{"id":"W4321600440","doi":"10.1177/10398562231154806","title":"The new World Mental Health Report: Believing impossible things","year":2023,"lang":"en","type":"article","venue":"Australasian Psychiatry","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Psychiatry; Mental health; Global mental health; Psychological intervention; Equity (law); Mental illness; Schizophrenia (object-oriented programming); Global health; Distress; Medicine; Psychology; Bipolar disorder; Public health; Clinical psychology; Nursing; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01305247,0.0002529011,0.0006757305,0.0004029358,0.001134986,0.0002755595,0.0005062572,0.0001107668,0.0003326559],"category_scores_gemma":[0.0005666995,0.0002679695,0.0002168067,0.0008639469,0.00007914363,0.0006084269,0.00008674036,0.0003755118,0.005750448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004444896,"about_ca_system_score_gemma":0.000775906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285988,"about_ca_topic_score_gemma":0.001726699,"domain_scores_codex":[0.9938306,0.0001714672,0.004214404,0.0007062752,0.0001570112,0.0009202232],"domain_scores_gemma":[0.9957837,0.0003035846,0.002534895,0.0009106243,0.00002031561,0.0004468225],"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":[0.000005152417,0.00002162423,0.07531736,0.00008765734,0.00004197774,0.000001819012,0.001231945,0.00001523861,5.401961e-7,0.103557,0.8193434,0.0003762236],"study_design_scores_gemma":[0.0006492983,0.00006780292,0.09560001,0.0001471032,0.000004051957,0.00005979744,0.002755419,0.0003346851,0.000001287702,0.05912358,0.8408801,0.0003768603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02085302,0.003608885,0.0002172718,0.9476683,0.008434289,0.0009641132,0.0001063105,0.0003927974,0.01775507],"genre_scores_gemma":[0.4070225,0.001881867,0.02462289,0.1272168,0.01107162,0.0003354007,0.000716932,0.0004751347,0.4266569],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8204514,"threshold_uncertainty_score":0.9999772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1709315243387445,"score_gpt":0.4281135066123021,"score_spread":0.2571819822735576,"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."}}