{"id":"W2797573182","doi":"10.3899/jrheum.161365","title":"Repeat Testing of Antibodies and Complements in Systemic Lupus Erythematosus: When Is It Enough?","year":2018,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Western University","funders":"","keywords":"Medicine; Systemic disease; Immunology; Antibody; Systemic lupus; Lupus erythematosus; Connective tissue disease; Immunopathology; Autoimmune disease; Dermatology; Internal medicine; Disease","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":[0.005315358,0.0004358738,0.0009203114,0.0008896365,0.0004766822,0.001169085,0.0012051,0.0015409,0.001348705],"category_scores_gemma":[0.02966617,0.0002159255,0.0006252502,0.001370768,0.001017589,0.001864964,0.0004472189,0.001352447,0.0002237536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659192,"about_ca_system_score_gemma":0.001338746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01171061,"about_ca_topic_score_gemma":0.01607268,"domain_scores_codex":[0.9937265,0.001661333,0.0008163516,0.0004526396,0.002874928,0.0004681989],"domain_scores_gemma":[0.9794272,0.008272322,0.007098212,0.0006624566,0.003354375,0.001185302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007049145,0.0001673763,0.9157291,0.0001733716,0.0001633343,0.001384581,0.0001843499,0.0002222559,0.000493641,0.000133383,0.002606636,0.07803703],"study_design_scores_gemma":[0.00009764326,0.001611716,0.9702044,0.0009618135,0.0003868073,0.01465288,0.001034824,0.001641584,0.001241976,0.000705715,0.007411587,0.00004914599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338728,0.04097046,0.001394681,0.01806396,0.0005212902,0.00004936769,0.0002507892,0.0000694062,0.004807176],"genre_scores_gemma":[0.9938916,0.003376702,0.0008174074,0.001208668,0.000400904,0.000007779845,0.0000785061,0.000007096477,0.0002112549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01171061,"threshold_uncertainty_score":0.02811068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05733739882323559,"score_gpt":0.3352921384034772,"score_spread":0.2779547395802416,"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."}}