{"id":"W2767910641","doi":"10.1071/ah16115","title":"A review of the economic impact of mental illness","year":2017,"lang":"en","type":"review","venue":"Australian Health Review","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":243,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mental Health Commission","keywords":"Mental illness; Psychological intervention; Economic impact analysis; Health economics; Mental health; Medicine; Psychiatry; Checklist; Quality of life (healthcare); Indirect costs; Gerontology; Psychology; Public health; Economics; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003679079,0.001462162,0.003239196,0.01084868,0.0005480951,0.003489824,0.001292727,0.001583411,0.008375835],"category_scores_gemma":[0.0262944,0.0006954061,0.003578872,0.01286558,0.0007062266,0.002329581,0.001339487,0.001680522,0.0005273819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006117099,"about_ca_system_score_gemma":0.008817279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01148102,"about_ca_topic_score_gemma":0.01753881,"domain_scores_codex":[0.996483,0.001115844,0.0009300194,0.0002153121,0.00106894,0.0001868641],"domain_scores_gemma":[0.9865994,0.009893849,0.001913296,0.0001250228,0.001294371,0.0001740602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002843164,0.00003965502,0.0008430281,0.5966861,0.002453516,0.0003193827,0.0002716494,0.0009782417,0.000126454,0.004822318,0.02633198,0.3668433],"study_design_scores_gemma":[0.00006387889,0.0001439846,0.005753323,0.7639196,0.004504465,0.001069882,0.0004305425,0.0001711133,0.0000799075,0.002621543,0.221201,0.00004075146],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000188274,0.9980164,0.00006951552,0.0006073417,0.0002103183,0.0000323185,0.0001703495,0.000002457728,0.0007029116],"genre_scores_gemma":[0.002020796,0.9973212,0.0001388955,0.0002305214,0.00009759383,0.00003476465,0.00006439471,0.000001435509,0.0000904945],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01148102,"threshold_uncertainty_score":0.04438293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3200930636737634,"score_gpt":0.5879237555776666,"score_spread":0.2678306919039032,"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."}}