{"id":"W4393114568","doi":"10.35493/medu.44.20","title":"Chronic Kidney Disease","year":2023,"lang":"en","type":"article","venue":"The Meducator","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kidney disease; Medicine; Disease; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001104159,0.00008148487,0.000105486,0.00005564749,0.00009249424,0.00001383492,0.00009065727,0.00001519147,0.001059273],"category_scores_gemma":[0.0002912346,0.00004534573,0.0001075408,0.000321516,0.00008381229,0.00002390834,0.00004087976,0.00008003982,0.004200655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004436429,"about_ca_system_score_gemma":0.0006821471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001298831,"about_ca_topic_score_gemma":6.221075e-7,"domain_scores_codex":[0.9993452,0.00002421352,0.00009074561,0.000128051,0.0001917195,0.0002200865],"domain_scores_gemma":[0.9989991,0.00003837512,0.00002009743,0.0003716965,0.00002289771,0.0005478057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002191372,0.0001362613,0.02318777,0.0006888405,0.0001120423,0.000174813,0.0007680729,0.000005085992,0.002922419,0.002533688,0.9551978,0.01405414],"study_design_scores_gemma":[0.000554925,0.00008696318,0.543807,0.0002107509,0.0002273149,0.00001251364,0.0003755558,0.0001286953,0.0004076367,0.001298718,0.4527625,0.0001274184],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.919346,0.004500856,0.000002450527,0.07116815,0.0007373852,0.0003246797,0.00004328069,0.0002298784,0.003647373],"genre_scores_gemma":[0.9688464,0.0003318714,0.000006995853,0.002387885,0.001300314,0.00007054712,0.00006401249,0.00002063999,0.02697132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5206193,"threshold_uncertainty_score":0.9998539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706927665263847,"score_gpt":0.296826526332401,"score_spread":0.2797572496797626,"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."}}