{"id":"W4414980879","doi":"10.14740/gr2053","title":"Predictors of Development of Hepatocellular Carcinoma in Non-Cirrhotic Patients With Metabolic Dysfunction-Associated Steatotic Liver Disease/Metabolic Dysfunction-Associated Steatohepatitis - A Retrospective Analysis of the National Inpatient Sample Database","year":2025,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steatohepatitis; Hepatocellular carcinoma; Etiology; Retrospective cohort study; Sample (material); Fatty liver","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008262903,0.0001884936,0.0004767369,0.0009983811,0.000306834,0.0006053246,0.0003762713,0.0002476077,0.00105359],"category_scores_gemma":[0.003406232,0.0002523096,0.0005123248,0.001658742,0.0001586709,0.0004438008,0.000591963,0.0005996058,0.0002283928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000543416,"about_ca_system_score_gemma":0.0006519318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009717691,"about_ca_topic_score_gemma":0.01431591,"domain_scores_codex":[0.9991074,0.0002479471,0.0001983864,0.000145647,0.0001873221,0.000113232],"domain_scores_gemma":[0.9973063,0.0005208947,0.001259094,0.0001757073,0.0003761053,0.0003617902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005071242,0.00001041121,0.9994441,0.000009189162,0.00002654318,0.0000233531,0.000009163697,0.00002783546,0.0000210892,0.000006169453,0.0001089128,0.0002625736],"study_design_scores_gemma":[0.000005495407,0.00002993104,0.9992881,0.000007872709,0.00002337174,0.000153872,0.00008969929,0.0002412602,0.00002667289,0.000008975101,0.0001221218,0.000002677737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949646,0.0003694405,0.00009020055,0.0001003017,0.000007064749,0.00001953989,0.003987561,0.000006852041,0.0004544401],"genre_scores_gemma":[0.9954914,0.0001655873,0.0001103571,0.00003294907,0.0000083102,0.00002002232,0.004094338,0.000002376456,0.00007463718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009717691,"threshold_uncertainty_score":0.01932228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182372033281333,"score_gpt":0.2667012248689742,"score_spread":0.2484640215408409,"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."}}