{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002387868,0.0008791902,0.0005285109,0.001310619,0.001048135,0.002771353,0.0005874016,0.001319989,0.05497895],"category_scores_gemma":[0.002284399,0.00017172,0.0006026628,0.0005732075,0.0006116308,0.000780957,0.001693349,0.001907369,0.0160115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397037,"about_ca_system_score_gemma":0.003297918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492108,"about_ca_topic_score_gemma":0.004587346,"domain_scores_codex":[0.9990247,0.0002024593,0.00007927316,0.00008900935,0.0004446912,0.0001598108],"domain_scores_gemma":[0.9980941,0.0001464937,0.0001258901,0.00005855428,0.0008319191,0.000742954],"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":[0.0001226978,0.0001173301,0.001505611,0.0002915284,0.00002594465,0.0002383212,0.0001388941,0.000141032,0.0006962993,0.002249094,0.8736368,0.1208364],"study_design_scores_gemma":[0.00001214113,0.00005247919,0.002973299,0.0002422347,0.000009462335,0.0001898871,0.0001315834,0.00007215414,0.0003131255,0.0006568178,0.9953353,0.00001155147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01851771,0.09122442,0.004446703,0.132203,0.3496963,0.0007508121,0.002756519,0.0004383652,0.3999662],"genre_scores_gemma":[0.0556712,0.06571837,0.002773357,0.01343538,0.102243,0.0006352247,0.003949709,0.0002772414,0.7552966],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05497895,"threshold_uncertainty_score":0.1839229,"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."}}