{"id":"W3181319874","doi":"10.1016/j.transproceed.2021.05.010","title":"Donor-Recipient Matching in Kidney Transplant: We're Not There Yet","year":2021,"lang":"en","type":"article","venue":"Transplantation Proceedings","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Hazard ratio; Medicine; Confidence interval; Kidney transplantation; Proportional hazards model; Kidney; Transplantation; Propensity score matching; Surgery; Pairing; Internal medicine; Urology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001498985,0.0002996097,0.0004218574,0.0002097528,0.0001037995,0.00006750191,0.00009302139,0.0001523139,0.0005280799],"category_scores_gemma":[0.00001027462,0.0002646867,0.0001670485,0.0004498522,0.00003488718,0.000322811,0.000004470785,0.0002976012,0.00009283171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008693947,"about_ca_system_score_gemma":0.0001472507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007780929,"about_ca_topic_score_gemma":0.0000777669,"domain_scores_codex":[0.9980978,0.00001895315,0.0005371079,0.0004937508,0.0004663822,0.000386013],"domain_scores_gemma":[0.9993101,0.00007034003,0.00009300222,0.0001104096,0.0001353552,0.0002807643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006963447,0.001975738,0.6979554,0.01873682,0.0009324159,0.007573387,0.07639607,0.00008828449,0.1562264,0.02603372,0.0004073617,0.006710998],"study_design_scores_gemma":[0.03126774,0.0005293082,0.5616148,0.01882129,0.001666882,0.004027888,0.004035309,0.0002798492,0.3700838,0.002181734,0.004180853,0.001310581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977873,0.0002366442,0.0006895851,0.004503862,0.0002458365,0.0005274495,0.0002686276,0.0001578706,0.01549716],"genre_scores_gemma":[0.9900723,0.004506467,0.001531641,0.001701006,0.00005244837,0.00006157305,0.000628671,0.00004580413,0.001400061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2138575,"threshold_uncertainty_score":0.9999805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02608877576236959,"score_gpt":0.2862495980775507,"score_spread":0.2601608223151812,"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."}}