{"id":"W4406968883","doi":"10.1001/jamanetworkopen.2024.57324","title":"Antidepressant Use Before, During, and After Pregnancy","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Antidepressant; Pregnancy; Medicine; Obstetrics; Antidepressant medication; Cohort; Depression (economics); Psychiatry; Internal medicine; Anxiety; Biology; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001516744,0.000150762,0.0002910377,0.00004430319,0.0001411725,0.0001836354,0.0001581054,0.0001018881,0.000173126],"category_scores_gemma":[0.00002708022,0.0001235163,0.00003749247,0.0001321649,0.00004705631,0.0003408738,0.0005021744,0.0002134728,0.00002188108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003024242,"about_ca_system_score_gemma":0.00004323124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001668765,"about_ca_topic_score_gemma":0.0000777955,"domain_scores_codex":[0.9988663,0.00006306988,0.0002824803,0.0003089138,0.0001120602,0.0003671594],"domain_scores_gemma":[0.9993429,0.00004557093,0.00006599779,0.0003637897,0.0000320267,0.0001497285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001599423,0.00006623904,0.9908492,0.00210665,0.00005658066,0.000264424,0.0001079632,0.000003258652,0.000004106548,0.0008910785,0.001148649,0.002902458],"study_design_scores_gemma":[0.001766225,0.0001082197,0.9569641,0.03217023,0.000050582,0.00005743697,0.000005234059,0.00004050713,0.0002758712,0.0004946601,0.007967329,0.00009959519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826894,0.005286281,0.00001134484,0.001704766,0.0003971023,0.001205711,0.00001176756,0.00004469489,0.008648949],"genre_scores_gemma":[0.9641203,0.001048683,0.0006335994,0.002461259,0.0001670169,0.0001880389,0.00001048098,0.00001787881,0.03135278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03388506,"threshold_uncertainty_score":0.5036849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562281480284391,"score_gpt":0.3019799690565682,"score_spread":0.2863571542537243,"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."}}