{"id":"W2920827634","doi":"10.1017/s1092852919000221","title":"28 How is Postpartum Depression Currently Diagnosed and Managed? Insights from a Virtual Patient Simulation","year":2019,"lang":"en","type":"article","venue":"CNS Spectrums","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Regional Health Centre; Royal Victoria Hospital; University Health Network; University of Toronto; Centre for Addiction and Mental Health; Royal Ottawa Mental Health Centre","funders":"Sage Therapeutics","keywords":"Medicine; Medical diagnosis; Postpartum depression; Continuing medical education; Primary care; Virtual patient; Depression (economics); Clinical Practice; Test (biology); Family medicine; Continuing education; Medical education; Pregnancy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001970077,0.0001875553,0.000187517,0.0004034725,0.0006469918,0.001835527,0.0006493574,0.0006983125,0.001901134],"category_scores_gemma":[0.01120383,0.0001401168,0.0002735735,0.000193527,0.0006185495,0.000787583,0.001551574,0.0006587848,0.000165921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009145474,"about_ca_system_score_gemma":0.001237343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003188251,"about_ca_topic_score_gemma":0.005051982,"domain_scores_codex":[0.9979418,0.001677237,0.00005217142,0.00007230268,0.0001145438,0.0001419135],"domain_scores_gemma":[0.9945885,0.003918922,0.0003820162,0.0001419553,0.0002235362,0.0007451385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001288297,0.004868832,0.6744608,0.000452955,0.0002587193,0.008649195,0.1035974,0.0256668,0.00326207,0.008009213,0.01412287,0.1553629],"study_design_scores_gemma":[0.0003791464,0.008192516,0.3222673,0.001166359,0.0003681604,0.01356531,0.3762668,0.1841561,0.00464353,0.02099465,0.06759933,0.0004008913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988498,0.0001879168,0.002148455,0.002724948,0.00003701095,0.00005097744,0.0001131917,0.00002527309,0.006214246],"genre_scores_gemma":[0.99828,0.0001398879,0.001008587,0.000187074,0.00001137933,0.00001787141,0.00004774995,0.00000270406,0.0003047514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003188251,"threshold_uncertainty_score":0.01041889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168593489505215,"score_gpt":0.2574430301704657,"score_spread":0.2457570952754135,"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."}}