{"id":"W3102974889","doi":"10.1007/s40620-020-00892-0","title":"Nephrology consultation and kidney failure in people with stage 4 chronic kidney disease: a population-based cohort study","year":2020,"lang":"en","type":"article","venue":"Journal of Nephrology","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Nephrology; Kidney disease; Internal medicine; Hazard ratio; Population; Referral; Renal replacement therapy; Intensive care medicine; Family medicine; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002431666,0.0002109509,0.0006867483,0.0002399873,0.000055558,0.00002018016,0.00009361246,0.0001063095,0.0004276187],"category_scores_gemma":[0.0009040253,0.0001669662,0.00007736881,0.0003511148,0.00009797772,0.000150705,0.00002937238,0.0003813674,0.000006580759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001844803,"about_ca_system_score_gemma":0.002754049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009258465,"about_ca_topic_score_gemma":0.0002905038,"domain_scores_codex":[0.9983112,0.0001946031,0.0005675401,0.0002987475,0.0003153285,0.0003125419],"domain_scores_gemma":[0.9977422,0.0001846106,0.0003587799,0.0001775985,0.0001891077,0.001347711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003571746,0.000430679,0.9859341,0.0002172793,0.0002672887,0.0005052283,0.0003930683,0.0003113593,0.001123795,0.00002596925,0.007117987,0.0001014783],"study_design_scores_gemma":[0.01610454,0.003760079,0.9622002,0.00008047165,0.0006396385,0.00005228926,0.0002068985,0.003931535,0.00001063857,0.00002141636,0.01284576,0.0001464856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963936,0.0004432869,0.0001302073,0.03451353,0.0000468065,0.0008423812,0.00004554934,0.00002199646,0.0000202485],"genre_scores_gemma":[0.9665571,0.000036466,0.0002032115,0.03271481,0.000297145,0.00002722561,0.0001162276,0.00002552138,0.00002232916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02373388,"threshold_uncertainty_score":0.6808685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00801070205782415,"score_gpt":0.2525740818781784,"score_spread":0.2445633798203542,"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."}}