{"id":"W3175784352","doi":"10.1016/j.ekir.2021.06.020","title":"Risk-Based Triage for Nephrology Referrals: The Time is Now","year":2021,"lang":"en","type":"editorial","venue":"Kidney International Reports","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Kidney Research UK; National Institute for Health and Care Research","keywords":"Medicine; Kidney disease; Nephrology; Subspecialty; Dialysis; Renal function; Referral; Internal medicine; Triage; Intensive care medicine; Scopus; Kidney transplantation; MEDLINE; Family medicine; Transplantation; Emergency medicine","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":[0.01099146,0.0007444978,0.001969763,0.004148654,0.002737687,0.008680362,0.003181868,0.003697092,0.05260593],"category_scores_gemma":[0.1146736,0.0006854551,0.002164567,0.005510385,0.00153032,0.01149903,0.005072641,0.009250778,0.01741901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008450876,"about_ca_system_score_gemma":0.0199278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.083276,"about_ca_topic_score_gemma":0.09880948,"domain_scores_codex":[0.9874687,0.004174924,0.001958155,0.001367031,0.003624389,0.001406736],"domain_scores_gemma":[0.9127082,0.02359527,0.0119767,0.004133533,0.03017692,0.01740937],"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":[0.0002880035,0.0001110118,0.008501133,0.002519205,0.0001242421,0.0001394755,0.0005528006,0.0001243167,0.0001337761,0.002655899,0.6476426,0.3372076],"study_design_scores_gemma":[0.0008436144,0.0005833207,0.06590321,0.05531891,0.0006871841,0.001447418,0.006767949,0.001071617,0.0003914647,0.02047051,0.846066,0.0004487913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.006499213,0.1231585,0.005543071,0.7879176,0.02528226,0.0004841768,0.008034187,0.001817993,0.041263],"genre_scores_gemma":[0.2182565,0.3619367,0.05303036,0.2628253,0.05554113,0.001672603,0.01970362,0.002406512,0.0246273],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.083276,"threshold_uncertainty_score":0.1759844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156835069187268,"score_gpt":0.3079447081303173,"score_spread":0.2963763574384446,"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."}}