{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01196035,0.0007065329,0.001736991,0.001853191,0.001767229,0.005907537,0.001180456,0.008140044,0.005395741],"category_scores_gemma":[0.02103926,0.0003534898,0.0005535714,0.001013435,0.01091622,0.006971454,0.005077377,0.01769286,0.001185267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003368765,"about_ca_system_score_gemma":0.006234003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002473647,"about_ca_topic_score_gemma":0.003477099,"domain_scores_codex":[0.9919515,0.004638527,0.000336713,0.000452058,0.001934836,0.0006865036],"domain_scores_gemma":[0.9771593,0.01115408,0.001381529,0.0007698635,0.002948648,0.006586622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004785074,0.0005475091,0.008806552,0.002020622,0.000455073,0.001031366,0.002228563,0.001727197,0.001935415,0.1517317,0.2890795,0.539958],"study_design_scores_gemma":[0.0002554735,0.0007943808,0.01475109,0.004363708,0.0001541741,0.002192187,0.003902402,0.001815495,0.0004419894,0.3874016,0.5837052,0.0002222886],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002003423,0.1401905,0.004962589,0.8374614,0.009148592,0.00001915417,0.0000283977,0.0001064819,0.006079378],"genre_scores_gemma":[0.174186,0.4061122,0.01403477,0.3331213,0.06553011,0.0001370719,0.00006716378,0.0001077323,0.006703685],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01196035,"threshold_uncertainty_score":0.0632531,"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."}}