{"id":"W4408163199","doi":"10.1097/adm.0000000000001475","title":"A Call for Better Guidance and Treatments for Comorbid Postpartum Depression and Substance Use Disorders","year":2025,"lang":"en","type":"article","venue":"Journal of Addiction Medicine","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Centre on Substance Use; University of British Columbia","funders":"Canadian Institutes of Health Research; National Institutes of Health","keywords":"Medicine; Postpartum depression; Psychiatry; Depression (economics); Substance use; Antidepressant; Postpartum period; Comorbidity; Serotonergic; Pregnancy; Internal medicine; Anxiety; Serotonin","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02500845,0.0009812242,0.003511454,0.003036677,0.002169082,0.006230081,0.003717102,0.01610176,0.02739773],"category_scores_gemma":[0.09518433,0.001017124,0.004607798,0.001785034,0.003743174,0.01507736,0.005311246,0.03550829,0.005502961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005702543,"about_ca_system_score_gemma":0.03464286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01912436,"about_ca_topic_score_gemma":0.03760671,"domain_scores_codex":[0.9822375,0.01061474,0.002106244,0.00118001,0.002933914,0.0009274678],"domain_scores_gemma":[0.856325,0.08732924,0.006061063,0.004666938,0.02855087,0.01706692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001324907,0.0007379659,0.001986665,0.003752412,0.0001880051,0.0005517648,0.001139152,0.0004086953,0.0003096856,0.008419325,0.6064482,0.3759257],"study_design_scores_gemma":[0.0004840625,0.0002842375,0.007268821,0.03263622,0.0003752533,0.001235358,0.004797279,0.0005733745,0.000196069,0.03342368,0.918484,0.0002416992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006413216,0.03979808,0.002766722,0.9472532,0.004357968,0.0001104283,0.0001461246,0.0002173994,0.004708759],"genre_scores_gemma":[0.01729313,0.1934204,0.0709467,0.6831064,0.02331256,0.001390623,0.0008433519,0.000289376,0.009397362],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02739773,"threshold_uncertainty_score":0.132259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982210093905279,"score_gpt":0.319382346086405,"score_spread":0.2995602451473522,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}