{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005844567,0.0002761247,0.001093143,0.0003277692,0.000236925,0.00007110474,0.0001834046,0.00008063636,0.0002276807],"category_scores_gemma":[0.001269685,0.0001941886,0.001168248,0.0006149502,0.0001097096,0.00009948544,0.0001947169,0.0002993406,0.000002202655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003167023,"about_ca_system_score_gemma":0.0002446478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000474863,"about_ca_topic_score_gemma":0.00006416641,"domain_scores_codex":[0.9947829,0.001394706,0.0009739784,0.0005986356,0.001934365,0.0003154225],"domain_scores_gemma":[0.9983487,0.0003880057,0.0001432412,0.0007454854,0.00004792088,0.0003266818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007037324,0.001090031,0.9290481,0.0002692231,0.007445763,0.0003048953,0.001655963,0.007921159,0.00003621333,0.0007439546,0.00026553,0.04418181],"study_design_scores_gemma":[0.06519682,0.00008066077,0.9181687,0.00002920114,0.001415042,0.000002047392,0.0005562672,0.003598926,0.000003870015,0.0001013536,0.01053487,0.0003123018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831248,0.005677491,0.0002819822,0.008999316,0.0003161521,0.001334273,0.00002480902,0.00005181207,0.0001893593],"genre_scores_gemma":[0.9963823,0.0006134858,0.00002849199,0.002098656,0.0001853471,0.00035081,0.0002927164,0.00001983312,0.00002834768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0581595,"threshold_uncertainty_score":0.7918783,"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."}}