{"id":"W4384659337","doi":"10.1177/09612033231183273","title":"Predictors of British Isles Lupus Assessment Group-based outcomes in patients with systemic lupus erythematosus: Analysis from the Systemic Lupus International Collaborating Clinics Inception Cohort","year":2023,"lang":"en","type":"article","venue":"Lupus","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Medicine, University of California, San Diego; David Geffen School of Medicine, University of California, Los Angeles; Cumming School of Medicine, University of Calgary; Manchester Biomedical Research Centre; SUNY Downstate Medical Center; Feinberg School of Medicine; University of North Carolina at Chapel Hill; University of California, San Diego; University of Toronto; Euskal Herriko Unibertsitatea; Dalhousie University; Hanyang University; University of Manchester; McGill University; University of Leeds; Gentofte Hospital; National Institute for Health and Care Research; Cedars-Sinai Medical Center; Manchester Clinical Research Facility; University of Bath; Sandwell and West Birmingham Hospitals NHS Trust; Biocruces Bizkaia es el Instituto de Investigación Sanitaria; Lunds Universitet; Rigshospitalet; Johns Hopkins University; University of South Carolina; Eli Lilly and Company; State University of New York; AstraZeneca; Oklahoma Medical Research Foundation; Medical Research Council; Allegheny Health Network; Northwestern University; Université Laval; University College London; Emory University; Sanofi","keywords":"Medicine; Systemic lupus erythematosus; Cohort; Internal medicine; Logistic regression; Lupus nephritis; Univariate analysis; Disease; Multivariate analysis; Physical therapy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00215666,0.0005329033,0.001884202,0.000983886,0.0001698533,0.0001791426,0.0008063859,0.0003660598,0.0000831845],"category_scores_gemma":[0.0006117167,0.000414732,0.0004305191,0.003692803,0.0002645573,0.0002967115,0.0002805978,0.000621127,0.0000470016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383323,"about_ca_system_score_gemma":0.0005100897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274155,"about_ca_topic_score_gemma":0.002681464,"domain_scores_codex":[0.99218,0.0007398784,0.002186507,0.001064895,0.00305567,0.0007730699],"domain_scores_gemma":[0.9946221,0.001646326,0.001129877,0.001303832,0.001051905,0.0002460361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004486758,0.0004250385,0.9898299,0.0007149591,0.002999997,0.0001254372,0.00124442,0.001302868,0.0001180833,0.00002266811,0.00261684,0.0001511343],"study_design_scores_gemma":[0.01486952,0.0005215615,0.9413568,0.006131171,0.001843278,0.002572815,0.01206307,0.01985952,0.00001404716,0.00002200012,0.0001521534,0.0005940592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856492,0.0004003858,0.0005685145,0.0001829479,0.008389737,0.003381799,0.0009857115,0.0002812353,0.0001604194],"genre_scores_gemma":[0.9938756,0.0002000763,0.0003936878,0.00008294889,0.0002165355,0.0005558792,0.002219593,0.0001172729,0.002338438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04847307,"threshold_uncertainty_score":0.9998304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215390621808049,"score_gpt":0.291138030006507,"score_spread":0.2789841237884265,"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."}}