{"id":"W4386725609","doi":"10.3122/jabfm.2023.230061r1","title":"Perinatal Depression: A Guide to Detection and Management in Primary Care","year":2023,"lang":"en","type":"article","venue":"The Journal of the American Board of Family Medicine","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canada Research Chairs","keywords":"Medicine; Sertraline; Escitalopram; Edinburgh Postnatal Depression Scale; Pediatrics; Psychiatry; Antidepressant; Cognition; Anxiety","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":[0.0005254053,0.00009350716,0.0003473122,0.0001854235,0.00005528698,0.00000169127,0.0001845448,0.00001396318,0.000002900641],"category_scores_gemma":[0.00004426158,0.0000453442,0.00004407772,0.0004283023,0.0001960801,0.00002703871,0.0001392606,0.0001959282,0.00000220817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102982,"about_ca_system_score_gemma":0.00002923797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003513472,"about_ca_topic_score_gemma":0.00001607684,"domain_scores_codex":[0.9988041,0.0001113896,0.0004224513,0.0000775533,0.0004253732,0.000159165],"domain_scores_gemma":[0.9991912,0.00009391086,0.0003223983,0.0002284662,0.00005985154,0.0001041432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02914098,0.0001909573,0.3289882,0.01689829,0.0004787295,0.001027713,0.02215358,0.000440729,0.1121741,0.00002939406,0.005689855,0.4827875],"study_design_scores_gemma":[0.001344488,0.001198095,0.9813491,0.006759228,0.0001058207,0.000274483,0.004114673,0.00001332913,0.002424649,0.0000131902,0.002358269,0.00004470759],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929571,0.001750342,0.0000285174,0.003343784,0.0003360809,0.0003216052,0.00000158516,0.000008413263,0.001252581],"genre_scores_gemma":[0.994352,0.002897213,0.0001843101,0.002109562,0.0001251326,0.000005231228,3.347357e-7,0.00001062984,0.0003155711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6523609,"threshold_uncertainty_score":0.1849083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149721526516346,"score_gpt":0.3287552890098071,"score_spread":0.3072580737446436,"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."}}