{"id":"W7118012597","doi":"10.1007/978-3-032-10050-4_25","title":"Liver Function Assessment","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Drug-Induced Hepatotoxicity and Protection","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health; Alberta Health Services","funders":"","keywords":"Drug; Liver function tests; Liver function; Liver toxicity; Multitude; Human liver; Liver dysfunction; Liver damage","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":[0.0005767819,0.001040919,0.0007133088,0.001394054,0.0003343079,0.0005872236,0.0005132604,0.0004420343,0.01480026],"category_scores_gemma":[0.0006010323,0.0001983245,0.0005282082,0.0006435746,0.0002126289,0.0003550331,0.0004983686,0.0008911043,0.01019431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00033101,"about_ca_system_score_gemma":0.0004414911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001604775,"about_ca_topic_score_gemma":0.003291089,"domain_scores_codex":[0.9996151,0.00005844865,0.0000255231,0.00008093491,0.0001877462,0.00003226657],"domain_scores_gemma":[0.9997072,0.00002756311,0.00003388966,0.00003064282,0.0001683085,0.00003247964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002533906,0.0006153233,0.03913867,0.000811333,0.0002127762,0.001317751,0.000214241,0.0009398424,0.08702821,0.0016413,0.0371148,0.8284318],"study_design_scores_gemma":[0.0002539369,0.00847413,0.251358,0.001689641,0.0007271952,0.01383995,0.0004449358,0.005096812,0.243833,0.004876997,0.469142,0.000263318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1994107,0.04619426,0.1420461,0.002415431,0.001648959,0.004225078,0.03004774,0.005687573,0.5683241],"genre_scores_gemma":[0.3805141,0.0227159,0.06370953,0.004135491,0.0003786089,0.002143007,0.02064404,0.0008103886,0.5049489],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01480026,"threshold_uncertainty_score":0.04951179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1510697689413712,"score_gpt":0.4287318690435475,"score_spread":0.2776621001021763,"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."}}