{"id":"W4403834479","doi":"10.1681/asn.2024k8k8q7sf","title":"Validation of the Klinrisk Kidney Disease Progression Model in Individuals with IgA Nephropathy","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seven Oaks General Hospital; University of Manitoba","funders":"","keywords":"Nephropathy; Medicine; Kidney disease; Disease; Glomerulonephritis; Internal medicine; Kidney; Immunology; Pathology; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01480913,0.0009031515,0.0007518926,0.001054422,0.0004494517,0.0008033824,0.0009390174,0.0006818053,0.0008240902],"category_scores_gemma":[0.0137394,0.0002743134,0.0009800737,0.0003776764,0.0003272347,0.0004101938,0.0008094794,0.0009085373,0.000314103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001234901,"about_ca_system_score_gemma":0.002632972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03351678,"about_ca_topic_score_gemma":0.02452514,"domain_scores_codex":[0.9983859,0.0008483624,0.00008663692,0.0003554504,0.0001895362,0.0001340617],"domain_scores_gemma":[0.9917031,0.00484934,0.0007986355,0.0005635444,0.00165232,0.0004331369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001953059,0.0003002886,0.84676,0.00007915403,0.0006016117,0.000179693,0.0001533729,0.1207394,0.000601478,0.0004852253,0.002188209,0.02595866],"study_design_scores_gemma":[0.0001502033,0.0006423958,0.1067451,0.00006606543,0.0001973554,0.0002327376,0.00009769762,0.8896319,0.0005861379,0.0008347858,0.0007840497,0.00003165392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838096,0.0002988015,0.01279953,0.0002452975,0.00004152336,0.0001171066,0.001483858,0.0002525987,0.0009515717],"genre_scores_gemma":[0.9927143,0.00003907179,0.005447277,0.00003889802,0.000008709918,0.00003742106,0.001521156,0.00001139588,0.0001817791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03351678,"threshold_uncertainty_score":0.07831913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209928080223359,"score_gpt":0.2922725023486673,"score_spread":0.2801732215464336,"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."}}