{"id":"W2077872499","doi":"10.1002/hep.26138","title":"Whither hepatocellular carcinoma screening?","year":2012,"lang":"en","type":"letter","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Cirrhosis; Internal medicine; Gastroenterology; Carcinoma; Alcoholic liver disease; Oncology; General surgery","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":[0.001555592,0.0006522307,0.0008561368,0.0005891189,0.002237948,0.001533151,0.000802652,0.01993574,0.005716622],"category_scores_gemma":[0.01022847,0.0003558694,0.000567854,0.0007196931,0.001900418,0.002612726,0.0008160835,0.01307096,0.003711525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002770898,"about_ca_system_score_gemma":0.001807768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004165552,"about_ca_topic_score_gemma":0.008253897,"domain_scores_codex":[0.9983951,0.0006381212,0.0001713712,0.0001763142,0.0003583911,0.0002606102],"domain_scores_gemma":[0.9972789,0.00113926,0.0002844439,0.0000783463,0.0004037538,0.0008153057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002264063,0.0001567768,0.01077775,0.0002198911,0.00004139472,0.01628756,0.0003166367,0.0002747425,0.0009218055,0.003626538,0.8979485,0.06920213],"study_design_scores_gemma":[0.0004857226,0.0007714642,0.02470141,0.002657808,0.0001414387,0.09939177,0.002605088,0.001624318,0.0009867623,0.03966439,0.8268037,0.0001661179],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001799131,0.002737663,0.00006319182,0.9874063,0.004164245,0.000005774825,0.0000231555,0.00001808021,0.003782397],"genre_scores_gemma":[0.02902228,0.006500313,0.0002853294,0.9138945,0.04517735,0.00002279664,0.00005096542,0.00001490185,0.005031669],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01993574,"threshold_uncertainty_score":0.02010441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03501053017980971,"score_gpt":0.2573125752825309,"score_spread":0.2223020451027212,"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."}}