An explainable machine learning model for prediction of high-risk nonalcoholic steatohepatitis
Njei B, Osta E, Njei N, Al-Ajlouni Y, Lim J. An explainable machine learning model for prediction of high-risk nonalcoholic steatohepatitis. Scientific Reports 2024, 14: 8589. PMID: 38615137, PMCID: PMC11016071, DOI: 10.1038/s41598-024-59183-4.Peer-Reviewed Original ResearchConceptsNational Health and Nutrition Examination SurveyRisk of progression to cirrhosisClinical risk indexHealth and Nutrition Examination SurveyControlled attenuation parameter valuesNovel therapeutic optionsLiver stiffness measurementProgression to cirrhosisAspartate aminotransferase levelsNutrition Examination SurveyResource-limited settingsFIB-4Fibrosis scorePlatelet countAminotransferase levelsTherapeutic optionsWaist circumferenceClinically applicable modelExamination SurveyNonalcoholic steatohepatitisFAST scoreEarly identificationElastography measurementsStiffness measurementPatients