{"id":"W3192059233","doi":"10.1186/s12888-021-03363-3","title":"Perceived helpfulness of treatment for generalized anxiety disorder: a World Mental Health Surveys report","year":2021,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Instituto de Salud Carlos III; Executive Agency for Health and Consumers; Ministerio de Salud; H. Lundbeck A/S; Regione Piemonte; Servier; Ministerio de Ciencia y Tecnología; Ministry of Health, Labour and Welfare; Generalitat de Catalunya; GlaxoSmithKline; Public Health Agency; Universidad CES; National Insurance Institute of Israel; Pan American Health Organization; Fundação de Amparo à Pesquisa do Estado de São Paulo; Fogarty International Center; National Institute of Mental Health; Pfizer; Australian Government; European Commission; Ministerio de Salud de la Nación; AstraZeneca; Eli Lilly and Company","keywords":"Helpfulness; Generalized anxiety disorder; Psychiatry; Mental health; Medicine; Anxiety; Clinical psychology; Psychology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000870909,0.000554066,0.00089671,0.000409465,0.0003635185,0.00004430953,0.0002768026,0.0001816062,0.001570848],"category_scores_gemma":[0.0001695049,0.0004994499,0.0006078632,0.001360001,0.0001256624,0.0001221966,0.00007285007,0.0001463587,0.00005954092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030379,"about_ca_system_score_gemma":0.001256013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009505268,"about_ca_topic_score_gemma":0.005872187,"domain_scores_codex":[0.9954729,0.000993262,0.001074844,0.001357186,0.0003435864,0.0007582369],"domain_scores_gemma":[0.9971829,0.0002180233,0.0007840629,0.001072527,0.0004546328,0.0002878394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005091113,0.004369171,0.8866675,0.0002510563,0.0006143929,0.000003253796,0.001151962,0.000006086929,0.00008463477,0.001051093,0.03481994,0.07047176],"study_design_scores_gemma":[0.01560962,0.0009225868,0.738193,0.0001796411,0.0002682209,0.0002878832,0.00417897,0.00004161125,0.0003791782,0.002810515,0.2363189,0.0008097945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8098695,0.06291784,0.07825015,0.006151633,0.02355423,0.004558856,0.002491236,0.0004679942,0.01173857],"genre_scores_gemma":[0.8666738,0.01420632,0.06279548,0.001043456,0.001833859,0.002360836,0.003527832,0.0003079051,0.04725054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.201499,"threshold_uncertainty_score":0.9997457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0520028991721119,"score_gpt":0.3714716879151447,"score_spread":0.3194687887430329,"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."}}