{"id":"W4402967620","doi":"10.1002/acr2.11723","title":"Evaluation of Progression From Preclinical to Systemic Autoimmune Rheumatic Disease: Novel Use of the <scp>European Alliance of Associations for Rheumatology</scp>/American College of Rheumatology Systemic Lupus Erythematosus Classification Criteria as an Outcome Measure","year":2024,"lang":"en","type":"article","venue":"ACR Open Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Western Hospital; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Internal medicine; Rheumatology; Asymptomatic; Rheumatoid arthritis; Anti-nuclear antibody; Arthritis; Immunology; Gastroenterology; Autoantibody; Antibody","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007626791,0.000770288,0.0007085392,0.001730102,0.0002440184,0.0008720128,0.0005309712,0.0005033109,0.0005967563],"category_scores_gemma":[0.01201931,0.0001669926,0.0007440591,0.001267669,0.0003745583,0.0006837333,0.000851467,0.0006620939,0.0001213522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003150513,"about_ca_system_score_gemma":0.000508283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223667,"about_ca_topic_score_gemma":0.00131903,"domain_scores_codex":[0.9951895,0.002846688,0.0003888361,0.000531745,0.0008904101,0.0001527699],"domain_scores_gemma":[0.9814403,0.005587661,0.009808703,0.000755748,0.001618216,0.0007894389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005857028,0.00003722272,0.9948056,0.00004584463,0.0002373844,0.00002949439,0.00003046214,0.0001739992,0.0001481911,0.00002794691,0.00005778284,0.003820397],"study_design_scores_gemma":[0.00006715556,0.001187705,0.9951925,0.00003601262,0.0002945757,0.0005991341,0.00006931175,0.001945262,0.0002206554,0.00008191617,0.0002940528,0.0000116398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99457,0.002322159,0.001315235,0.00006832267,0.00002538845,0.00005177964,0.0003320131,0.00001528236,0.001299822],"genre_scores_gemma":[0.9987586,0.0001802847,0.000673961,0.00001071973,0.00002686194,0.00001696859,0.0002438559,0.000002379225,0.00008635838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007626791,"threshold_uncertainty_score":0.04033476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1479868493235559,"score_gpt":0.4295200035604959,"score_spread":0.28153315423694,"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."}}