{"id":"W4301392212","doi":"10.1161/circoutcomes.122.008995","title":"Guideline-Directed Medical Therapy Attainment and Outcomes in Dialysis-Requiring Versus Nondialysis Chronic Kidney Disease in the ISCHEMIA-CKD Trial","year":2022,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Kidney disease; Guideline; Dialysis; Intensive care medicine; Renal replacement therapy; Ischemia; Disease; Internal medicine; Cardiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001337088,0.000376243,0.001028832,0.0001514754,0.0002362937,0.0007342712,0.0004287504,0.0008045522,0.002174273],"category_scores_gemma":[0.002169237,0.0001888506,0.001202849,0.0002613497,0.0002379976,0.000432833,0.0004927304,0.001384461,0.0001885487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003626924,"about_ca_system_score_gemma":0.0005704054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002030298,"about_ca_topic_score_gemma":0.005045888,"domain_scores_codex":[0.9993619,0.0003819778,0.00004341963,0.00008615727,0.00004006903,0.0000865624],"domain_scores_gemma":[0.9994298,0.0001172482,0.0001945623,0.00004655285,0.00004048364,0.0001713298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8149567,0.00639945,0.1017675,0.002635336,0.01177418,0.0001402241,0.0001470315,0.001707423,0.002136368,0.000972101,0.007762348,0.0496014],"study_design_scores_gemma":[0.572396,0.05519631,0.34404,0.0007879599,0.01474975,0.0002244162,0.0002007523,0.002976773,0.000814685,0.001742567,0.00680392,0.00006689548],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894035,0.005041474,0.0002314928,0.001017495,0.0001909982,0.0004695376,0.001709147,0.00002419925,0.001912159],"genre_scores_gemma":[0.9933485,0.001148347,0.0006509047,0.0008840227,0.0002101174,0.0007023892,0.001914142,0.000004100285,0.001137522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002174273,"threshold_uncertainty_score":0.007273614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04944108596325536,"score_gpt":0.3430379221925257,"score_spread":0.2935968362292704,"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."}}