{"id":"W3093941852","doi":"10.1001/jamanetworkopen.2020.20213","title":"The Early Burden of Disability in Individuals With Mood and Other Common Mental Disorders in Ontario, Canada","year":2020,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Women's College Hospital; University of Toronto; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Mood; Mood disorders; Psychiatry; Cohort; Medicine; Cohort study; Population; Bipolar disorder; Anxiety; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002770462,0.00008760896,0.000227202,0.000006827923,0.00004735323,0.00004497586,0.0001728819,0.00002777136,0.00008354073],"category_scores_gemma":[0.00002032527,0.00005178381,0.00001271705,0.0001496326,0.0001085466,0.00004748529,0.0001766952,0.0002244592,6.21705e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002309263,"about_ca_system_score_gemma":0.0004280383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9900416,"about_ca_topic_score_gemma":0.999685,"domain_scores_codex":[0.9990956,0.0001082196,0.0001741272,0.0001685964,0.0002320141,0.0002214277],"domain_scores_gemma":[0.9995025,0.0001543943,0.00004108701,0.0001668822,0.000007529032,0.0001275752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003764834,0.00006240876,0.9879831,0.000007393186,0.00007348387,0.000007549081,0.001599059,0.00006980007,4.952485e-7,0.00008241709,0.0006193928,0.005730051],"study_design_scores_gemma":[0.005530924,0.0004240274,0.9894834,0.00008897405,0.00001160802,0.00000151962,0.0005449553,0.0001216812,0.000005561882,0.0002245168,0.003509673,0.00005322318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784141,0.0001533079,1.301331e-7,0.01779146,0.00001047482,0.001172434,0.00001335189,0.000002254079,0.002442459],"genre_scores_gemma":[0.9994496,0.00001770162,0.0001579725,0.0001946197,0.0000279319,0.00006420536,0.00001145646,0.000008856033,0.00006763078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02103549,"threshold_uncertainty_score":0.2111683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751830410446265,"score_gpt":0.266079246505831,"score_spread":0.2485609424013684,"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."}}