agents in the pharmacologic treatment of postpartum depression. This article reviews the literature on the efficacy of antidepressants in randomized controlled trials of postpartum depression. Data Sources: Four electronic databases, MEDLINE/PubMed (1966-2013), PsycINFO (1806-2013), EMBASE (1980-2013), and the Cochrane Database of Systematic Reviews, were searched using a combination of the keywords antidepressive agents/therapeutic use, antidepressant drugs, antidepressant agent/drug therapy, depression, postpartum/drug therapy, postpartum depression, and puerperal depression/drug therapy. Study Selection: The reference lists of articles identified were also searched. All relevant articles published in English were included. A total of 124 articles were identified. The efficacy of antidepressants has been studied in 6 randomized controlled trials, of which 3 were placebo-controlled studies. Results: Placebo-controlled randomized data do not support the notion that antidepressants are efficacious in postpartum depression. However, the methodological flaws of studies have to be kept in mind while interpreting the results of these studies. Conclusions: Due to the paucity of controlled data and methodological limitations of studies, the question about the efficacy of antidepressants in postpartum depression cannot be answered unequivocally. Prim Care Companion CNS Disord 2013;15(6):doi:10.4088/PCC.13r01529 © Copyright 2013 Physicians Postgraduate Press, Inc. Submitted: May 8, 2013; accepted August 29, 2013. Published online: November 21, 2013. Corresponding author: Verinder Sharma, MBBS, FRCPC, Regional Mental Health Care, 850 Highbury Ave North, PO Box 5532, Station B, London, Ontario N6A 4H1, Canada (vsharma@uwo.ca).

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.817
Threshold uncertainty score0.890

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.041
GPT teacher head0.349
Teacher spread0.307 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it