{"id":"W3164141155","doi":"10.1002/art.41876","title":"Neuropsychiatric Events in Systemic Lupus Erythematosus: Predictors of Occurrence and Resolution in a Longitudinal Analysis of an International Inception Cohort","year":2021,"lang":"en","type":"article","venue":"Arthritis & Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier de l'Université Laval; University of Manitoba; Toronto Western Hospital; Centre hospitalier universitaire de Québec; University of Calgary; McGill University; Queen Elizabeth II Health Sciences Centre; University of Toronto; Dalhousie University","funders":"National Center for Research Resources; National Institutes of Health; National Institute of Arthritis and Musculoskeletal and Skin Diseases; Versus Arthritis; Eusko Jaurlaritza; University College London; National Institute for Health and Care Research; Arthritis Society; Canadian Institutes of Health Research; Lupus Research Alliance; Sandwell and West Birmingham Hospitals NHS Trust; National Center for Advancing Translational Sciences; Wellcome Trust; Gigtforeningen; McGill University; University of Calgary; Johns Hopkins University; GlaxoSmithKline; Bristol-Myers Squibb; AstraZeneca; Eli Lilly and Company; Manchester Biomedical Research Centre; Université Laval","keywords":"Cohort; Medicine; Cohort study; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006807666,0.0001427012,0.0009409834,0.00147126,0.00002002037,0.0000048952,0.0001401581,0.0001446527,0.00005629556],"category_scores_gemma":[0.0004751418,0.000150736,0.00009679887,0.001728746,0.0001534152,0.0001749957,0.0001022362,0.0002015639,0.000002764855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001082455,"about_ca_system_score_gemma":0.0002053003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004335951,"about_ca_topic_score_gemma":0.001838104,"domain_scores_codex":[0.9972864,0.0004108802,0.001092426,0.0004822598,0.0004601687,0.0002678342],"domain_scores_gemma":[0.9987546,0.0001829923,0.0003121732,0.0003858117,0.0002733945,0.00009101312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002167138,0.000322248,0.996182,0.0004451096,0.0002796469,0.0001260362,0.0008737264,0.00008576825,0.0005160397,0.0002987234,0.0000119809,0.0006420096],"study_design_scores_gemma":[0.003108434,0.0001682492,0.9489003,0.001757363,0.0001129027,0.03971235,0.0008358047,0.005172838,0.00006044817,0.00007082591,0.000003688776,0.00009676548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959129,0.002954968,0.00009393704,0.00006229934,0.0004524996,0.0003841159,0.00004750766,0.00001628243,0.00007550223],"genre_scores_gemma":[0.9948098,0.0047894,0.0001635685,0.000004518684,0.00000844351,0.00004552837,0.0001590493,0.0000102518,0.000009456644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04728167,"threshold_uncertainty_score":0.6146837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320398954029131,"score_gpt":0.2884856827136241,"score_spread":0.2752816931733328,"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."}}