{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006025047,0.0009679805,0.0007190052,0.0012085,0.0003154559,0.001372154,0.0005465634,0.0004791328,0.0007248489],"category_scores_gemma":[0.02040547,0.0003091522,0.0009355833,0.0008110173,0.0003199995,0.0009548427,0.0007912001,0.0008734975,0.0003627285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003658355,"about_ca_system_score_gemma":0.0008097404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002541979,"about_ca_topic_score_gemma":0.002974559,"domain_scores_codex":[0.9971799,0.001630579,0.0002587282,0.0003202569,0.0004091381,0.0002013456],"domain_scores_gemma":[0.9901339,0.006173438,0.001387879,0.0006055837,0.001111666,0.0005875909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004344402,0.00004647633,0.987141,0.00001955672,0.0001829938,0.00006165198,0.0000466504,0.002629422,0.0001110247,0.00004467403,0.0002507073,0.009031472],"study_design_scores_gemma":[0.00008628341,0.001047869,0.8260986,0.00008672419,0.0005767177,0.0006860635,0.0004387622,0.1677355,0.001132808,0.0008218748,0.001237168,0.0000515646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993133,0.001423588,0.003509351,0.0002659475,0.00007614569,0.00002827644,0.0003469293,0.00007351507,0.001143279],"genre_scores_gemma":[0.9987063,0.0001266477,0.0006623737,0.00002129154,0.00002975256,0.000006510916,0.0003521032,0.000006691042,0.00008827456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006025047,"threshold_uncertainty_score":0.03186387,"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."}}