{"id":"W2906194884","doi":"10.1097/txd.0000000000000856","title":"Nonimmunologic Donor-Recipient Pairing, HLA Matching, and Graft Loss in Deceased Donor Kidney Transplantation","year":2018,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Innovative Research Group Project of the National Natural Science Foundation of China","keywords":"Medicine; Kidney transplantation; Transplantation; Pairing; Akaike information criterion; Proportional hazards model; Internal medicine; Statistics; Mathematics","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":[0.0002209122,0.0003439374,0.0004482646,0.0003621101,0.0001584305,0.0000478182,0.00009264027,0.0001561193,0.0002305237],"category_scores_gemma":[0.00001294963,0.0002913966,0.0001230428,0.0003433715,0.0001627168,0.0002516156,0.000004503862,0.0001924052,0.0001007591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008646166,"about_ca_system_score_gemma":0.00009044752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005840441,"about_ca_topic_score_gemma":0.0008103288,"domain_scores_codex":[0.9980751,0.0001308011,0.0005447349,0.0005262824,0.0003201847,0.0004029459],"domain_scores_gemma":[0.9991777,0.0001518212,0.0001198752,0.0002167077,0.00008204511,0.0002518667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005207338,0.0006187994,0.9663551,0.00188435,0.0003832434,0.001347948,0.009288315,0.00004429511,0.009564661,0.0007642961,0.00004525279,0.004496371],"study_design_scores_gemma":[0.01278694,0.0007224855,0.9614377,0.001604022,0.0006763154,0.0007501501,0.0001495055,0.0001262122,0.02042066,0.0003950582,0.0004757506,0.0004551822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906437,0.0002353762,0.002308944,0.0005789424,0.0002602524,0.0007336893,0.000207469,0.0001841544,0.004847489],"genre_scores_gemma":[0.9913548,0.004704386,0.001973168,0.0006619229,0.00008158541,0.00007793882,0.0007892211,0.00003835246,0.0003186216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.010856,"threshold_uncertainty_score":0.9999538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0168294370509919,"score_gpt":0.2812218038067139,"score_spread":0.264392366755722,"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."}}