{"id":"W4391991715","doi":"10.1097/hep.0000000000000793","title":"Full adherence to cirrhosis quality indicators is associated with lower mortality in acute variceal bleeding: Nationwide audit","year":2024,"lang":"en","type":"letter","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Cirrhosis; Audit; Internal medicine; Intensive care medicine; Gastroenterology; Emergency medicine; Business; Accounting","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":[0.0002912082,0.0003654961,0.0008318934,0.0006581091,0.0000480375,0.00002964591,0.0001786793,0.0009624334,0.0005295849],"category_scores_gemma":[0.0000220837,0.0003202735,0.0001484712,0.0009221559,0.00009518587,0.00008435835,0.00004086344,0.001385366,0.000298596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002964844,"about_ca_system_score_gemma":0.0005697419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216225,"about_ca_topic_score_gemma":0.0009906995,"domain_scores_codex":[0.9973224,0.0001957476,0.0005840652,0.0008000911,0.0006067039,0.0004910331],"domain_scores_gemma":[0.9988909,0.0002016729,0.0002413115,0.0003586315,0.0001490191,0.0001584498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000464269,0.0001594569,0.8260362,0.0006726342,0.005072151,0.008515132,0.001063094,2.834651e-7,0.00002625658,0.00007695267,0.1578716,0.0000419852],"study_design_scores_gemma":[0.004526449,0.002911144,0.9307607,0.002302839,0.02610078,0.0003654285,0.00009694175,0.000243578,0.0003702059,0.001128509,0.02946572,0.001727634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.857539,0.00009058114,0.00006530942,0.1387229,0.0006069308,0.0006575696,0.0006653654,0.0001424865,0.00150989],"genre_scores_gemma":[0.7640659,0.00007171034,0.00003999082,0.2328939,0.0002945729,0.0001488001,0.00168653,0.00004804419,0.0007505459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1284059,"threshold_uncertainty_score":0.999925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03625636038276891,"score_gpt":0.3247491276047427,"score_spread":0.2884927672219738,"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."}}