{"id":"W4401951431","doi":"10.3138/canlivj-2023-0037","title":"Risk evaluation and recipient selection in adult liver transplantation: A mixed-methods survey","year":2024,"lang":"en","type":"article","venue":"Canadian Liver Journal","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; London Health Sciences Centre; University of Toronto; Western University; University of British Columbia; Translational Research in Oncology; Toronto General Hospital; Dalhousie University; Université de Montréal; University of Alberta; McGill University Health Centre; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Liver transplantation; Comorbidity; Risk assessment; Vignette; Kidney disease; Intensive care medicine; Transplantation; Liver disease; Incidence (geometry); Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01865231,0.0003034909,0.00056704,0.001856829,0.001270093,0.001911877,0.0007103849,0.001045543,0.001566174],"category_scores_gemma":[0.03734558,0.0005438407,0.0005464322,0.002525982,0.00103015,0.001749474,0.001764436,0.0007659898,0.0002473887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002573974,"about_ca_system_score_gemma":0.002783193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02655896,"about_ca_topic_score_gemma":0.02204945,"domain_scores_codex":[0.9847785,0.009074423,0.002012004,0.0007294549,0.002069279,0.001336314],"domain_scores_gemma":[0.9746685,0.01193385,0.007755534,0.0007200495,0.003121891,0.001800145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001311109,0.0003456658,0.9571135,0.0002976863,0.00006298099,0.0002025834,0.03286717,0.00006236221,0.0001860272,0.0001109417,0.0006883853,0.007931585],"study_design_scores_gemma":[0.00005372108,0.0008571172,0.9109299,0.0003902226,0.00004753287,0.0005418945,0.0838645,0.0009475835,0.000198789,0.0001459619,0.001968921,0.00005384608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980392,0.0002676214,0.0003005774,0.0004992401,0.00000660806,0.0001847024,0.0002776641,0.000004431617,0.0004200262],"genre_scores_gemma":[0.9983475,0.0003105885,0.0004483803,0.0004639345,0.000009210771,0.0001712045,0.0001642827,0.000002684519,0.00008218896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02655896,"threshold_uncertainty_score":0.09864402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0217217665600321,"score_gpt":0.320996483789826,"score_spread":0.2992747172297939,"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."}}