{"id":"W4239700635","doi":"10.1056/nejmcp1607649","title":"Postpartum Depression","year":2016,"lang":"en","type":"review","venue":"New England Journal of Medicine","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":481,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Women's College Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Postpartum depression; Depression (economics); Pharmacotherapy; Social support; Psychiatry; Functional impairment; Postpartum period; Pregnancy; Pediatrics; Psychotherapist; Psychology","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":[0.0009324592,0.0003980074,0.00265906,0.0004123475,0.00004869052,0.000006765625,0.0002371159,0.0002539911,0.0009044443],"category_scores_gemma":[0.0003313727,0.0001803189,0.0003695494,0.0001369262,0.00008468192,0.00007867106,0.00004571266,0.0008231224,0.00008815243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001308662,"about_ca_system_score_gemma":0.0006722441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001353573,"about_ca_topic_score_gemma":0.000001036292,"domain_scores_codex":[0.9970337,0.000219358,0.001511956,0.0002121567,0.0006798223,0.000342971],"domain_scores_gemma":[0.9968809,0.000450796,0.001337062,0.0003292242,0.0001439922,0.0008580037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005443686,0.00003798126,0.0001080727,0.03570939,0.0001486166,0.001023991,0.00006645595,9.914924e-9,0.000001472161,0.00002898422,0.005233335,0.9570974],"study_design_scores_gemma":[0.0101103,0.0009550349,0.00003596115,0.3709295,0.0007915008,0.01375087,0.000002150676,5.77055e-8,0.000005402613,0.00008000244,0.6032428,0.00009638094],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000339271,0.9922109,0.00005897616,0.002100096,0.002972684,0.0003904795,0.000008181132,0.00001776565,0.002207052],"genre_scores_gemma":[0.0001040934,0.9816006,0.0001335915,0.0003366486,0.01288644,0.000003547142,0.00001341755,0.00005463191,0.004866977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.957001,"threshold_uncertainty_score":0.990303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04963149809306877,"score_gpt":0.3740355610005281,"score_spread":0.3244040629074593,"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."}}