{"id":"W3083999015","doi":"10.1097/tp.0000000000003454","title":"Changing Trends in Liver Transplantation: Challenges and Solutions","year":2020,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Liver transplantation; Medicine; Intensive care medicine; Nonalcoholic steatohepatitis; Transplantation; Cirrhosis; Perioperative; Incidence (geometry); Surgery; Internal medicine; Fatty liver; Nonalcoholic fatty liver disease; Disease","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":[0.0001018145,0.0001401374,0.0002036394,0.0003160933,0.00006060568,0.00001082734,0.00003708215,0.00008778225,0.0001249881],"category_scores_gemma":[0.000002709661,0.0001379112,0.00005195247,0.0002882839,0.00003590379,0.000179612,0.000002543239,0.0001417019,0.00001330776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001708599,"about_ca_system_score_gemma":0.00001469453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001307557,"about_ca_topic_score_gemma":0.00007452055,"domain_scores_codex":[0.9990954,0.00003348243,0.0002315762,0.000253466,0.0001560483,0.000229999],"domain_scores_gemma":[0.9997146,0.00004030989,0.00003448869,0.00006631559,0.0000216487,0.0001226772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005319745,0.0005089929,0.02141243,0.02687413,0.0002022222,0.006398797,0.3422894,0.0001129629,0.01377292,0.0393987,0.0001575046,0.5435522],"study_design_scores_gemma":[0.007495281,0.000579746,0.9631957,0.0004683415,0.0007126757,0.001264699,0.001647089,0.001927535,0.02147503,0.0001822527,0.0005405281,0.0005110582],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8863277,0.01009369,0.04160511,0.03542859,0.0001662359,0.001059455,0.0002179148,0.001045457,0.02405579],"genre_scores_gemma":[0.8997415,0.09771741,0.001407858,0.000768933,0.00006612185,0.00001781106,0.0002080557,0.00001838382,0.00005396463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9417833,"threshold_uncertainty_score":0.5623854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05912343678931336,"score_gpt":0.2834606284628518,"score_spread":0.2243371916735384,"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."}}