{"id":"W4415297260","doi":"10.21203/rs.3.rs-7842261/v1","title":"Prevalence and Outcomes of Metabolically Dysfunction–Associated Steatotic Liver Disease Among U.S. Hospitalized Patients: Insights From the Nationwide Inpatient Sample, 2018–2022","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Logistic regression; Liver disease; Odds ratio; Odds; Retrospective cohort study; Disease; Risk factor; Diabetes mellitus; Metabolic syndrome","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003548631,0.000224324,0.0002441895,0.0006789131,0.0003188502,0.0006315058,0.0003531293,0.0003679805,0.002011501],"category_scores_gemma":[0.002514907,0.0002098731,0.0003569053,0.001501426,0.0001672065,0.0005266472,0.000612608,0.0006416169,0.000318025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004665798,"about_ca_system_score_gemma":0.0006631729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03895151,"about_ca_topic_score_gemma":0.04315218,"domain_scores_codex":[0.9996501,0.00005667549,0.00006169316,0.00008230663,0.00007043954,0.00007871569],"domain_scores_gemma":[0.9985859,0.0001284461,0.0007537753,0.00008876355,0.0002287039,0.0002143867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007195995,0.00002119916,0.9966584,0.0000126499,0.00004408138,0.00002487816,0.00004649492,0.00003242731,0.00005275101,0.00003194333,0.001768364,0.001234793],"study_design_scores_gemma":[0.000004265162,0.00001248607,0.9994453,0.000008513368,0.00001177832,0.000050542,0.0001556134,0.00007310904,0.00001528103,0.00001649994,0.0002046469,0.000001978116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835882,0.0003845174,0.00005388441,0.0003099816,0.0000226738,0.000008358624,0.01446918,0.00001323945,0.001150012],"genre_scores_gemma":[0.986266,0.0003735684,0.00006743346,0.0001054179,0.00003950087,0.00001692817,0.01279606,0.000005847609,0.0003292833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03895151,"threshold_uncertainty_score":0.07744956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02408813975422833,"score_gpt":0.3147566288914766,"score_spread":0.2906684891372482,"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."}}