{"id":"W4367668418","doi":"","title":"Predicting patients who are likely to develop Lupus Nephritis of those newly diagnosed with Systemic Lupus Erythematosus.","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Lupus nephritis; Medicine; Systemic lupus erythematosus; Dialysis; Nephritis; Renal biopsy; Renal function; Disease; Quality of life (healthcare); Internal medicine; Intensive care medicine; Immunology","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":[0.0005527294,0.0003429478,0.0003309342,0.0008253216,0.0002592536,0.0005665235,0.0002849811,0.0004810379,0.004097765],"category_scores_gemma":[0.004484798,0.0001160076,0.0005454796,0.000402708,0.00009210036,0.0004748832,0.0002887041,0.0006645097,0.000824532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001702098,"about_ca_system_score_gemma":0.0004321008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00338796,"about_ca_topic_score_gemma":0.006064919,"domain_scores_codex":[0.9997397,0.00007232926,0.00003949876,0.00005223796,0.00006197603,0.00003426662],"domain_scores_gemma":[0.9983516,0.0006685844,0.0004146046,0.00005567929,0.0002318865,0.0002776459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001990053,0.0001015485,0.9732175,0.00004035804,0.00006474826,0.0001677278,0.00002531179,0.0009046256,0.0002250115,0.00008690615,0.00398197,0.02098527],"study_design_scores_gemma":[0.0001321299,0.0004610172,0.9523293,0.0001513565,0.0003705853,0.001832049,0.0003195207,0.0359695,0.000829212,0.001232942,0.006335045,0.00003733211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715774,0.003124687,0.003963313,0.004120993,0.000360804,0.0001191964,0.009144597,0.0001624236,0.007426525],"genre_scores_gemma":[0.9894235,0.0007045762,0.002463191,0.0002871345,0.0001668903,0.00004731548,0.00534822,0.00000762253,0.001551556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004097765,"threshold_uncertainty_score":0.01370835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02148240135902965,"score_gpt":0.2427308481962727,"score_spread":0.221248446837243,"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."}}