{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002593274,0.0001541141,0.0003156935,0.0008675246,0.0003505713,0.000651019,0.0003506005,0.0003157685,0.0007929436],"category_scores_gemma":[0.007846603,0.0002783843,0.0007002448,0.002004599,0.0002777056,0.0005152765,0.0009645002,0.000479629,0.0001145479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007066089,"about_ca_system_score_gemma":0.001175622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01528623,"about_ca_topic_score_gemma":0.01889863,"domain_scores_codex":[0.9969529,0.001173606,0.000661482,0.0003761796,0.0005135415,0.0003223172],"domain_scores_gemma":[0.9876738,0.001012408,0.008168464,0.0008752398,0.001402743,0.0008672911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004049382,0.00001032312,0.9991008,0.00001028163,0.00003532661,0.000008173267,0.00002124352,0.00001838319,0.00001967648,0.000006970706,0.00008996593,0.0006384903],"study_design_scores_gemma":[0.000004218988,0.00003045224,0.9995846,0.000008085279,0.00002118001,0.00002982513,0.00004189472,0.0001661193,0.00001896358,0.000006993917,0.00008554375,0.000002029996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978727,0.0001824634,0.0001381295,0.0001231287,0.000006052573,0.00002275409,0.001299256,0.000005962891,0.0003496365],"genre_scores_gemma":[0.9988599,0.0000737189,0.0001133352,0.00003537806,0.000005652576,0.00001407347,0.0008522383,0.000001369852,0.00004437679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01528623,"threshold_uncertainty_score":0.03039449,"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."}}