{"id":"W4402207544","doi":"10.1097/lvt.0000000000000481","title":"PRO: Patients with acute-on-chronic liver failure should receive MELD exception points","year":2024,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Liver transplantation; Liver failure; Intensive care medicine; Internal medicine; Gastroenterology; 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":[0.00007231106,0.000277773,0.0002111382,0.000236584,0.0001058074,0.00006930055,0.00006914584,0.0001533959,0.0004920713],"category_scores_gemma":[0.000001357387,0.0002156441,0.0001093439,0.0002888365,0.00005575692,0.0005937783,0.000003191254,0.0002828627,0.0004452651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001584743,"about_ca_system_score_gemma":0.000148468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004974031,"about_ca_topic_score_gemma":0.000112815,"domain_scores_codex":[0.9983402,0.00006313276,0.0002401984,0.0004967992,0.0005879106,0.0002717029],"domain_scores_gemma":[0.9994023,0.00008521874,0.00004887321,0.0001873675,0.0001274196,0.0001488105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08862095,0.007567306,0.2747558,0.09116112,0.02747106,0.05104268,0.1651331,0.001238435,0.03453935,0.01908728,0.01059303,0.2287899],"study_design_scores_gemma":[0.01500975,0.007344922,0.9221384,0.008455984,0.01741199,0.0005905522,0.0002498917,0.002766959,0.02318333,0.0004240042,0.001094826,0.001329391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859058,0.0004259541,0.009011918,0.0004792515,0.000260917,0.001451071,0.0004987147,0.0003485293,0.001617881],"genre_scores_gemma":[0.9924147,0.00258496,0.0004761928,0.0002747833,0.0002071097,0.00009166298,0.003650675,0.00005281827,0.0002470959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6473826,"threshold_uncertainty_score":0.879371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401568796362871,"score_gpt":0.2507491330701671,"score_spread":0.2367334451065384,"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."}}