{"id":"W4220883910","doi":"10.1111/bdi.13208","title":"Predictors of functional impairment in bipolar disorder: Results from 13 cohorts from seven countries by the global bipolar cohort collaborative","year":2022,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Instituto de Salud Carlos III; National Center for Advancing Translational Sciences; Medical Research Council; Canadian Institutes of Health Research; Centers for Disease Control and Prevention; National Institutes of Health; Norges Forskningsråd; Ministerio de Ciencia e Innovación; National Health and Medical Research Council; Novartis Stiftung für Medizinisch-Biologische Forschung; Eisai; Novartis Foundation; Deakin University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Institut National de la Santé et de la Recherche Médicale; Michael Smith Health Research BC; Spier Family Foundation; J. Willard and Alice S. Marriott Foundation; Mayo Foundation for Medical Education and Research; International Society for Bipolar Disorders; NIH Clinical Center; Agence Nationale de la Recherche; Rogers Family Foundation; Wellcome Trust; National Institute of Mental Health; Horizon 2020 Framework Programme; Patient-Centered Outcomes Research Institute; Eli Lilly and Company; Centro de Investigación Biomédica en Red de Salud Mental; Richard Tam Foundation; National Alliance for Research on Schizophrenia and Depression; Victoria General Hospital Foundation; Generalitat de Catalunya; National Institute for Health and Care Research; National Science Foundation; Massachusetts General Hospital; Biogen; Centres de Recerca de Catalunya; European Regional Development Fund; Brain Research Foundation","keywords":"Bipolar disorder; Mood; Logistic regression; Major depressive disorder; Cohort; Psychology; Clinical psychology; Cohort study; Psychiatry; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002996793,0.0005319631,0.0005729678,0.001058305,0.001001019,0.001141169,0.0006084113,0.0004811445,0.0007229384],"category_scores_gemma":[0.002974671,0.0004649176,0.0008597256,0.00177899,0.0004703164,0.0004405286,0.001955813,0.0006770451,0.0002261448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004939053,"about_ca_system_score_gemma":0.0006178451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02346139,"about_ca_topic_score_gemma":0.0318709,"domain_scores_codex":[0.9987445,0.0005173978,0.0001148012,0.0002609047,0.0001714988,0.0001909125],"domain_scores_gemma":[0.9978157,0.0002998119,0.0007719162,0.0003516074,0.0003421612,0.0004187177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001547978,0.00001878593,0.9985361,0.000008217019,0.0001073307,0.00003542827,0.0001690977,0.00003734638,0.00006242102,0.00001420391,0.00020543,0.0006507038],"study_design_scores_gemma":[0.00002433039,0.00006383727,0.9991961,0.00001082091,0.00005069626,0.00006826054,0.0003510287,0.00005429488,0.00001866348,0.00001269838,0.0001449686,0.000004299774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978094,0.0001473093,0.0001091455,0.00002822872,0.000006984852,0.00003376544,0.001643957,0.000003191172,0.0002181002],"genre_scores_gemma":[0.9940723,0.0002188136,0.0002510407,0.0000492554,0.000008785234,0.00009182464,0.005129049,0.000009648728,0.0001693278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02346139,"threshold_uncertainty_score":0.04664969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004840771223149702,"score_gpt":0.2170283617834775,"score_spread":0.2121875905603278,"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."}}