{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001878208,0.0001013866,0.0001792998,0.0003848086,0.00001850243,0.00002136581,0.00005962123,0.00004749374,0.00007695084],"category_scores_gemma":[0.000001148266,0.00009413463,0.00009305857,0.0004123448,0.00004024661,0.0004709279,0.000002709808,0.00005785888,0.000003983326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001680598,"about_ca_system_score_gemma":0.00002394879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004292092,"about_ca_topic_score_gemma":0.0001162233,"domain_scores_codex":[0.9990624,0.00008938707,0.0002427386,0.0002328088,0.0002945151,0.00007812947],"domain_scores_gemma":[0.9994453,0.0001460909,0.00006959982,0.0001316214,0.0001473822,0.00005998838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02709672,0.004085368,0.6470447,0.03792354,0.1665299,0.01105556,0.03959738,0.003253835,0.03851346,0.007906251,0.00008335198,0.01690998],"study_design_scores_gemma":[0.001457048,0.0001526667,0.899624,0.0004483519,0.05016054,0.00001869312,0.0001724328,0.04167746,0.006151676,0.000002500685,0.00004069049,0.00009396255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725792,0.0004244383,0.02483219,0.0001023055,0.00008978871,0.0003231211,0.001327631,0.00004111097,0.0002802233],"genre_scores_gemma":[0.9788632,0.01291806,0.00425383,0.00006667116,0.00001224982,0.000009410578,0.003848304,0.00001043066,0.00001787174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2525793,"threshold_uncertainty_score":0.3838699,"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."}}