{"id":"W4318826603","doi":"10.1097/lvt.0000000000000081","title":"Progress in liver transplantation, but better access is needed","year":2023,"lang":"en","type":"editorial","venue":"Liver Transplantation","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Liver transplantation; Transplantation; Intensive care medicine; MEDLINE; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003386897,0.0007453043,0.0009440566,0.001017152,0.0001329822,0.0001903885,0.0004715543,0.001453245,0.0004828217],"category_scores_gemma":[0.00002552847,0.0007339607,0.0003418364,0.0007795847,0.0001520169,0.0006415265,0.00001684293,0.001277016,0.000333179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00019373,"about_ca_system_score_gemma":0.0003462699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001346818,"about_ca_topic_score_gemma":0.0006778581,"domain_scores_codex":[0.9956998,0.000142859,0.00105865,0.001004024,0.001404721,0.0006899935],"domain_scores_gemma":[0.9979573,0.0007337636,0.0003142162,0.0004484222,0.0003262768,0.0002199639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003815875,0.0004165645,0.01615542,0.05329299,0.0003734363,0.01855709,0.0125631,0.000005677744,0.00009600005,0.00004164291,0.8902547,0.004427445],"study_design_scores_gemma":[0.04693685,0.002368726,0.5430532,0.02303206,0.01981662,0.001426982,0.0009943005,0.000963952,0.09557355,0.0005765412,0.2572109,0.008046299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.105127,0.002521753,0.006645271,0.003648118,0.8584052,0.006277969,0.0123525,0.003077275,0.001944844],"genre_scores_gemma":[0.02982732,0.4734085,0.004305809,0.003166457,0.4233631,0.00116742,0.05815475,0.0009604603,0.005646206],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6330438,"threshold_uncertainty_score":0.9998431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799460669140897,"score_gpt":0.3100920078036141,"score_spread":0.2920974011122051,"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."}}