{"id":"W4406469350","doi":"10.1111/liv.16239","title":"Development and Validation of a Novel Model to Discriminate Idiosyncratic Drug‐Induced Liver Injury and Autoimmune Hepatitis","year":2025,"lang":"en","type":"article","venue":"Liver International","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"National Key Research and Development Program of China","keywords":"Autoimmune hepatitis; Liver injury; Drug; Medicine; Hepatitis; Drug development; Immunology; Pharmacology","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":[0.004366681,0.001230831,0.001006592,0.001542781,0.0004183769,0.001217621,0.001298106,0.0009542356,0.001936295],"category_scores_gemma":[0.006104666,0.0003256,0.001413914,0.0004451034,0.0003290648,0.0005604962,0.0009306942,0.001073357,0.0004483156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009615829,"about_ca_system_score_gemma":0.001923975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007573097,"about_ca_topic_score_gemma":0.004737345,"domain_scores_codex":[0.9990637,0.0004451705,0.00006801148,0.0002092758,0.0001192877,0.00009454542],"domain_scores_gemma":[0.9971206,0.001930182,0.0001858031,0.00009387155,0.0005475258,0.0001220279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001073531,0.0006821874,0.09728809,0.0001771152,0.0006337498,0.000302638,0.0001180624,0.7723621,0.002507698,0.001396123,0.003664472,0.1197942],"study_design_scores_gemma":[0.00002795177,0.0001151929,0.002232332,0.0000129682,0.00004789828,0.00003194096,0.00001088453,0.9965225,0.0003661618,0.0003912396,0.0002336021,0.000007286581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5127189,0.0008232118,0.4775343,0.001223508,0.0002190009,0.0006981287,0.001665179,0.002167981,0.002949749],"genre_scores_gemma":[0.9239152,0.0001581977,0.07215598,0.00025173,0.00005695713,0.0004493586,0.001614911,0.00005290924,0.00134484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007573097,"threshold_uncertainty_score":0.02309352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153858083153461,"score_gpt":0.3977545619953591,"score_spread":0.282368753680013,"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."}}