{"id":"W3048614670","doi":"10.1016/j.jhep.2020.07.029","title":"Acute-on-chronic liver failure: The challenge of PREDICTing who and when","year":2020,"lang":"en","type":"letter","venue":"Journal of Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Decompensation; Cirrhosis; Medicine; Hepatic encephalopathy; Ascites; Internal medicine; Hepatology; Gastroenterology; Acute decompensated heart failure; Intensive care medicine; Heart failure","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":[0.004818347,0.0006896717,0.002422964,0.00118509,0.003231973,0.00457958,0.00157681,0.02603952,0.003695521],"category_scores_gemma":[0.03626961,0.0007845247,0.001120839,0.0007955798,0.002694192,0.009294101,0.00160715,0.03671113,0.003416183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003187217,"about_ca_system_score_gemma":0.005009971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006063999,"about_ca_topic_score_gemma":0.008692858,"domain_scores_codex":[0.9952919,0.002242164,0.000847774,0.0004492496,0.000664943,0.0005040633],"domain_scores_gemma":[0.9795726,0.01070135,0.0009955893,0.0004607228,0.003745037,0.004524711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001921623,0.0002018415,0.01740807,0.0002037467,0.00006663573,0.01220286,0.0006124637,0.0003357494,0.0004812184,0.006614183,0.8999442,0.06173683],"study_design_scores_gemma":[0.0006132256,0.0004694254,0.01820681,0.005582638,0.0002292672,0.06753065,0.01026582,0.008955221,0.0007218944,0.1560922,0.7307046,0.0006283559],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000880133,0.00168747,0.0002587005,0.9886284,0.007100363,0.000007439417,0.00002381599,0.00001348355,0.001400271],"genre_scores_gemma":[0.02094121,0.006469124,0.002412496,0.8191594,0.1485346,0.00006076773,0.00009595016,0.00005044664,0.002275944],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02603952,"threshold_uncertainty_score":0.02548218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897871715871306,"score_gpt":0.2458017135983637,"score_spread":0.2268229964396506,"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."}}