{"id":"W3177602577","doi":"10.3390/v13071318","title":"Screening for Hepatocellular Carcinoma in Patients with Hepatitis B","year":2021,"lang":"en","type":"review","venue":"Viruses","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; London Health Sciences Centre; Western University","funders":"National Cancer Institute","keywords":"Hepatocellular carcinoma; Medicine; Internal medicine; Risk stratification; Hepatitis B; Chronic hepatitis; Carcinoma; Risk factor; Oncology; Hepatitis B virus; Gastroenterology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001557994,0.0005631514,0.002845758,0.0003585054,0.00009993943,0.00003441786,0.0001426597,0.0002672927,0.00008648213],"category_scores_gemma":[0.0003068154,0.0004329815,0.0003811016,0.0005127189,0.00008117565,0.00009788782,0.0001257564,0.0003507634,0.00003287758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002235646,"about_ca_system_score_gemma":0.0004138136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002116416,"about_ca_topic_score_gemma":0.0009217791,"domain_scores_codex":[0.9975792,0.000115177,0.0007335981,0.0006538609,0.0004134281,0.0005047645],"domain_scores_gemma":[0.9985643,0.000272454,0.0002786349,0.0005316758,0.0002188366,0.0001341055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002689352,0.0001279652,0.6403257,0.008413883,0.0002665195,0.00013008,0.00003513827,9.548649e-8,3.98714e-8,0.00002730877,0.0006553584,0.349991],"study_design_scores_gemma":[0.001355251,0.000534646,0.02255045,0.02925449,0.001189182,0.000008565316,0.000004902497,0.000007820663,0.000004301708,0.000001721717,0.9446307,0.0004579414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005883965,0.9904047,0.00009581896,0.000009425262,0.0001475792,0.002776225,0.0004646549,0.00006143593,0.0001561801],"genre_scores_gemma":[0.0009959359,0.9944903,0.002200783,0.0002774047,0.0001988848,0.0008405293,0.000692188,0.0001767372,0.000127201],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9439754,"threshold_uncertainty_score":0.9998122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09577444685679126,"score_gpt":0.3333837499012629,"score_spread":0.2376093030444716,"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."}}