{"id":"W4412522542","doi":"10.1111/liv.70190","title":"Pathogenesis, Non‐Invasive Assessments and Treatment of Hepatic Fibrosis in Autoimmune Liver Diseases","year":2025,"lang":"en","type":"review","venue":"Liver International","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Alberta Hospital; Toronto General Hospital; University of Alberta","funders":"","keywords":"Pathogenesis; Medicine; Hepatic fibrosis; Liver fibrosis; Autoimmune hepatitis; Fibrosis; Immunology; Pathology; Gastroenterology; Internal medicine; Hepatitis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004035921,0.0003333115,0.001187834,0.0003882298,0.00003361851,0.00002396261,0.0001822576,0.0001330534,0.0003579615],"category_scores_gemma":[0.00006038378,0.000264668,0.0004671575,0.0001753462,0.00007310377,0.00009632005,0.000164366,0.00009848781,0.00001535546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004286488,"about_ca_system_score_gemma":0.0006749991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006421848,"about_ca_topic_score_gemma":0.00001676576,"domain_scores_codex":[0.9985675,0.000111606,0.0005299611,0.0003428647,0.0002908476,0.000157262],"domain_scores_gemma":[0.9988482,0.0003630795,0.0002606419,0.0003180107,0.0001197136,0.00009034442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001283449,0.001945858,0.02923804,0.01903795,0.001654884,0.0002320438,0.0001346417,5.062883e-7,0.000007497333,0.00007019047,0.0001385225,0.9474115],"study_design_scores_gemma":[0.003528514,0.001105495,0.6963903,0.06410155,0.008728495,0.00005399214,0.00008052568,0.0002689857,0.00002165318,0.00002885107,0.2251101,0.0005815683],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006462169,0.9905679,0.000008582714,0.00001396349,0.0002689592,0.0009094574,0.001213092,0.00001487761,0.0005409963],"genre_scores_gemma":[0.003660669,0.9926016,0.0001928227,0.00002867817,0.00007947877,0.0001812788,0.001357863,0.00002138642,0.001876267],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.94683,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03670948080606351,"score_gpt":0.3488531232963884,"score_spread":0.3121436424903249,"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."}}