{"id":"W149247514","doi":"10.4088/jcp.14com09766","title":"Reducing the Cost and Burden of Depression: Incorporate Heart and Get an Early Start","year":2015,"lang":"en","type":"letter","venue":"The Journal of Clinical Psychiatry","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Depression (economics); Psychiatry; Major depressive disorder; Psychology; Health care; Focus (optics); Psychotherapist; Medicine; Mood; Economics; Economic growth","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":[0.004028862,0.0007472941,0.001402429,0.001140006,0.002834888,0.005264794,0.001297753,0.03004199,0.01417694],"category_scores_gemma":[0.04457672,0.0004828612,0.00122305,0.0007060367,0.002670019,0.01051626,0.002596596,0.04098081,0.007234383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004481523,"about_ca_system_score_gemma":0.005435753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005093312,"about_ca_topic_score_gemma":0.009366477,"domain_scores_codex":[0.9967856,0.001242227,0.0003604746,0.0002413957,0.0009794614,0.0003907761],"domain_scores_gemma":[0.9840994,0.007917466,0.0007934212,0.0004716901,0.003307823,0.003410211],"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":[0.00003302538,0.00008551252,0.000612996,0.000118005,0.00002190959,0.0009613396,0.0001309838,0.00005352237,0.0001274517,0.002564269,0.971777,0.02351397],"study_design_scores_gemma":[0.0002585939,0.0002069284,0.00429499,0.002894563,0.00008345378,0.00420565,0.001470545,0.0006487583,0.000304824,0.03067349,0.9548026,0.0001556938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001513349,0.001789042,0.00007424958,0.9881077,0.008253673,0.000006681067,0.00001093211,0.00001393404,0.00159239],"genre_scores_gemma":[0.003407439,0.003932539,0.0004376797,0.9410853,0.04746547,0.00003217265,0.00001737943,0.00002188223,0.003600141],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03004199,"threshold_uncertainty_score":0.04742658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09785937375698617,"score_gpt":0.4369158634508947,"score_spread":0.3390564896939086,"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."}}