{"id":"W4398252003","doi":"10.1093/ndt/gfae069.576","title":"#2617 Impact of CKD screening in high‑risk populations and guideline-directed therapy on RRT, CV events, and mortality in Europe: an IMPACT CKD analysis","year":2024,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; EVERSANA (Canada)","funders":"","keywords":"Guideline; Medicine; Intensive care medicine; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002328003,0.0001855979,0.0006231055,0.00127859,0.00005258307,0.00001526182,0.00003895261,0.0001799696,0.00008572369],"category_scores_gemma":[0.00005132853,0.0001532767,0.0003102075,0.001918931,0.00004282382,0.0001972927,0.000004516452,0.0002714937,0.000001433756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005693104,"about_ca_system_score_gemma":0.00008958787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01088391,"about_ca_topic_score_gemma":0.004389635,"domain_scores_codex":[0.9967123,0.001720487,0.0007062015,0.0004182397,0.0002300504,0.0002126998],"domain_scores_gemma":[0.9993202,0.00009161284,0.0001219563,0.0002417058,0.0001043328,0.0001201557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003952231,0.0001765838,0.9412772,0.0000744574,0.001915722,0.00004023051,0.001090405,0.009562204,0.001516317,0.00002282439,0.000006526233,0.04392228],"study_design_scores_gemma":[0.002344237,0.0004464709,0.9607099,0.00006891428,0.002195033,0.0000194893,0.00001621709,0.03391872,0.00005260199,0.0001162288,0.000008001027,0.0001041585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852955,0.0006051161,0.01329211,0.0001323083,0.00003484776,0.000442443,0.0001128539,0.00006711605,0.00001764648],"genre_scores_gemma":[0.9921427,0.005402735,0.0005843145,0.00008764872,0.00004891278,0.00002435242,0.001685896,0.00001827914,0.000005183658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04381812,"threshold_uncertainty_score":0.9957027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0413961057215536,"score_gpt":0.3897098953503045,"score_spread":0.3483137896287509,"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."}}