{"id":"W2619300459","doi":"10.4088/jcp.17lr11458","title":"A Potential Gap in the Perinatal Depression Treatment Cascade","year":2017,"lang":"en","type":"letter","venue":"The Journal of Clinical Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada); McMaster University; University of Toronto","funders":"","keywords":"Depression (economics); Cascade; Psychology; Psychiatry; Medicine; Psychotherapist","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":[0.004244165,0.0003707503,0.0006785655,0.0005944454,0.004005059,0.002851112,0.001485128,0.01787461,0.005861236],"category_scores_gemma":[0.04084625,0.0003961745,0.0006904079,0.0004871766,0.002727874,0.005377399,0.002023796,0.02749148,0.002013206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00554412,"about_ca_system_score_gemma":0.00517635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005682242,"about_ca_topic_score_gemma":0.008764527,"domain_scores_codex":[0.9960369,0.001880147,0.0004147975,0.0003749657,0.000848451,0.0004447287],"domain_scores_gemma":[0.9845238,0.009460467,0.001268718,0.0004405076,0.002499762,0.001806686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001446769,0.0001408409,0.006004781,0.0002459008,0.00004464179,0.0288499,0.002281391,0.0002908399,0.0003084909,0.02771151,0.8726465,0.0613306],"study_design_scores_gemma":[0.0002660534,0.0002591814,0.007165513,0.00347416,0.0001071456,0.05888535,0.009481133,0.002643905,0.0006820164,0.1027658,0.8140906,0.0001791304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001237868,0.001316668,0.0001210384,0.9902593,0.005221473,0.000006334241,0.00001566859,0.00001027989,0.001811355],"genre_scores_gemma":[0.04522532,0.004976373,0.0007665915,0.895722,0.05023758,0.00005020453,0.00003989723,0.00003238013,0.002949681],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01787461,"threshold_uncertainty_score":0.04022563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08072122062775987,"score_gpt":0.4324202473294363,"score_spread":0.3516990267016764,"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."}}