{"id":"W4410715615","doi":"10.3899/jrheum.2025-0390.pt007","title":"INTEGRATING GENETIC RISK SCORES AND TRADITIONAL RISK FACTORS TO PREDICT DEVELOPMENT OF LUPUS NEPHRITIS BASED ON (CSTAR) COHORT","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lupus nephritis; Cohort; Cohort study; Internal medicine; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001910163,0.0004510532,0.0005223588,0.0007216639,0.000514088,0.0008587635,0.0004492884,0.0004755038,0.002325803],"category_scores_gemma":[0.002699212,0.0002703871,0.001018827,0.0007053212,0.0002333215,0.0003998137,0.0006760313,0.0007508136,0.0003578574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002081197,"about_ca_system_score_gemma":0.0003968532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003537047,"about_ca_topic_score_gemma":0.003352496,"domain_scores_codex":[0.9993451,0.0001912588,0.00005654258,0.0002286786,0.00008455922,0.00009374127],"domain_scores_gemma":[0.9985446,0.0003124756,0.000381116,0.0002912573,0.0001308437,0.000339691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005135341,0.00003430546,0.9974406,0.000004667681,0.0001515806,0.0000910326,0.0000315937,0.00009758821,0.0003697075,0.00002916299,0.0001223198,0.001113851],"study_design_scores_gemma":[0.00004091804,0.0002712055,0.9971094,0.000006897337,0.0002236815,0.0003736409,0.0000714281,0.001462564,0.0001329264,0.00007224733,0.000227465,0.000007706895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999199,0.00008710729,0.0001756371,0.00002467155,0.000008033839,0.000007829271,0.0002992705,0.000005297115,0.0001931959],"genre_scores_gemma":[0.9991037,0.00004369529,0.0001551924,0.00001550281,0.00001215618,0.000007813085,0.0004711846,0.000003951218,0.0001867785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003537047,"threshold_uncertainty_score":0.01010203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853784051336774,"score_gpt":0.2715503961961275,"score_spread":0.2530125556827597,"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."}}