{"id":"W4308053489","doi":"10.1007/s12072-022-10405-9","title":"Comparison of the prognostic models for mortality in idiosyncratic drug-induced liver injury","year":2022,"lang":"en","type":"article","venue":"Hepatology International","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Natural Science Foundation of China","keywords":"Medicine; Hepatology; Liver transplantation; Internal medicine; Potency; Liver injury; Liver disease; Gastroenterology; Surgery; Transplantation","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":[0.0009608991,0.0001566159,0.0003141773,0.0001728242,0.0003378693,0.000006973133,0.0005610895,0.0001824276,0.0005471717],"category_scores_gemma":[0.000172164,0.0001486596,0.0001497898,0.0002403134,0.0001279237,0.0001160214,0.0002523954,0.001003967,0.000008237626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002345093,"about_ca_system_score_gemma":0.0001833853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002117203,"about_ca_topic_score_gemma":0.0005374322,"domain_scores_codex":[0.9976887,0.0008997424,0.0005709601,0.0002968114,0.0002632158,0.0002806371],"domain_scores_gemma":[0.998853,0.000473325,0.0003197751,0.0001886143,0.0001156628,0.00004963825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004243302,0.001039543,0.9552907,0.00006278542,0.0001958524,0.000007917583,0.002099064,0.006953804,0.01296349,0.01682087,0.001450262,0.002691331],"study_design_scores_gemma":[0.002534868,0.0002899288,0.06231235,0.0000254929,0.0001725958,0.00006250547,0.0006233886,0.8078767,0.08673956,0.0233879,0.01555394,0.0004207822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913646,0.00007217947,0.0003171361,0.001295342,0.003825764,0.001146667,0.0002114122,0.00003475616,0.001732126],"genre_scores_gemma":[0.9978087,0.00001058965,0.00007026504,0.0008838376,0.00009019492,0.0009044247,0.000040734,0.00001531295,0.000175939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8929784,"threshold_uncertainty_score":0.6062163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2457624805345248,"score_gpt":0.4780588737191039,"score_spread":0.2322963931845791,"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."}}