{"id":"W7119033840","doi":"10.1097/lvt.0000000000000802","title":"Proceedings of the 30th 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","funders":"","keywords":"Vanguard; Liver transplantation; MEDLINE; Transplantation; Orthotopic liver transplantation; Consensus conference","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":[0.000144121,0.000135996,0.0001913192,0.00007026084,0.00008747683,0.00001176146,0.0002693157,0.0001168106,0.00006514724],"category_scores_gemma":[0.000007754121,0.00008653251,0.0002632663,0.0003141732,0.0001671414,0.000181443,0.00001113524,0.0001774371,0.00000133219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003950369,"about_ca_system_score_gemma":0.00009095962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009768837,"about_ca_topic_score_gemma":0.00003678586,"domain_scores_codex":[0.998895,0.00001829181,0.0003795699,0.0001826168,0.0004065466,0.0001180144],"domain_scores_gemma":[0.9993072,0.00006078273,0.0001908955,0.0001170106,0.0003002271,0.00002388104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002729145,0.0008020127,0.6934878,0.03196066,0.001026248,0.00004217833,0.04916293,0.00006478278,0.1661869,0.04178692,0.009878068,0.00287234],"study_design_scores_gemma":[0.001361532,0.00003999988,0.5438427,0.0006560831,0.0007031928,0.00006807046,0.0003773558,0.0001651162,0.4523306,0.00009829254,0.0002844471,0.00007259924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99049,0.0001108501,0.001934989,0.001415822,0.0005503933,0.0007562558,0.0004908994,0.00005902566,0.004191743],"genre_scores_gemma":[0.9908305,0.006205007,0.000963549,0.0005903257,0.00003589487,0.00001564148,0.00005670412,0.00001160162,0.001290787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2861437,"threshold_uncertainty_score":0.3528694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007217822250947225,"score_gpt":0.2471567277634603,"score_spread":0.2399389055125131,"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."}}