{"id":"W4293240725","doi":"10.1136/ard-2022-222487","title":"Remission and low disease activity (LDA) prevent damage accrual in patients with systemic lupus erythematosus: results from the Systemic Lupus International Collaborating Clinics (SLICC) inception cohort","year":2022,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McGill University; Sinai Health System; Dalhousie University; University Health Network; University of Toronto; Université Laval; Queen Elizabeth II Health Sciences Centre; University of Manitoba; Toronto Western Hospital","funders":"National Center for Chronic Disease Prevention and Health Promotion; Centers for Disease Control and Prevention; National Institutes of Health; National Center for Research Resources; LUPUS UK; Versus Arthritis; Novo Nordisk Fonden; National Center for Advancing Translational Sciences; National Research Foundation of Korea; Eli Lilly and Company; Eusko Jaurlaritza; Amgen; National Research Foundation; Wellcome Trust; University College London; Novo Nordisk; National Institute for Health and Care Research; Arthritis Society; National Institute of Arthritis and Musculoskeletal and Skin Diseases; Sanofi; Lupus Research Alliance; Sandwell and West Birmingham Hospitals NHS Trust; Universidad Científica del Sur; University of Calgary; Gigtforeningen; Arthritis Research UK; GlaxoSmithKline; Johns Hopkins University; Pfizer; Bristol-Myers Squibb; AstraZeneca; Université Laval","keywords":"Medicine; Systemic lupus; Systemic lupus erythematosus; Cohort; Disease; Systemic disease; Accrual; Internal medicine; Immunology","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":[0.001509096,0.0003072315,0.0006868461,0.0001484227,0.0003345479,0.00007801245,0.0006632317,0.00006474451,0.00004560131],"category_scores_gemma":[0.002700216,0.000182102,0.0001605965,0.0005593864,0.000196001,0.0002428329,0.0007450175,0.0003613108,0.000004019374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002984623,"about_ca_system_score_gemma":0.0006135272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000138187,"about_ca_topic_score_gemma":0.00001295147,"domain_scores_codex":[0.9948117,0.001150325,0.001080218,0.0005692569,0.002029015,0.0003595213],"domain_scores_gemma":[0.9957153,0.001344585,0.001063332,0.001171354,0.000427168,0.0002782186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006328185,0.0009550234,0.9842888,0.001476384,0.0003374585,0.00001609422,0.002672818,0.0005470378,0.00005021326,0.00001843464,0.002005723,0.001303885],"study_design_scores_gemma":[0.01218012,0.0004731057,0.9341841,0.02804592,0.0004403145,0.0006425818,0.01041972,0.01284708,0.00005331301,0.0001999158,0.0000686081,0.0004452104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920401,0.001267982,0.00001154278,0.001385441,0.0006605193,0.003078225,0.001464121,0.00004461721,0.00004743409],"genre_scores_gemma":[0.9984611,0.0003637617,0.00001732721,0.0001228966,0.00006024212,0.0003167934,0.0002693245,0.00004688591,0.0003416319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05010463,"threshold_uncertainty_score":0.7425904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02274600473766285,"score_gpt":0.3034482329627575,"score_spread":0.2807022282250947,"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."}}