{"id":"W2793786682","doi":"10.1016/j.eurpsy.2017.12.004","title":"Disability and common mental disorders: Results from the World Mental Health Survey Initiative Portugal","year":2018,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; Fogarty International Center; Pan American Health Organization; National Institute on Drug Abuse; Pfizer Foundation; U.S. Public Health Service; Bristol-Myers Squibb; Eli Lilly and Company; Fundação Champalimaud; Ministry of Health, British Columbia; GlaxoSmithKline","keywords":"CIDI; Prevalence of mental disorders; Anxiety; Psychiatry; Mental health; Mood disorders; Psychological intervention; Bipolar disorder; Mood; Clinical psychology; Major depressive disorder; National Comorbidity Survey; Medicine; Generalized anxiety disorder; Logistic regression; Psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00168235,0.0003958332,0.0004391333,0.00346676,0.0002957975,0.0007934031,0.0003336402,0.0002853419,0.001288241],"category_scores_gemma":[0.004027201,0.0001863048,0.001111894,0.002804289,0.0001942143,0.0003213048,0.0009324827,0.0004110186,0.0003046348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006461202,"about_ca_system_score_gemma":0.0005990892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01730554,"about_ca_topic_score_gemma":0.02027019,"domain_scores_codex":[0.9988273,0.0002954106,0.0002092355,0.0001273646,0.0004029302,0.000137858],"domain_scores_gemma":[0.9978337,0.0004217068,0.001130787,0.0001005203,0.0002979873,0.0002154375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008954755,0.00006765925,0.989994,0.000234521,0.0001298226,0.00005374286,0.0002697158,0.0001616673,0.00007232037,0.00006536998,0.001636139,0.00722552],"study_design_scores_gemma":[0.000004910679,0.00002240393,0.9987191,0.00005965944,0.00002194539,0.00006579966,0.0002210141,0.00006376178,0.00001779668,0.00002182529,0.0007783762,0.00000343062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9189504,0.004417271,0.000522205,0.0004741118,0.0001040439,0.0002130345,0.06375506,0.0000402075,0.01152355],"genre_scores_gemma":[0.964471,0.002706632,0.0007254086,0.0001153673,0.00008103099,0.0002258938,0.03073063,0.00002003646,0.000923958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01730554,"threshold_uncertainty_score":0.03440964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05534024293827114,"score_gpt":0.3777215295797328,"score_spread":0.3223812866414616,"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."}}