{"id":"W2752259647","doi":"10.1371/journal.pone.0184268","title":"The direct healthcare costs associated with psychological distress and major depression: A population-based cohort study in Ontario, Canada","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Institute for Clinical Evaluative Sciences; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Distress; Population; Depression (economics); Health care; Mental health; Psychiatry; Medicine; Major depressive disorder; Quality of life (healthcare); Clinical psychology; Environmental health; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000682026,0.0004782189,0.0006127435,0.001436769,0.003121317,0.001502985,0.001301899,0.0006138006,0.001685675],"category_scores_gemma":[0.001807538,0.000610565,0.001135243,0.004932716,0.0007028325,0.0006833167,0.0009426659,0.0008175977,0.0001994988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0371672,"about_ca_system_score_gemma":0.03053512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9961576,"about_ca_topic_score_gemma":0.9973792,"domain_scores_codex":[0.9989824,0.00006922176,0.00009593568,0.0001570382,0.0003938873,0.0003014606],"domain_scores_gemma":[0.9983258,0.00007531632,0.0004403979,0.00006545181,0.0006884158,0.0004044935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004484173,0.00002885407,0.9965298,0.00003872717,0.00009245778,0.00008908689,0.0005316949,0.00008241485,0.00008419973,0.00007904954,0.0008822808,0.001516551],"study_design_scores_gemma":[0.00001178333,0.00001530367,0.9982748,0.00003474643,0.00004500533,0.0000568354,0.0006144394,0.0002686775,0.00001393037,0.00002780822,0.0006253871,0.00001129757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879791,0.001635934,0.0002002544,0.0006885023,0.00002157622,0.0001248373,0.007382224,0.00001088654,0.001956843],"genre_scores_gemma":[0.995577,0.0009714052,0.0002332489,0.0002283194,0.00001152523,0.00004210796,0.001914919,0.000005535417,0.001016035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0371672,"threshold_uncertainty_score":0.2696682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06139114636580661,"score_gpt":0.3462255931004102,"score_spread":0.2848344467346036,"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."}}