{"id":"W4415425554","doi":"10.1093/ndt/gfaf116.047","title":"#148 Impact of targeted screening in high-risk individuals and guideline-directed medical therapy on CKD burden in Europe: projections from IMPACT CKD","year":2025,"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":"EVERSANA (Canada); University of Manitoba","funders":"","keywords":"Renal replacement therapy; Kidney disease; Renal function; Dialysis; Diabetes mellitus; Population; Hemodialysis; Albuminuria","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":[0.002328912,0.0001888561,0.0006574926,0.0009595176,0.0000657445,0.000007105233,0.00007279417,0.000341569,0.0002792341],"category_scores_gemma":[0.0003244659,0.0001547259,0.0002373057,0.001317808,0.0000774927,0.00008739698,0.000008243552,0.0004670699,0.000003599076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007075393,"about_ca_system_score_gemma":0.0004102953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01674872,"about_ca_topic_score_gemma":0.001349548,"domain_scores_codex":[0.9960942,0.002126345,0.0008196631,0.0003668145,0.0003482725,0.0002446519],"domain_scores_gemma":[0.9990835,0.0002641548,0.0001699227,0.0002142879,0.0001626885,0.0001054651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001478464,0.0004385063,0.9026322,0.00006956221,0.001752297,0.00008074251,0.002567272,0.002467063,0.005399728,0.00001181247,0.0001822793,0.08292003],"study_design_scores_gemma":[0.008818472,0.0004672013,0.9856616,0.0002030102,0.000401136,0.00001778879,0.00003164333,0.003740657,0.0004215707,0.00008476969,0.00005754168,0.00009461228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875661,0.0004593184,0.01025267,0.0006972562,0.00005986186,0.0007032973,0.0001197987,0.00006814076,0.00007359445],"genre_scores_gemma":[0.9930471,0.004348462,0.0007041105,0.0003387802,0.00007868936,0.00005828864,0.00139428,0.000015561,0.00001476509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08302935,"threshold_uncertainty_score":0.9897988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464069608549346,"score_gpt":0.3376868168458259,"score_spread":0.3230461207603325,"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."}}