{"id":"W4386273701","doi":"10.1136/lupus-2023-la.3","title":"03 Disease modification and prevention of damage","year":2023,"lang":"en","type":"article","venue":"Abstracts","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Disease; Prednisone; Intensive care medicine; Immunology; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002875812,0.00004318387,0.00009776664,0.0001039354,0.00001815905,0.000005864962,0.00003140481,0.00002936658,0.0000241304],"category_scores_gemma":[0.0002479118,0.00003750776,0.00002568356,0.0001582547,0.000033807,0.00005482482,0.00002057638,0.00005072008,0.0001723972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001545975,"about_ca_system_score_gemma":0.00006279119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001414641,"about_ca_topic_score_gemma":0.000001841703,"domain_scores_codex":[0.9993684,0.00001877086,0.000168956,0.0001158811,0.000222785,0.0001052551],"domain_scores_gemma":[0.9995,0.00006053023,0.00005621145,0.0002054422,0.00005860169,0.0001192081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007935257,0.0005738054,0.6570004,0.01048538,0.0001990455,0.000386906,0.003042901,0.0001780251,0.2764511,0.002501393,0.01795343,0.03043407],"study_design_scores_gemma":[0.000652163,0.00004613802,0.9933361,0.0003795053,0.00002745997,0.00007024169,0.0002598927,0.0006101811,0.003344286,0.0009265994,0.0003060059,0.00004141366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957767,0.0001049204,0.00001081943,0.0005218441,0.00003443542,0.0003075092,0.000004234149,0.00004816814,0.003191423],"genre_scores_gemma":[0.9963592,0.00009973238,0.00007093514,0.000009542926,0.00003646493,0.00001648813,0.00004335295,0.000009450808,0.003354862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3363357,"threshold_uncertainty_score":0.2215874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06382608244350162,"score_gpt":0.363942832271987,"score_spread":0.3001167498284854,"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."}}