{"id":"W4398180550","doi":"10.21037/hbsn-24-7","title":"Enhanced recovery for liver transplantation: recommendations from the 2022 International Liver Transplantation Society Consensus Conference: towards better clinical care in transplant hepatology","year":2024,"lang":"en","type":"editorial","venue":"HepatoBiliary Surgery and Nutrition","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Hepatology; Liver transplantation; Consensus conference; Transplantation; Intensive care medicine; Internal medicine; Transplant surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007643034,0.0004832576,0.000858827,0.0002163355,0.0001976502,0.0001004194,0.0001432103,0.001152857,0.0002634671],"category_scores_gemma":[0.00004676626,0.0004238908,0.0007971855,0.0001973275,0.0002166908,0.0002613725,0.00001235186,0.001088524,0.00001828474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00017534,"about_ca_system_score_gemma":0.0008432662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006002612,"about_ca_topic_score_gemma":0.001650379,"domain_scores_codex":[0.9964241,0.0004915406,0.00119493,0.0009979823,0.0005322618,0.0003591735],"domain_scores_gemma":[0.9932525,0.005676437,0.0002398152,0.0002581066,0.0004259121,0.0001471924],"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":[0.02430167,0.0009866554,0.007745896,0.0170145,0.002321223,0.002337493,0.01194366,0.000001382824,0.0001755107,0.00005840183,0.8895082,0.04360537],"study_design_scores_gemma":[0.04487459,0.003101658,0.04717799,0.04152828,0.04083621,0.001243345,0.007179902,0.007356049,0.007129634,0.00440256,0.7898912,0.005278554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4958961,0.01664516,0.003284271,0.007758073,0.4038103,0.004105224,0.06803432,0.0002365516,0.0002300136],"genre_scores_gemma":[0.2481364,0.5209181,0.0005200568,0.0008884432,0.09069088,0.0009785381,0.1377136,0.00007889212,0.00007512407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5042729,"threshold_uncertainty_score":0.9998213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951291788662961,"score_gpt":0.3095245503398343,"score_spread":0.2800116324532047,"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."}}