{"id":"W3120876969","doi":"10.14740/jocmr4391","title":"Low Rates of Preemptive Kidney Transplantation: A Root Cause Analysis to Identify Opportunities for Improvement","year":2021,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Medicine; Kidney transplantation; Dialysis; Transplantation; Root cause; Kidney; Intensive care medicine; Retrospective cohort study; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.008171109,0.0006158868,0.0008252701,0.008398161,0.0006991506,0.001608492,0.001041851,0.0004724724,0.002123451],"category_scores_gemma":[0.02276347,0.0002419132,0.001020115,0.003131909,0.000390675,0.001459373,0.001427126,0.0008708905,0.0003388084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149164,"about_ca_system_score_gemma":0.003020402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002255568,"about_ca_topic_score_gemma":0.003560361,"domain_scores_codex":[0.9953067,0.001718203,0.000870925,0.0004642776,0.001232992,0.0004068966],"domain_scores_gemma":[0.977693,0.008638162,0.006821355,0.0009679233,0.004711273,0.001168236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006982996,0.00003272094,0.982334,0.0001029471,0.00004815178,0.0001590949,0.0001951608,0.0002705325,0.000222934,0.0001376212,0.0004107342,0.01601631],"study_design_scores_gemma":[0.0000158965,0.0002744486,0.9824967,0.0001621959,0.0001649016,0.001007987,0.001839739,0.01058232,0.001116197,0.0007816322,0.001528307,0.00002957068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706637,0.003060657,0.02059925,0.001477554,0.00007722953,0.0006046806,0.001066218,0.0002124804,0.002238246],"genre_scores_gemma":[0.9868169,0.0003842133,0.01186425,0.00006562742,0.00003860345,0.00009597029,0.0005525854,0.00002201243,0.0001598185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008398161,"threshold_uncertainty_score":0.04321349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4490821961754958,"score_gpt":0.6002660280819956,"score_spread":0.1511838319064998,"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."}}