{"id":"W3202611737","doi":"10.1016/j.genhosppsych.2021.09.011","title":"Mental disorders during the perinatal period: Results from a nationally representative study","year":2021,"lang":"en","type":"article","venue":"General Hospital Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto; University of Manitoba","funders":"University of Manitoba","keywords":"Medicine; Pregnancy; Odds ratio; Mental health; Postpartum period; Bipolar disorder; Obstetrics; Odds; Alcohol use disorder; Psychiatry; Logistic regression; Internal medicine; Alcohol; Mood","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":[0.001092509,0.0003678791,0.0004447417,0.000749788,0.0007792109,0.0009432376,0.0005379589,0.0007538088,0.0006916038],"category_scores_gemma":[0.003429959,0.0006102735,0.0005739852,0.001909867,0.0002640417,0.0007105532,0.00115389,0.000858458,0.0002025004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008117507,"about_ca_system_score_gemma":0.0007754986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08158609,"about_ca_topic_score_gemma":0.1194142,"domain_scores_codex":[0.9990513,0.0003598356,0.0001128868,0.0001701809,0.0001247698,0.0001809799],"domain_scores_gemma":[0.9987817,0.0002169959,0.0004620482,0.00009321856,0.0002089598,0.0002369982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003508098,0.00007598368,0.9982287,0.00001729298,0.00006654355,0.00007945528,0.000424391,0.00001115376,0.00007483456,0.000007117215,0.0001297607,0.0008497964],"study_design_scores_gemma":[0.000002858803,0.00003415825,0.9988167,0.000007394401,0.00002264001,0.00006358165,0.0009710058,0.00001173289,0.00001040688,0.000002285043,0.00005577684,0.000001412489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982748,0.0001862241,0.00005206683,0.00005550737,0.0000050067,0.00003969681,0.001043221,0.000001464377,0.0003420568],"genre_scores_gemma":[0.9977213,0.0004437156,0.0001677077,0.0001535613,0.00000788687,0.00007493023,0.001227537,0.000002584717,0.0002008872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08158609,"threshold_uncertainty_score":0.1622224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008732851100132407,"score_gpt":0.2906236548790361,"score_spread":0.2818908037789037,"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."}}