{"id":"W3043886921","doi":"10.1136/annrheumdis-2020-eular.1728","title":"SAT0186 DEVELOPING PREDICTORS OF GLOBAL BILAG TREATMENT RESPONSE IN PATIENTS WITH LUPUS NEPHRITIS: MORE LESSONS FROM THE ASPREVA LUPUS MANAGEMENT STUDY GROUP (ALMS) DATA","year":2020,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Aurinia (Canada)","funders":"","keywords":"Medicine; Lupus nephritis; Systemic lupus erythematosus; Internal medicine; Cohort; Odds ratio; Physical therapy; Disease","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":[0.009612049,0.0005852727,0.001028161,0.0006775461,0.000408593,0.002343853,0.001014181,0.0009765853,0.006413583],"category_scores_gemma":[0.02185171,0.0003298479,0.00222539,0.002391659,0.0003654007,0.001914906,0.001293279,0.002250944,0.001279214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003403031,"about_ca_system_score_gemma":0.000759878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00311502,"about_ca_topic_score_gemma":0.006342491,"domain_scores_codex":[0.9940379,0.003833119,0.00081113,0.000514375,0.0005324524,0.0002711204],"domain_scores_gemma":[0.9750357,0.01301815,0.004747425,0.003682231,0.001802245,0.001714224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007802497,0.0001484902,0.9381227,0.0004642837,0.004241123,0.000130164,0.0001838265,0.0007898221,0.0003920604,0.0008796997,0.020196,0.02664927],"study_design_scores_gemma":[0.002130207,0.00111469,0.9632859,0.0004351988,0.0035721,0.0002758167,0.0004642791,0.002110488,0.00042218,0.002615845,0.02349147,0.00008187378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8874944,0.009457721,0.003675716,0.01480594,0.0008309123,0.00009647138,0.07017997,0.0001318428,0.01332699],"genre_scores_gemma":[0.9524909,0.001336157,0.003635545,0.002888125,0.0009869209,0.0001710686,0.03625811,0.0001423565,0.002090815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009612049,"threshold_uncertainty_score":0.050834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08021598597082995,"score_gpt":0.3498803023264503,"score_spread":0.2696643163556203,"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."}}