{"id":"W3135886569","doi":"10.1097/txd.0000000000001094","title":"Cumulative Deficits Frailty Index Predicts Outcomes for Solid Organ Transplant Candidates","year":2021,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Dalhousie University; Toronto General Hospital; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Candidacy; Hazard ratio; Retrospective cohort study; Internal medicine; Confidence interval; Proportional hazards model; Organ transplantation; Emergency medicine; Intensive care medicine; Transplantation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001112124,0.000337563,0.0006230258,0.0001496343,0.0001741214,0.00004182994,0.00007347535,0.000151998,0.000258081],"category_scores_gemma":[0.00003208145,0.0002749047,0.0002943474,0.0002833007,0.00004702734,0.0001709075,0.00000305498,0.0001409938,0.00004211596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000624081,"about_ca_system_score_gemma":0.0002062226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008826774,"about_ca_topic_score_gemma":0.0003152735,"domain_scores_codex":[0.9981315,0.00006739522,0.0005154778,0.0004841887,0.0004113203,0.0003901282],"domain_scores_gemma":[0.9987586,0.0004519995,0.0001070685,0.0002336463,0.0002247985,0.0002239506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002622191,0.0006761486,0.9753186,0.001976681,0.001764497,0.001057707,0.004522817,0.0005368854,0.00833502,0.0006442134,0.00009507973,0.002450221],"study_design_scores_gemma":[0.01354666,0.0003202774,0.8394921,0.0009269709,0.001824897,0.0004327951,0.0001245239,0.001093659,0.1408966,0.0002403867,0.0006461764,0.000454907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538525,0.0004139129,0.03053527,0.001009099,0.0004660145,0.001547224,0.003326005,0.0003709892,0.008478927],"genre_scores_gemma":[0.9898397,0.00109451,0.001546192,0.0005891982,0.00005588001,0.0001272504,0.003820625,0.00005468718,0.002871949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1358264,"threshold_uncertainty_score":0.9999703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0349356895900896,"score_gpt":0.3275641770723451,"score_spread":0.2926284874822556,"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."}}