{"id":"W2936737119","doi":"10.1136/lupus-2019-lsm.227","title":"227 The lupus severity index accurately identifies patients with severe SLE in a multi-ethnic cohort","year":2019,"lang":"en","type":"article","venue":"Abstracts","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Logistic regression; Internal medicine; Systemic lupus erythematosus; Cohort; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006811424,0.0002228597,0.0004047739,0.0001374638,0.00005923563,0.00005468236,0.0002809203,0.0001656822,0.0002370364],"category_scores_gemma":[0.0002695486,0.000134797,0.00006513087,0.0004034226,0.00009536162,0.0002749134,0.0001122646,0.0005828378,0.000865569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002072731,"about_ca_system_score_gemma":0.0002285762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006761163,"about_ca_topic_score_gemma":0.001051248,"domain_scores_codex":[0.9976317,0.00009681274,0.0004416335,0.0004193418,0.0008972917,0.0005132517],"domain_scores_gemma":[0.9983994,0.0002734253,0.0001680805,0.0007524568,0.0002583539,0.0001483143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003170899,0.0002611334,0.9960658,0.000287463,0.00008888257,0.00006473897,0.001175732,0.00006092405,0.0001901964,0.000002379207,0.0009977877,0.0004878723],"study_design_scores_gemma":[0.004336298,0.0001203213,0.9922376,0.000493238,0.00002521593,0.0008394186,0.0009715744,0.0001500527,0.0003031213,0.00001399534,0.0003355441,0.0001735898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931383,0.0001757344,0.000004180804,0.0001565389,0.0005611365,0.002175811,0.00001077019,0.00005318113,0.00372439],"genre_scores_gemma":[0.9914656,0.00003268377,0.00004494295,0.0001421623,0.00003721851,0.00007118825,0.0000347708,0.00004056484,0.008130877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004406487,"threshold_uncertainty_score":0.9999124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03949907226219308,"score_gpt":0.3176054676365181,"score_spread":0.278106395374325,"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."}}