{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001274362,0.0006211288,0.0006149966,0.001180811,0.001777572,0.001712054,0.001385206,0.001003769,0.001863822],"category_scores_gemma":[0.002361266,0.0006874973,0.00155322,0.002731175,0.0005951854,0.0006527459,0.001038881,0.001619356,0.0002531757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003223225,"about_ca_system_score_gemma":0.004121343,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.649419,"about_ca_topic_score_gemma":0.6649751,"domain_scores_codex":[0.9987186,0.0002135237,0.00009031683,0.0003260291,0.0003209331,0.0003305155],"domain_scores_gemma":[0.99797,0.0001533005,0.0005980566,0.0002446551,0.0004895414,0.000544356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008521177,0.00003916922,0.9988847,0.00001017558,0.0001913075,0.00003340134,0.0001005299,0.0000251823,0.00005567116,0.00002085891,0.0002357644,0.0003180336],"study_design_scores_gemma":[0.0000231533,0.00004249765,0.9991203,0.00001421794,0.0001204685,0.00004849932,0.0002528118,0.0001616183,0.00001166484,0.00001989675,0.0001782822,0.000006495378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995728,0.0005470093,0.0001357875,0.0001735191,0.0000247257,0.00005453854,0.00269806,0.000007849958,0.0006305647],"genre_scores_gemma":[0.9980357,0.0002097159,0.0001253002,0.0001043081,0.00001977497,0.00002980651,0.001123005,0.000003209814,0.0003492118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.649419,"threshold_uncertainty_score":0.7052914,"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."}}