{"id":"W4401799953","doi":"10.1016/j.cgh.2024.07.029","title":"Emergency Department Utilization and Outcomes Among Adults With Cirrhosis From 2008 to 2022 in the United States","year":2024,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institute on Alcohol Abuse and Alcoholism","keywords":"Medicine; Emergency department; Crowding; Cirrhosis; Medical emergency; Emergency medicine; MEDLINE; Internal medicine; Nursing","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":[0.0002792357,0.0002037317,0.0002233467,0.0007770612,0.0003269731,0.0005959092,0.0003230445,0.0005608005,0.00152259],"category_scores_gemma":[0.001277226,0.0001547309,0.0005607025,0.001083833,0.0001804389,0.0007451426,0.0007459846,0.000880053,0.0002215847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007630261,"about_ca_system_score_gemma":0.0008991983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04983446,"about_ca_topic_score_gemma":0.07874243,"domain_scores_codex":[0.999711,0.00003661527,0.00004759383,0.00004726913,0.00004952086,0.0001079626],"domain_scores_gemma":[0.9991289,0.00005958342,0.0004543485,0.00001875178,0.0001267644,0.0002116413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006731115,0.00004209501,0.9972281,0.00001938909,0.0000528096,0.00008041644,0.00004761119,0.00008656683,0.00004248643,0.00002570178,0.001315876,0.0009915177],"study_design_scores_gemma":[0.000004861794,0.00002820358,0.9987984,0.00002429685,0.00001845573,0.0001514267,0.0003765471,0.0001534999,0.0000180966,0.00002149041,0.0004005654,0.000004135732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903266,0.0008507186,0.00005567813,0.000700039,0.000057045,0.00001137968,0.006162012,0.00001111968,0.001825524],"genre_scores_gemma":[0.9945358,0.0003955548,0.00004007518,0.0003177895,0.00003518888,0.00001197329,0.004222983,0.000002611971,0.0004379921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04983446,"threshold_uncertainty_score":0.09908879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03091539444331004,"score_gpt":0.3346572206282496,"score_spread":0.3037418261849396,"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."}}