{"id":"W4200482821","doi":"10.1007/s40266-021-00911-0","title":"Neuropsychiatric Systemic Lupus Erythematosus in Older Adults: Diagnosis and Management","year":2021,"lang":"en","type":"review","venue":"Drugs & Aging","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Comorbidity; Disease; Neurocognitive; Systemic lupus erythematosus; Epidemiology; Lupus erythematosus; Intensive care medicine; Pediatrics; Immunology; Psychiatry; Internal medicine; Cognition","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"],"consensus_categories":[],"category_scores_codex":[0.0008973288,0.0007788361,0.00337324,0.001582892,0.00009109248,0.0001270944,0.0003802761,0.000317495,0.00006944269],"category_scores_gemma":[0.0001035493,0.0006459261,0.0005340009,0.00188294,0.00006422679,0.00008761748,0.00054177,0.0008989429,0.0001414567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005565768,"about_ca_system_score_gemma":0.0002554459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007167115,"about_ca_topic_score_gemma":0.000008839307,"domain_scores_codex":[0.9947999,0.000541577,0.001480273,0.00136873,0.0009200177,0.0008894877],"domain_scores_gemma":[0.9973983,0.0005349195,0.0004260668,0.001211764,0.0001122154,0.0003167103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000009937858,0.0001681014,0.01437441,0.4084205,0.0003243763,0.002486195,0.00211728,1.692717e-7,2.608203e-8,0.0001420202,0.00202045,0.5699365],"study_design_scores_gemma":[0.002638765,0.00002983338,0.00003873095,0.5244811,0.001257732,0.07682528,0.002584456,0.00002043707,1.510222e-7,0.000003797758,0.3915425,0.0005772294],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003802171,0.9876122,0.000009002477,0.00009774951,0.00102529,0.00475388,0.00001525961,0.0001324472,0.002551954],"genre_scores_gemma":[0.0005702032,0.9944035,0.0001863976,0.00007574356,0.0003323804,0.001986715,0.00009370028,0.0002321611,0.002119215],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5693593,"threshold_uncertainty_score":0.9995992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153588061201352,"score_gpt":0.319449484550559,"score_spread":0.2979136039385455,"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."}}