{"id":"W4406049359","doi":"10.1001/jamanetworkopen.2024.53190","title":"Mortality Risk Prediction Models for People With Kidney Failure","year":2025,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research; Alberta Innovates; Kidney Foundation of Canada; University of Calgary","keywords":"Medicine; Computer science; Risk analysis (engineering)","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001064545,0.000437069,0.002342968,0.0001096305,0.0001896512,0.0003034858,0.0004965185,0.0002955886,0.0001145087],"category_scores_gemma":[0.0001209192,0.0002718256,0.0006973565,0.000704561,0.00002688619,0.000189171,0.0004434885,0.0003384982,0.00001501329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001248644,"about_ca_system_score_gemma":0.0008336226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001704748,"about_ca_topic_score_gemma":0.0001623685,"domain_scores_codex":[0.9976661,0.0002339241,0.0006587347,0.0007124468,0.0003478549,0.0003809998],"domain_scores_gemma":[0.9979722,0.0001529604,0.0005018475,0.0008872473,0.0001439703,0.0003418001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001853222,0.0001773521,0.0003343333,0.03827364,0.004019823,0.00001168261,0.00002316792,0.001796785,9.547615e-10,0.00113023,0.4796589,0.4743887],"study_design_scores_gemma":[0.001170292,0.0001418441,0.0003129913,0.0523571,0.0224697,0.000002634362,0.00001233787,0.002569442,7.350101e-9,0.0004480195,0.9202707,0.0002449332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002065534,0.9532402,0.009527382,0.0004231588,0.0003232474,0.01001853,0.001142255,0.00007185142,0.02525133],"genre_scores_gemma":[0.00001643255,0.9813349,0.001986645,0.0005035424,0.001274372,0.002678466,0.004898,0.00005901981,0.007248654],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4741438,"threshold_uncertainty_score":0.9999734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03483230059282517,"score_gpt":0.3286395088113828,"score_spread":0.2938072082185576,"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."}}