{"id":"W2069835531","doi":"10.1176/appi.ap.34.6.414","title":"Meeting the Global Mental Health Challenge","year":2010,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Mental health; Global mental health; Psychology; MEDLINE; Medical education; Psychiatry; Medicine; Political science","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002451343,0.0008600996,0.001070037,0.0001000564,0.003589033,0.00001656059,0.002283231,0.01007887,0.0008287403],"category_scores_gemma":[0.0001575052,0.0006291123,0.0003080002,0.0004962845,0.0002773474,0.0001308904,0.0006380233,0.05440613,0.002555389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315249,"about_ca_system_score_gemma":0.003194104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001876257,"about_ca_topic_score_gemma":0.001584441,"domain_scores_codex":[0.9903536,0.001911157,0.002199269,0.001128373,0.001237306,0.003170232],"domain_scores_gemma":[0.9953436,0.0005559872,0.002085077,0.001459535,0.0001203636,0.0004354442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002038774,0.00001832247,0.01234729,0.0009774267,0.00004987484,0.000003688453,0.001380809,1.58529e-7,1.832293e-7,0.002270674,0.9816413,0.001289908],"study_design_scores_gemma":[0.0005869536,0.0000817461,0.0005121432,0.003498869,0.00003642398,0.00002469163,0.00211493,0.000007804074,4.773755e-8,0.0106868,0.9819608,0.0004887271],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008267087,0.02969384,0.000003996859,0.8716309,0.03772512,0.002821557,0.000529406,0.0004947294,0.05627375],"genre_scores_gemma":[0.0004303089,0.007376682,0.0007028172,0.9372224,0.04783208,0.0003309801,0.0005927755,0.0001572003,0.005354718],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06559155,"threshold_uncertainty_score":0.999616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04305793171601238,"score_gpt":0.4372815940171539,"score_spread":0.3942236623011415,"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."}}