{"id":"W4318542842","doi":"10.14309/ctg.0000000000000565","title":"Acute Liver Failure: Biomarkers Evaluated by the Acute Liver Failure Study Group","year":2023,"lang":"en","type":"article","venue":"Clinical and Translational Gastroenterology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Liver failure; Internal medicine; Gastroenterology","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":[0.001577906,0.0006373482,0.000955498,0.001784638,0.0003118282,0.0008244492,0.0002769896,0.0005561856,0.00094975],"category_scores_gemma":[0.001888055,0.0001087134,0.0006345928,0.002366699,0.000248303,0.0007047128,0.0006430985,0.0008063018,0.0004658132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003922264,"about_ca_system_score_gemma":0.0006203682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009802898,"about_ca_topic_score_gemma":0.001028557,"domain_scores_codex":[0.9990672,0.0003401056,0.0002255027,0.0001016065,0.0001963213,0.00006938958],"domain_scores_gemma":[0.9981205,0.0002081283,0.0008057714,0.00006792776,0.000505483,0.0002921767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001443856,0.0001220755,0.9455172,0.0009242601,0.00122872,0.0002246377,0.0001637861,0.0002652228,0.001051453,0.0003446222,0.008585996,0.04012812],"study_design_scores_gemma":[0.000327696,0.000388443,0.9841745,0.0004640076,0.0005533081,0.0007132906,0.0001608074,0.000344392,0.0003590014,0.000368773,0.01210694,0.00003877914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.722147,0.2119284,0.005477811,0.009330371,0.00169194,0.001182632,0.02518451,0.0002112119,0.02284619],"genre_scores_gemma":[0.9250293,0.03709058,0.0044831,0.002476265,0.001501343,0.001336495,0.02390413,0.00005115721,0.004127599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001784638,"threshold_uncertainty_score":0.008344829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393549680292503,"score_gpt":0.3312040850289865,"score_spread":0.2972685882260614,"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."}}