{"id":"W2972002672","doi":"10.1016/j.jhep.2019.07.016","title":"Canadian liver transplant allocation for hepatocellular carcinoma","year":2019,"lang":"en","type":"letter","venue":"Journal of Hepatology","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; McGill University Health Centre; Centre Hospitalier de l’Université de Montréal; Dalhousie University; Royal Victoria Hospital; Toronto General Hospital; Queen Elizabeth II Health Sciences Centre; Royal Victoria Regional Health Centre; University of Alberta; University of British Columbia; London Health Sciences Centre; Western University","funders":"","keywords":"Hepatocellular carcinoma; Liver transplantation; Medicine; Internal medicine; Oncology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002099303,0.0002403704,0.0008578422,0.0006239624,0.00004312614,0.00001199055,0.0001897401,0.0009573775,0.0002240666],"category_scores_gemma":[0.00002247579,0.0001985241,0.0004246989,0.00006869063,0.00003652418,0.00005557398,0.000003233654,0.001058766,0.0000290137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003453226,"about_ca_system_score_gemma":0.001540579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006092742,"about_ca_topic_score_gemma":0.002179407,"domain_scores_codex":[0.9984726,0.00006350241,0.0006689439,0.000188174,0.0002371287,0.0003696786],"domain_scores_gemma":[0.998687,0.0001717716,0.0004243238,0.0002196981,0.0003637635,0.0001334863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001509101,0.00001622566,0.2605539,0.001576344,0.0001730676,0.005044724,0.0001446754,1.931853e-7,0.0001333918,0.00002904194,0.7320161,0.000161391],"study_design_scores_gemma":[0.001622132,0.0009170366,0.003011322,0.0002485595,0.001328786,0.01162291,0.00000872345,0.0002831757,0.004618724,0.00007881865,0.9759929,0.0002669391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05955509,0.00180218,0.003847627,0.9315163,0.001577197,0.001085159,0.0002335526,0.00002904888,0.0003538404],"genre_scores_gemma":[0.387845,0.001558972,0.003151651,0.6022665,0.002264185,0.00001395732,0.0006279823,0.00009385263,0.002177904],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3292498,"threshold_uncertainty_score":0.9210444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097069026817054,"score_gpt":0.2514173822302991,"score_spread":0.2304466919621286,"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."}}