{"id":"W4408294343","doi":"10.1097/lvt.0000000000000593","title":"Proceedings of the 29th Annual Congress of the International Liver Transplantation Society","year":2025,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Toronto General Hospital; University Health Network","funders":"","keywords":"Vanguard; Medicine; Liver transplantation; Transplantation; Theme (computing); Liver disease; General surgery; Surgery; Internal medicine; History","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":[],"consensus_categories":[],"category_scores_codex":[0.0001448636,0.0001359108,0.0001911561,0.00007086811,0.00008790737,0.000011797,0.0002691123,0.0001167529,0.00006998279],"category_scores_gemma":[0.000007804417,0.00008648295,0.0002635154,0.0003134899,0.0001669657,0.0001815874,0.00001112178,0.000178816,0.00000139764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003941933,"about_ca_system_score_gemma":0.0000985729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001034481,"about_ca_topic_score_gemma":0.0000378931,"domain_scores_codex":[0.9988962,0.00001844511,0.0003791563,0.0001824132,0.0004059108,0.0001178754],"domain_scores_gemma":[0.9993075,0.00006107141,0.000190822,0.0001168445,0.0002999162,0.00002385801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00267726,0.0007803351,0.6788185,0.03108742,0.0009979054,0.00004081239,0.04747074,0.00006280052,0.1866614,0.0393022,0.009510651,0.00258991],"study_design_scores_gemma":[0.001366064,0.0000401691,0.5774601,0.0006601418,0.0007066996,0.00006880262,0.0003742758,0.0001605217,0.4187063,0.00009591837,0.0002880391,0.00007295174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904451,0.0001094398,0.001862682,0.001405215,0.0005413882,0.0007570792,0.0004900146,0.00005854028,0.004330582],"genre_scores_gemma":[0.990952,0.005999879,0.0009571027,0.0005783447,0.00003455156,0.00001572844,0.000057831,0.00001159639,0.001392977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2320448,"threshold_uncertainty_score":0.3526672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007236433261396794,"score_gpt":0.2473895145812089,"score_spread":0.2401530813198121,"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."}}