{"id":"W3153772853","doi":"10.1016/j.jad.2021.04.001","title":"Perceived helpfulness of treatment for specific phobia: Findings from the World Mental Health Surveys","year":2021,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Institute of Mental Health; Consejería de Sanidad y Política Social, Comunidad Autónoma de la Región de Murcia; Fundação para a Ciência e a Tecnologia; Health Research Council of New Zealand; John W. Alden Trust; Substance Abuse and Mental Health Services Administration; H. Lundbeck A/S; Regione Piemonte; King Faisal Specialist Hospital and Research Centre; Ministry of Health, Labour and Welfare; Fundação Champalimaud; United Nations Development Programme; Fundación para la Formación e Investigación Sanitarias de la Región de Murcia; Instituto Nacional de Psiquiatría Ramón de la Fuente Muñiz; Alcohol Advisory Council of New Zealand; EEA Grants; Saudi Basic Industries Corporation; King Abdulaziz City for Science and Technology; Institut Servier; Ministerio de Salud de la Nación; Consejo Nacional de Ciencia y Tecnología; AstraZeneca Schweiz; GlaxoSmithKline; U.S. Department of Health and Human Services; Ministerio de Salud y Protección Social; Fundação Calouste Gulbenkian; Generalitat de Catalunya; Instituto de Salud Carlos III; Pfizer Foundation; European Commission; Fundação de Amparo à Pesquisa do Estado de São Paulo; Ministério da Ciência, Tecnologia e Ensino Superior; Ministerio de Ciencia, Innovación y Universidades; Pan American Health Organization; Celgene; Novartis; Ministry of Health, New Zealand; Institut de Recherches Servier; World Health Organization; Public Health Agency; Ministerio de Salud; King Saud University; Ministerio de Sanidad, Consumo y Bienestar Social; Human Genome Sciences; U.S. Public Health Service; Ministry of Public Health; Eli Lilly and Company; National Institute on Drug Abuse; John D. and Catherine T. MacArthur Foundation; Fogarty International Center; National Institutes of Health; Robert Wood Johnson Foundation","keywords":"Helpfulness; Mental health; Psychiatry; Population; Clinical psychology; Psychology; Persistence (discontinuity); Help-seeking; Epidemiology; Medicine; Recall; 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":[0.004479069,0.0002514369,0.0004434437,0.001353101,0.0004458819,0.000596131,0.0004449473,0.0008066384,0.0008608933],"category_scores_gemma":[0.02186983,0.0002775357,0.001101433,0.001107399,0.0005201339,0.0007960792,0.0008028034,0.001368969,0.0001167493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007204902,"about_ca_system_score_gemma":0.0006969118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007114634,"about_ca_topic_score_gemma":0.01214534,"domain_scores_codex":[0.9980348,0.0008013802,0.0003086901,0.0001110019,0.0005938559,0.0001503188],"domain_scores_gemma":[0.9828494,0.006541024,0.007203662,0.0005351101,0.001351268,0.001519548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001552246,0.0004012953,0.9901688,0.0000599641,0.0002169269,0.00003505914,0.0009672277,0.0001314058,0.0001479725,0.00004277349,0.0002941884,0.007379338],"study_design_scores_gemma":[0.000008812962,0.0001008528,0.9990878,0.00001248559,0.00002982225,0.00003663159,0.0004332705,0.0001041818,0.00003261168,0.00001497212,0.0001343855,0.000004269036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976364,0.0003473117,0.00007834285,0.0003746627,0.00001637252,0.00004643569,0.0004071198,0.000006043135,0.001087186],"genre_scores_gemma":[0.9992569,0.0001981744,0.0001163769,0.0001091413,0.00001006469,0.0000205949,0.0001924137,0.00000228537,0.00009407626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007114634,"threshold_uncertainty_score":0.02368784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03966600409738883,"score_gpt":0.3562368368308346,"score_spread":0.3165708327334457,"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."}}