{"id":"W4392862643","doi":"10.1097/hep.0000000000000842","title":"Accuracy of blood-based biomarkers for staging liver fibrosis in chronic liver disease: A systematic review supporting the AASLD Practice Guideline","year":2024,"lang":"en","type":"review","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Internal medicine; Gastroenterology; Cirrhosis; Diagnostic odds ratio; Liver biopsy; Nonalcoholic fatty liver disease; Guideline; Liver disease; Chronic liver disease; Odds ratio; Biomarker; Hepatitis C; Hepatocellular carcinoma; Hepatitis B virus; Biopsy; Meta-analysis; Fatty liver; Disease; Pathology; Immunology; Virus","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":[0.0404102,0.001502165,0.01072089,0.0124055,0.000739054,0.003731499,0.003976547,0.002965451,0.002977483],"category_scores_gemma":[0.1717247,0.001521732,0.01326017,0.009273509,0.001678023,0.003796731,0.002077067,0.001814635,0.0003780552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005544012,"about_ca_system_score_gemma":0.01348482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01233249,"about_ca_topic_score_gemma":0.03352693,"domain_scores_codex":[0.9580132,0.016007,0.01726127,0.002738997,0.005451862,0.0005276515],"domain_scores_gemma":[0.8247771,0.1315662,0.02517523,0.002706671,0.01485033,0.0009246106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004097371,0.00001190122,0.002834389,0.9258952,0.03365525,0.00006025005,0.000210042,0.0001780972,0.000133563,0.0003234324,0.002797202,0.0334909],"study_design_scores_gemma":[0.0004943329,0.0001308285,0.006639646,0.8465505,0.1346233,0.0001908955,0.0001792838,0.0002395714,0.0001289583,0.0006151398,0.01015733,0.00005018257],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001456378,0.9949163,0.0004327414,0.001145513,0.0002360791,0.0006070138,0.0008136295,0.00001690099,0.0003754685],"genre_scores_gemma":[0.07535633,0.911607,0.005719431,0.003297076,0.0003189954,0.00235395,0.001107411,0.00003055388,0.0002091656],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0404102,"threshold_uncertainty_score":0.2137122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05189885650009768,"score_gpt":0.4063482009790572,"score_spread":0.3544493444789595,"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."}}