{"id":"W3133468218","doi":"10.1111/bdi.13066","title":"Perceived helpfulness of bipolar disorder treatment: Findings from the World Health Organization World Mental Health Surveys","year":2021,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Fogarty International Center; National Institute on Drug Abuse; National Institute of Mental Health; Fundação para a Ciência e a Tecnologia; AstraZeneca; Pfizer Foundation; Servier; Saudi Basic Industries Corporation; John D. and Catherine T. MacArthur Foundation; Eli Lilly and Company; U.S. Public Health Service; Alcohol Advisory Council of New Zealand; Pan American Health Organization; Novartis; GlaxoSmithKline; Calouste Gulbenkian Foundation; Substance Abuse and Mental Health Services Administration; Ministerio de Salud de la Nación; Ministry of Health, New Zealand; Bristol-Myers Squibb; King Saud University; John W. Alden Trust; Pfizer; Health Research Council of New Zealand; Department of Health and Ageing, Australian Government; King Abdulaziz City for Science and Technology; Robert Wood Johnson Foundation","keywords":"Helpfulness; Bipolar disorder; Mental health; Psychiatry; Psychology; Treatment of bipolar disorder; Clinical psychology; Mania; Social psychology; Mood","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":[0.0004768739,0.0005210903,0.0009081605,0.0002782426,0.0007456688,0.00006049978,0.0002245949,0.00009717693,0.001296088],"category_scores_gemma":[0.00010364,0.0003912945,0.0003092408,0.00228128,0.0002016681,0.0001581126,0.0001103029,0.0002879184,0.00007195668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005270506,"about_ca_system_score_gemma":0.001053369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0154491,"about_ca_topic_score_gemma":0.2349993,"domain_scores_codex":[0.9963246,0.0008952932,0.0007630187,0.0007449355,0.0005655461,0.0007066204],"domain_scores_gemma":[0.9980626,0.0002645605,0.0002982533,0.0008663801,0.0001683325,0.0003399392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004012526,0.001724945,0.7952244,0.00008115517,0.000540917,0.000001799677,0.003251676,0.000005359105,0.0002765044,0.0002773785,0.001192422,0.1973833],"study_design_scores_gemma":[0.003189615,0.0003258262,0.666266,0.0001411381,0.0001251317,0.000008741873,0.001094444,0.00003007274,0.0006283835,0.00006723549,0.3278888,0.0002346443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3814951,0.5242113,0.001536601,0.08654832,0.000838738,0.002940207,0.001835652,0.0003217925,0.0002722928],"genre_scores_gemma":[0.9275005,0.05964172,0.0006750525,0.001563379,0.0001192337,0.00006119663,0.006476621,0.0001823532,0.00377998],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5460054,"threshold_uncertainty_score":0.9998539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519978292988624,"score_gpt":0.2723689398735801,"score_spread":0.2571691569436939,"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."}}