{"id":"W4415304935","doi":"10.1016/j.jhepr.2025.101640","title":"MELD 3.i and the case for continuous updating in liver allocation","year":2025,"lang":"en","type":"letter","venue":"JHEP Reports","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Gilead Sciences","keywords":"Liver transplantation; Liver disease; Liver failure; Waiting list; Disease; Transplantation","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":[0.0003029567,0.0001218597,0.0002815373,0.0000897259,0.00005774786,0.00002621806,0.00002035694,0.0002026823,0.00001582028],"category_scores_gemma":[0.00005610163,0.00008501277,0.00007670213,0.00005850183,0.00004531397,0.00004750537,0.00001059267,0.0003182689,7.723136e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003130046,"about_ca_system_score_gemma":0.0001105936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008323202,"about_ca_topic_score_gemma":0.0001054693,"domain_scores_codex":[0.9991111,0.00004372882,0.0003461509,0.0002644692,0.0001092929,0.0001252705],"domain_scores_gemma":[0.9992168,0.0002694299,0.0001874149,0.0002250761,0.00007975799,0.00002151118],"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":[0.0005223681,0.00005432267,0.008330758,0.005041406,0.0006762205,0.3457885,0.00194221,0.000002174022,0.00001821899,0.0002636668,0.6291699,0.008190309],"study_design_scores_gemma":[0.02410242,0.0003971376,0.01940882,0.006905354,0.02313259,0.1447594,0.001624482,0.002908082,0.0009744474,0.005521407,0.7686845,0.00158135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1520148,0.004045125,0.0008527223,0.8206742,0.001276679,0.007788918,0.000108159,0.0001331602,0.01310625],"genre_scores_gemma":[0.6838421,0.0002974141,0.000273565,0.307929,0.001330884,0.0004274263,0.00175454,0.0000295782,0.004115473],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5318273,"threshold_uncertainty_score":0.346672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01134950714742867,"score_gpt":0.2575242420283196,"score_spread":0.2461747348808909,"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."}}