{"id":"W4386271964","doi":"10.1111/jgh.16334","title":"How can we improve surveillance system for alcohol‐associated hepatocellular carcinoma?","year":2023,"lang":"en","type":"letter","venue":"Journal of Gastroenterology and Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Alcoholic liver disease; Cirrhosis; Liver disease; Internal medicine; Liver transplantation; Fatty liver; Gastroenterology; Steatosis; Alcoholic hepatitis; Disease; Transplantation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00973324,0.0008240867,0.000934881,0.002740637,0.001409642,0.003311395,0.002288676,0.004076287,0.02010599],"category_scores_gemma":[0.0402271,0.000383391,0.001605566,0.001052881,0.00076909,0.007381618,0.002742929,0.004487763,0.007811844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232222,"about_ca_system_score_gemma":0.01126881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0171474,"about_ca_topic_score_gemma":0.01195669,"domain_scores_codex":[0.9957314,0.002005721,0.0004201378,0.0004350017,0.0007917208,0.0006160861],"domain_scores_gemma":[0.9753259,0.003460164,0.001502557,0.001366377,0.01112364,0.007221415],"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":[0.0001959876,0.0005114672,0.03828404,0.0009420814,0.0001797846,0.000329051,0.0004663143,0.000853887,0.0007406851,0.004728747,0.4235256,0.5292424],"study_design_scores_gemma":[0.0007116835,0.001392419,0.1199439,0.008391686,0.001045879,0.001811087,0.004544506,0.009902336,0.002239263,0.03186856,0.8177297,0.0004190124],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01362026,0.03994396,0.03427622,0.8698572,0.01894109,0.0008366702,0.002167548,0.003807778,0.01654922],"genre_scores_gemma":[0.3167584,0.1034844,0.1654088,0.3357303,0.03690345,0.003530919,0.008915097,0.001028241,0.02824038],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02010599,"threshold_uncertainty_score":0.06726122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023322058021611,"score_gpt":0.2428647801727354,"score_spread":0.2195427221511244,"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."}}