{"id":"W2060493777","doi":"10.1159/000074917","title":"The Drumbeat of Renal Failure: Symbiosis of Prevention and Renal Replacement Therapy","year":2004,"lang":"en","type":"article","venue":"Blood Purification","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Renal replacement therapy; Medicine; Intensive care medicine; Population; End stage renal disease; Diabetes mellitus; Disease; Kidney disease; Internal medicine; Environmental health; Endocrinology","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":[0.0002197347,0.00006501193,0.00011781,0.00003487879,0.00005194472,0.00000742884,0.00004394733,0.00004069578,0.0000216291],"category_scores_gemma":[0.00005937457,0.00004510932,0.00005907968,0.0001014912,0.00007596361,0.000041746,0.000009112175,0.00004101252,0.00000152429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001850758,"about_ca_system_score_gemma":0.0001498335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001558501,"about_ca_topic_score_gemma":0.000004907191,"domain_scores_codex":[0.9993192,0.00002778679,0.0002495585,0.0001340002,0.0001808077,0.00008866356],"domain_scores_gemma":[0.9993935,0.00003159923,0.0001560735,0.0002795341,0.00008305089,0.00005628003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007488558,0.001333236,0.01482144,0.0002124856,0.0004529132,7.962956e-7,0.0005252526,0.000008392962,0.9526806,0.006192874,0.000898158,0.02212493],"study_design_scores_gemma":[0.005498482,0.0007764234,0.06514741,0.0002559796,0.0003068426,0.00000570877,0.0001224081,0.00001530227,0.924291,0.001637297,0.00187523,0.00006793522],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932481,0.004002474,0.00007873243,0.001929845,0.00001684122,0.0004051088,0.000008647137,0.00001362558,0.0002965932],"genre_scores_gemma":[0.9983462,0.001023868,0.0003399055,0.00004543123,0.00004208122,0.00003208358,0.00003752931,0.000006477155,0.0001263907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05032597,"threshold_uncertainty_score":0.1839505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089394794335951,"score_gpt":0.2536367041391738,"score_spread":0.2427427561958143,"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."}}