{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004094368,0.0002635811,0.00038981,0.001790957,0.000486889,0.0008050784,0.000515776,0.0008924264,0.001183513],"category_scores_gemma":[0.0165288,0.0003696046,0.001233921,0.001703975,0.0005929512,0.00112861,0.001307077,0.001307475,0.0001472827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006915627,"about_ca_system_score_gemma":0.000654579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02171103,"about_ca_topic_score_gemma":0.03286804,"domain_scores_codex":[0.9980901,0.0008192415,0.0003318961,0.0001201786,0.0004363753,0.0002021916],"domain_scores_gemma":[0.9828451,0.004979082,0.008303953,0.0005168711,0.001537561,0.001817613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005116892,0.0001124944,0.9958008,0.00003302136,0.0001388244,0.00002441599,0.0007071742,0.00007563394,0.0000441229,0.00002950174,0.000255888,0.002726978],"study_design_scores_gemma":[0.000003020535,0.00003225984,0.9990618,0.0000122508,0.00002034698,0.00002145254,0.0006126222,0.00006656523,0.00001613226,0.00001061517,0.0001393281,0.000003549775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961739,0.0004572928,0.00008127742,0.0005666002,0.0000183843,0.00003068321,0.001200012,0.000006381396,0.001465469],"genre_scores_gemma":[0.9988742,0.0002800789,0.00009176924,0.0001282076,0.00001265144,0.00001717658,0.0004399361,0.000002502727,0.0001534575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02171103,"threshold_uncertainty_score":0.04316932,"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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