{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008190511,0.0002696404,0.001036068,0.001698678,0.0001425222,0.000009058494,0.0002463603,0.0001034969,0.0001113114],"category_scores_gemma":[0.0008898396,0.0001995158,0.0002872144,0.003125795,0.0004108399,0.0001054767,0.0002546708,0.0003482182,0.000002049048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007078416,"about_ca_system_score_gemma":0.0008628027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001807446,"about_ca_topic_score_gemma":0.00229767,"domain_scores_codex":[0.9956502,0.0006990455,0.000907336,0.0005754472,0.001629296,0.0005386496],"domain_scores_gemma":[0.996391,0.0002950428,0.0004568406,0.0004882799,0.002179288,0.0001895557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001582771,0.005902297,0.9834961,0.000136835,0.007876612,0.000007520917,0.0005924127,0.0001537623,0.0000418677,0.00006338593,0.0001058775,0.00004058962],"study_design_scores_gemma":[0.006239637,0.0006158897,0.9868907,0.0003018474,0.003203657,1.874737e-7,0.0001022649,0.00217462,0.0003676799,0.00001980473,0.000005262249,0.00007850123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964038,0.0002235905,0.00007170057,0.00005826485,0.0001135935,0.001572295,0.001510551,0.00001124113,0.00003495647],"genre_scores_gemma":[0.9982752,0.00005344006,0.00006841824,0.0000567924,0.000009251303,0.0003422482,0.001130642,0.00002248061,0.000041492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005286407,"threshold_uncertainty_score":0.8136019,"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."}}