{"id":"W2902385923","doi":"10.9778/cmajo.20180024","title":"Canadian regulations and legal ramifications for hepatic encephalopathy: a descriptive analysis","year":2018,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; University of Calgary","funders":"","keywords":"Hepatic encephalopathy; Medicine; Cirrhosis; Disease; Liver disease; Descriptive statistics; Encephalopathy; Medical emergency; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008795757,0.00005491811,0.0001220598,0.0001666985,0.0002187719,0.00007537548,0.00006838356,0.00002719245,0.0001196597],"category_scores_gemma":[0.00001529714,0.00005095475,0.00003900468,0.0003172307,0.00005386757,0.0002025215,0.000008832379,0.00002346552,0.00001898701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000665389,"about_ca_system_score_gemma":0.0003410488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1444485,"about_ca_topic_score_gemma":0.3243636,"domain_scores_codex":[0.9995461,0.00001648244,0.0001023676,0.00016425,0.00005559758,0.0001152287],"domain_scores_gemma":[0.9994314,0.00002852928,0.00002617832,0.0001595913,0.0001592857,0.0001949742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005978714,0.0001981324,0.9083884,0.0001488368,0.00473044,0.00004832351,0.02194123,0.00001459138,0.002560871,0.05273537,0.00196083,0.006675139],"study_design_scores_gemma":[0.0009043051,0.000125368,0.9856242,0.00003163609,0.00473361,0.000007820951,0.000804796,0.004042582,0.0005167574,0.0006912104,0.00241499,0.0001027538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784462,0.00006963805,0.01067965,0.002004266,0.00005252487,0.001395247,0.0002752979,0.0000188845,0.007058232],"genre_scores_gemma":[0.9954579,0.00001083819,0.002169643,0.0002543324,0.00006076679,0.0001247276,0.0004334307,0.000006408457,0.00148199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1799151,"threshold_uncertainty_score":0.8612487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02938514197788111,"score_gpt":0.302331439184805,"score_spread":0.2729462972069239,"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."}}