{"id":"W2187434109","doi":"10.15403/jgld.2014.1121.234.bna","title":"Non-invasive Biomarkers in Non-Alcoholic Steatohepatitisinduced Hepatocellular Carcinoma","year":2014,"lang":"en","type":"review","venue":"Journal of Gastrointestinal and Liver Diseases","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Steatohepatitis; Hepatocellular carcinoma; Fatty liver; Cirrhosis; Disease; Steatosis; Fibrosis; Gastroenterology; Pathogenesis; Chronic liver disease; Alcoholic liver disease; Internal medicine; Pathology","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":[0.001280563,0.0004404293,0.0009040836,0.001339662,0.0001289899,0.000929431,0.0003322538,0.0004861393,0.001209198],"category_scores_gemma":[0.001449971,0.000123617,0.0005145945,0.001580355,0.0002695259,0.0005005768,0.0003754145,0.0007512667,0.0003345336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003193445,"about_ca_system_score_gemma":0.0004264359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006241683,"about_ca_topic_score_gemma":0.0008542536,"domain_scores_codex":[0.9994992,0.0002100324,0.00008294312,0.00004956474,0.0001288314,0.00002943604],"domain_scores_gemma":[0.9991359,0.0003589576,0.0002546387,0.00002333646,0.0001948516,0.00003234396],"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":[0.001068561,0.0001344281,0.06181495,0.01992187,0.001241809,0.001557982,0.000232787,0.0007081382,0.005646306,0.003439178,0.01302892,0.8912051],"study_design_scores_gemma":[0.0001646024,0.002091454,0.3377815,0.01264148,0.003845933,0.02021589,0.0008526385,0.003084694,0.01135708,0.01020989,0.5975352,0.0002196822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006345424,0.9895873,0.00137906,0.0006401669,0.0003437784,0.00001970336,0.0001552095,0.000020154,0.001509293],"genre_scores_gemma":[0.122775,0.8695324,0.003869836,0.000622861,0.0009533087,0.00008151939,0.0005463522,0.00000894018,0.00160983],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001339662,"threshold_uncertainty_score":0.006772339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565718968268745,"score_gpt":0.2821673484962406,"score_spread":0.2565101588135532,"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."}}