{"id":"W7125372493","doi":"10.5281/zenodo.18336021","title":"Liver enzyme alterations in hepatic diseases: Clinical insights into ALT, AST, and ALP Variations","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Hepatitis; Autoimmune hepatitis; Acute hepatitis; Liver enzyme; Enzyme; Liver injury; Hepatocyte; Western blot; Hepatitis C","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":[0.0006430709,0.0005745016,0.0006654641,0.00163031,0.0001707851,0.0007471713,0.0002242128,0.000404793,0.001445622],"category_scores_gemma":[0.0007186849,0.0001345929,0.0003079755,0.001440281,0.0004214913,0.000610492,0.0004642785,0.0006637748,0.0003932941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001980142,"about_ca_system_score_gemma":0.0001969526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003650427,"about_ca_topic_score_gemma":0.0005775426,"domain_scores_codex":[0.9997035,0.00008178762,0.00004626212,0.00005463819,0.00008601567,0.00002774863],"domain_scores_gemma":[0.9995368,0.00007018614,0.0001958738,0.00002430106,0.0001188613,0.00005392805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002332732,0.0005243011,0.5038139,0.002944137,0.0004439794,0.005317355,0.0005030521,0.0006842791,0.06394627,0.001390643,0.00363834,0.414461],"study_design_scores_gemma":[0.0001021045,0.002271723,0.9084198,0.001010342,0.0004839269,0.0323722,0.001084178,0.00210071,0.01670131,0.003128778,0.03224214,0.00008272265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5506746,0.4128202,0.01358529,0.003169149,0.000385543,0.0001966317,0.001143663,0.0003065092,0.01771844],"genre_scores_gemma":[0.9023532,0.08581944,0.006695522,0.0005878945,0.0007151003,0.00006691727,0.0005622098,0.00002608853,0.003173586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00163031,"threshold_uncertainty_score":0.004836082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03028527137718694,"score_gpt":0.2984253975508794,"score_spread":0.2681401261736924,"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."}}