{"id":"W4229032968","doi":"10.1093/ndt/gfac071.040","title":"MO509: Reveal-CKD: Prevalence of Undiagnosed Stage 3 Chronic Kidney Disease Italy","year":2022,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Kidney disease; Medical record; Renal function; Population; Diagnosis code; Cohort; Internal medicine; Electronic health record; Pediatrics; Observational study; Disease; Demographics; Database; Demography; Environmental health; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007507295,0.0002892535,0.0003073929,0.0015978,0.0003762991,0.000763025,0.000676328,0.0003882831,0.004002925],"category_scores_gemma":[0.001759052,0.0002461085,0.0005161847,0.001661448,0.0002739783,0.0002904963,0.0009594744,0.0003836085,0.00109804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000520518,"about_ca_system_score_gemma":0.00054937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01507123,"about_ca_topic_score_gemma":0.01674667,"domain_scores_codex":[0.9994267,0.0001386593,0.00007629763,0.0001796751,0.00009334711,0.00008534342],"domain_scores_gemma":[0.9985976,0.0001173066,0.0008373873,0.0001344762,0.000161443,0.0001519178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001418366,0.00003518871,0.9958149,0.00004432174,0.00003835474,0.00004723599,0.00005658478,0.00003639419,0.0001301566,0.00006611627,0.002455796,0.001133189],"study_design_scores_gemma":[0.00001923607,0.00002354229,0.9986957,0.00001540178,0.0000200823,0.0001543247,0.00003211169,0.0001151853,0.00002670881,0.00002621915,0.0008685066,0.000002941054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584404,0.0007308349,0.0005039343,0.0003480834,0.00003430106,0.0002092268,0.03270493,0.00006619752,0.006961997],"genre_scores_gemma":[0.9799742,0.0002242471,0.0004901089,0.0002378349,0.00007667726,0.0002605477,0.01773263,0.00001916398,0.000984742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01507123,"threshold_uncertainty_score":0.02996695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00986968437982193,"score_gpt":0.2557938230163137,"score_spread":0.2459241386364918,"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."}}