{"id":"W3201732206","doi":"10.1017/s0033291721003160","title":"Antidepressant use in low- middle- and high-income countries: a World Mental Health Surveys report","year":2021,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Treatment of Major Depression","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute on Drug Abuse; National Institute of Mental Health; Consejería de Sanidad y Política Social, Comunidad Autónoma de la Región de Murcia; Instituto de Salud Carlos III; Fundação para a Ciência e a Tecnologia; Pan American Health Organization; Substance Abuse and Mental Health Services Administration; Ministerio de Salud; H. Lundbeck A/S; Servier; Regione Piemonte; Bristol-Myers Squibb; Servicio Murciano de Salud; Ministerio de Salud de la Nación; Ministerio de Ciencia y Tecnología; GlaxoSmithKline; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministry of Health, Labour and Welfare; John W. Alden Trust; Universidade de Lisboa; National Insurance Institute of Israel; Fogarty International Center; Bundesministerium für Gesundheit; Generalitat de Catalunya; Pfizer Foundation; AstraZeneca; Fundação de Amparo à Pesquisa do Estado de São Paulo; Executive Agency for Health and Consumers; Vistagen Therapeutics; Fundação Champalimaud; Fakultet Medicinskih Nauka, Univerziteta U Kragujevcu; Fundación para la Formación e Investigación Sanitarias de la Región de Murcia; European Commission; World Health Organization; U.S. Public Health Service; John D. and Catherine T. MacArthur Foundation; Eli Lilly and Company; Pfizer; Universidad CES; Robert Wood Johnson Foundation","keywords":"Mental health; Antidepressant; Low and middle income countries; Psychiatry; Psychology; Medicine; Environmental health; Developing country; Economic growth; Economics; Anxiety","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":[0.001462249,0.000295622,0.0009620736,0.0002316552,0.00008459434,0.00002029463,0.00008582417,0.0001338298,0.0008574135],"category_scores_gemma":[0.0009447362,0.000192256,0.00005655213,0.0005377732,0.0003330445,0.0001102823,0.0001003916,0.0004153375,0.00002223156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001398383,"about_ca_system_score_gemma":0.000035123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00036522,"about_ca_topic_score_gemma":0.000420266,"domain_scores_codex":[0.9966806,0.0004918916,0.0008449571,0.0008766419,0.000625153,0.0004807566],"domain_scores_gemma":[0.9981174,0.0004421457,0.0002198155,0.000679304,0.00009575146,0.000445595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005041963,0.0009887631,0.9741834,0.0002197077,0.00006621637,0.01314936,0.0002035262,6.397867e-7,0.0005284449,0.0001550757,0.00517274,0.004827898],"study_design_scores_gemma":[0.008731395,0.0008711791,0.9818316,0.00251243,0.00003516633,0.002612474,0.00007063443,0.00001454931,0.0001346841,0.0001558079,0.002868494,0.0001616602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557888,0.00406558,0.0001321317,0.03750693,0.0006954694,0.0006323735,0.00002408757,0.0001197036,0.001034955],"genre_scores_gemma":[0.9899992,0.00173549,0.001130484,0.004012628,0.0002182672,0.00003186669,0.0002312556,0.00002687001,0.00261396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03421041,"threshold_uncertainty_score":0.9388077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06673369893008131,"score_gpt":0.367753062514025,"score_spread":0.3010193635839437,"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."}}