{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002671841,0.0001765496,0.0002974178,0.001161107,0.0002758242,0.0005044792,0.0003531904,0.0003183001,0.0007699394],"category_scores_gemma":[0.009315191,0.00021319,0.0005495771,0.001230587,0.0002583491,0.0004149106,0.0006871534,0.0005716215,0.0001086191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003492286,"about_ca_system_score_gemma":0.0003821818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007991925,"about_ca_topic_score_gemma":0.01425488,"domain_scores_codex":[0.9983805,0.0005998234,0.0002963047,0.0001171048,0.0004671068,0.0001389953],"domain_scores_gemma":[0.9913292,0.001312039,0.005700493,0.0002090358,0.000814679,0.0006345942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003468203,0.00001950574,0.9947202,0.0000621717,0.0001232677,0.00001914589,0.0004599618,0.00005073715,0.00005505943,0.00001648821,0.0004550889,0.003983695],"study_design_scores_gemma":[0.000002032381,0.00001838428,0.9993839,0.0000230161,0.00001133614,0.0000316944,0.0003049226,0.00004063874,0.00001131217,0.000006167288,0.0001644349,0.000002262759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936696,0.001199178,0.0001413587,0.0005898452,0.0000214203,0.00004345485,0.002955298,0.00000865136,0.001371172],"genre_scores_gemma":[0.9979135,0.0004930125,0.0001412691,0.0001029097,0.00002041209,0.00002974533,0.001197218,0.00000208909,0.00009970581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007991925,"threshold_uncertainty_score":0.01589078,"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."}}