{"id":"W4398204849","doi":"10.1097/lvt.0000000000000402","title":"An international, multicenter, survey-based analysis of practice and management of acute liver failure","year":2024,"lang":"en","type":"article","venue":"Liver Transplantation","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta; Population Health Research Institute; University Health Network; University of Toronto; Impact","funders":"","keywords":"Medicine; Liver transplantation; Liver disease; Hepatology; Hepatic encephalopathy; Anesthesiology; Internal medicine; Clinical trial; Intensive care unit; Transplantation; Intensive care medicine; Cirrhosis","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":[0.004221848,0.000322046,0.0003436037,0.00212016,0.0002584266,0.0006773572,0.0004099399,0.0005033967,0.000889198],"category_scores_gemma":[0.008353044,0.000256452,0.0005116101,0.004422605,0.0003209053,0.0009402018,0.0008240509,0.0003895325,0.000226451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006193707,"about_ca_system_score_gemma":0.0007477226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00626296,"about_ca_topic_score_gemma":0.005046733,"domain_scores_codex":[0.9967146,0.001838563,0.0004737365,0.0003846816,0.0003230325,0.0002653615],"domain_scores_gemma":[0.9886926,0.002845439,0.005452616,0.00064124,0.001353654,0.001014439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004900206,0.00004560348,0.9982371,0.00002097165,0.00004351111,0.00001135214,0.0001659823,0.00003505535,0.00003959006,0.00001011974,0.0001741934,0.001167456],"study_design_scores_gemma":[0.000007202436,0.00009188695,0.9990239,0.000008587645,0.00001568009,0.00004483909,0.000409652,0.0001732498,0.0000197117,0.000004394421,0.0001978893,0.000002842731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967294,0.0001954794,0.0002825603,0.00009072657,0.000005149209,0.00005981701,0.002028552,0.000007378068,0.0006009957],"genre_scores_gemma":[0.9975702,0.0001377997,0.0002978055,0.00008263862,0.00001055424,0.00008174895,0.001730131,0.000002654062,0.00008646407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00626296,"threshold_uncertainty_score":0.02232748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463606773674871,"score_gpt":0.3089113125082624,"score_spread":0.2942752447715137,"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."}}