{"id":"W4406872211","doi":"10.1016/j.ekir.2025.01.020","title":"Inside CKD: Cost-Effectiveness of Multinational Screening for CKD","year":2025,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Boehringer Ingelheim; AstraZeneca","keywords":"Medicine; Kidney disease; Renal function; Population; Cost effectiveness; Diabetes mellitus; Creatinine; Internal medicine; Intensive care medicine; Endocrinology; Environmental health; Risk analysis (engineering)","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":[0.0004887925,0.0001260568,0.0002616238,0.0002503284,0.00004855842,0.00001628993,0.00007756781,0.00007248409,0.0002087677],"category_scores_gemma":[0.006611144,0.000121647,0.0002073424,0.0001401779,0.00006119183,0.0001085336,0.00006432932,0.00008310443,0.000002617045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001776456,"about_ca_system_score_gemma":0.001064345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004007903,"about_ca_topic_score_gemma":0.000001398585,"domain_scores_codex":[0.9986826,0.00002670806,0.0004585236,0.0002984163,0.000375002,0.0001588071],"domain_scores_gemma":[0.998207,0.0004459686,0.0002092981,0.0002167889,0.0007154584,0.000205444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002045373,0.001520938,0.7877678,0.002140297,0.002314114,0.0003172643,0.00009620481,0.0003043188,0.05201122,0.02820237,0.09257135,0.03070872],"study_design_scores_gemma":[0.007551173,0.0001541479,0.5426723,0.003232403,0.0004123535,0.0001440542,0.00006422046,0.005891197,0.1380056,0.01084565,0.2907225,0.0003044293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.710838,0.0008849336,0.07905943,0.01221783,0.006083023,0.00630862,0.001009631,0.00031447,0.183284],"genre_scores_gemma":[0.9920719,0.000007576709,0.002844536,0.001504119,0.0001449253,0.0002682741,0.001125138,0.00001461935,0.002018926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2812338,"threshold_uncertainty_score":0.7914634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02615604585723083,"score_gpt":0.3582871381892536,"score_spread":0.3321310923320228,"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."}}