{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002454105,0.0001185833,0.0003280648,0.0001417373,0.0001093784,0.000008360787,0.00003254354,0.00006159692,0.000009851004],"category_scores_gemma":[0.0001319767,0.00008119499,0.0000475854,0.00006084801,0.00007739609,0.0001340042,0.000008476602,0.0001133934,1.526438e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005140775,"about_ca_system_score_gemma":0.00003126004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002270103,"about_ca_topic_score_gemma":0.00001907043,"domain_scores_codex":[0.9991019,0.00002467795,0.000435989,0.000137743,0.0001432852,0.0001564242],"domain_scores_gemma":[0.9991242,0.0002632473,0.000239208,0.00009047956,0.0001350024,0.0001478107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0177087,0.0003888138,0.887468,0.005199029,0.0006229679,0.00003815092,0.001002925,0.000003493584,0.004595712,0.0002554534,0.02740163,0.05531514],"study_design_scores_gemma":[0.01739096,0.003857562,0.9135958,0.02222396,0.0009189839,0.0003000271,0.00008213726,0.0003981417,0.002582006,0.000902598,0.03762197,0.0001258431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646154,0.01364312,0.005472667,0.0142658,0.0009547296,0.0008832509,0.00003435899,0.00001387962,0.0001168052],"genre_scores_gemma":[0.9843167,0.006262345,0.003532798,0.003117773,0.0003700464,0.00006132123,0.00002115196,0.00001871095,0.002299152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05518929,"threshold_uncertainty_score":0.3311036,"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."}}