{"id":"W2904795993","doi":"10.3899/jrheum.180478","title":"Use of Consensus Methodology to Determine Candidate Items for Systemic Lupus Erythematosus Classification Criteria","year":2018,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Toronto Western Hospital","funders":"National Institute for Health and Care Research","keywords":"Medicine; Rheumatology; Systemic lupus erythematosus; Rheumatism; Arthritis; Autoantibody; Internal medicine; Immunology; Disease; Antibody","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.1056647,0.00153705,0.002545167,0.0115057,0.003430577,0.003534349,0.003598161,0.002054635,0.00683235],"category_scores_gemma":[0.2729631,0.000631476,0.00229757,0.005629333,0.001376555,0.001570149,0.004054486,0.002539584,0.001319094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002854725,"about_ca_system_score_gemma":0.007262369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003114281,"about_ca_topic_score_gemma":0.004877241,"domain_scores_codex":[0.9007432,0.06644162,0.01030184,0.005576336,0.0156367,0.001300298],"domain_scores_gemma":[0.7427403,0.1775459,0.01208801,0.008344384,0.05681431,0.002467164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00362714,0.0009908818,0.09165236,0.006141442,0.002701897,0.001193234,0.01399426,0.042763,0.006538395,0.02329636,0.02763912,0.7794619],"study_design_scores_gemma":[0.002877468,0.003622838,0.07262166,0.003562962,0.002840563,0.001822187,0.01716568,0.6757764,0.01087935,0.1495838,0.05866802,0.0005791248],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1080217,0.0008929931,0.8646612,0.001037451,0.0004569936,0.01011114,0.001202973,0.0006595227,0.01295604],"genre_scores_gemma":[0.2478891,0.0001596208,0.7396219,0.0002359747,0.0001455915,0.009256958,0.001539482,0.00009097694,0.001060365],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1056647,"threshold_uncertainty_score":0.5588148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1734487652950533,"score_gpt":0.3926819264871353,"score_spread":0.219233161192082,"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."}}