{"id":"W3214457951","doi":"10.1016/j.drugalcdep.2021.109158","title":"Perceived helpfulness of treatment for alcohol use disorders: Findings from the World Mental Health Surveys","year":2021,"lang":"en","type":"article","venue":"Drug and Alcohol Dependence","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital","funders":"National Institute of Mental Health; Consejería de Sanidad y Política Social, Comunidad Autónoma de la Región de Murcia; EEA Grants; Pfizer; Fundação para a Ciência e a Tecnologia; Executive Agency for Health and Consumers; Pan American Health Organization; John W. Alden Trust; Substance Abuse and Mental Health Services Administration; University of New South Wales; Health Research Council of New Zealand; Servier; Ministerstwo Zdrowia; Ministerio de Salud; EEA Grants/Norway Grants; Ministerio de Ciencia y Tecnología; Departament d'Innovació, Universitats i Empresa, Generalitat de Catalunya; Regione Piemonte; Ministry of Health, Labour and Welfare; Fundação Champalimaud; Fundación para la Formación e Investigación Sanitarias de la Región de Murcia; Instituto Nacional de Psiquiatría Ramón de la Fuente Muñiz; NSW Ministry of Health; Department of Health and Aged Care, Australian Government; National Insurance Institute of Israel; Consejo Nacional de Ciencia y Tecnología; Generalitat de Catalunya; National Health and Medical Research Council; Instituto de Salud Carlos III; Pfizer Foundation; European Commission; AstraZeneca; Fundação de Amparo à Pesquisa do Estado de São Paulo; H. Lundbeck A/S; Department of Health and Ageing, Australian Government; Departament de Salut, Generalitat de Catalunya; University of Michigan; Ministerio de Sanidad, Consumo y Bienestar Social; Ministry of Health, New Zealand; World Health Organization; Public Health Agency; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Servicio Murciano de Salud; GlaxoSmithKline; Ministerio de Salud de la Nación; Bristol-Myers Squibb; U.S. Public Health Service; Ministry of Public Health; National Institute on Drug Abuse; National Drug and Alcohol Research Centre; John D. and Catherine T. MacArthur Foundation; Eli Lilly and Company; Fogarty International Center; National Institutes of Health; Robert Wood Johnson Foundation","keywords":"Helpfulness; Mental health; Psychiatry; Psychology; Addiction; Clinical psychology; Medicine; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004476342,0.0002587159,0.0003938619,0.00005311961,0.0005309386,0.00008218802,0.0002018323,0.00005531356,0.0005452515],"category_scores_gemma":[0.00001871535,0.0001822159,0.000130419,0.0002058278,0.0001099271,0.0002019277,0.00007226246,0.0001073487,0.00002314695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001249834,"about_ca_system_score_gemma":0.00007758015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0125774,"about_ca_topic_score_gemma":0.02369218,"domain_scores_codex":[0.997879,0.000506744,0.0004006151,0.0005770624,0.0001869968,0.0004495283],"domain_scores_gemma":[0.9983221,0.0009186238,0.0001603308,0.0004021541,0.00004499775,0.0001517488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005053454,0.001706222,0.7488871,0.0001225593,0.000597648,0.00002755311,0.02024856,0.000004554281,0.000739879,0.002443912,0.009459533,0.2152572],"study_design_scores_gemma":[0.006476989,0.0003373845,0.9740302,0.0002322098,0.00008938999,0.00001470144,0.00635919,0.00008879355,0.002809145,0.0006387416,0.008556684,0.0003665602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897807,0.002369759,0.00007831632,0.004557821,0.000670453,0.001125703,0.001042233,0.00003101465,0.0003440039],"genre_scores_gemma":[0.9889611,0.0005254279,0.0002215732,0.0006255416,0.00007705102,0.000266015,0.0005455914,0.00002554927,0.008752122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2251431,"threshold_uncertainty_score":0.9941229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07918607911477912,"score_gpt":0.3827970983172659,"score_spread":0.3036110192024868,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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