{"id":"W4313260523","doi":"10.3390/diagnostics13010003","title":"Suboptimal Performance of Hepatocellular Carcinoma Prediction Models in Patients with Hepatitis B Virus-Related Cirrhosis","year":2022,"lang":"en","type":"article","venue":"Diagnostics","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Disease Control and Prevention Agency","keywords":"Hepatocellular carcinoma; Cirrhosis; Hepatitis B virus; Medicine; Gastroenterology; Internal medicine; Hepatitis virus; Virology; Virus; Carcinoma; Hepatitis C virus; Oncology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007011789,0.0001548863,0.0002772588,0.0001565235,0.0000870786,0.00000536783,0.00006996204,0.00004228141,0.000125444],"category_scores_gemma":[0.00002669404,0.0001410099,0.00006505655,0.0003170469,0.00004565393,0.0001068514,0.00006975882,0.000158036,0.000004235023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002305775,"about_ca_system_score_gemma":0.00009671877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007790872,"about_ca_topic_score_gemma":0.00001718922,"domain_scores_codex":[0.9986999,0.00004305167,0.0003183805,0.0002477981,0.000479003,0.000211885],"domain_scores_gemma":[0.9993151,0.00009008794,0.0001132712,0.0002540404,0.0001211136,0.000106403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003506078,0.002545199,0.9908662,0.00006633572,0.0001022833,0.00008305768,0.0003690138,0.004891284,0.000004238013,0.00007939467,0.0002127693,0.0004295478],"study_design_scores_gemma":[0.003799327,0.002530197,0.9501038,0.0000903261,0.0002985953,0.000002595921,0.00002879867,0.04248715,0.0004956451,0.00001929469,0.00002843388,0.0001158548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997793,0.0004284391,0.000006832027,0.00003932103,0.0001006548,0.0007762238,0.0005941893,0.00002846666,0.000232883],"genre_scores_gemma":[0.9979521,0.0007014424,0.0001046273,0.00006989632,0.00001259977,0.0002834453,0.0008312389,0.0000286301,0.000016021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04076248,"threshold_uncertainty_score":0.5750216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007899106649911055,"score_gpt":0.1829475940459457,"score_spread":0.1750484873960346,"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."}}