Development of a machine learning model to predict bleed in esophageal varices in compensated advanced chronic liver disease: A proof of concept.

Agarwal, Samagra; Sharma, Sanchit; Kumar, Manoj; Venishetty, Shantan; Bhardwaj, Ankit; Kaushal, Kanav; Gopi, Srikanth; Mohta, Srikant; Gunjan, Deepak; Saraya, Anoop; Sarin, Shiv Kumar

Agarwal, Samagra; Sharma, Sanchit; Kumar, Manoj; Venishetty, Shantan; Bhardwaj, Ankit; Kaushal, Kanav; Gopi, Srikanth; Mohta, Srikant; Gunjan, Deepak; Saraya, Anoop; Sarin, Shiv Kumar.

Afiliação

Agarwal S; Department of Gastroenterology and Human Nutrition Unit, All India Institute of Medical Sciences, New Delhi, India.
Sharma S; Department of Gastroenterology and Human Nutrition Unit, All India Institute of Medical Sciences, New Delhi, India.
Kumar M; Department of Hepatology and Liver Transplantation, Institute of Liver and Biliary Sciences, New Delhi, India.
Venishetty S; Department of Hepatology and Liver Transplantation, Institute of Liver and Biliary Sciences, New Delhi, India.
Bhardwaj A; Department of Hepatology and Liver Transplantation, Institute of Liver and Biliary Sciences, New Delhi, India.
Kaushal K; Department of Gastroenterology and Human Nutrition Unit, All India Institute of Medical Sciences, New Delhi, India.
Gopi S; Department of Gastroenterology and Human Nutrition Unit, All India Institute of Medical Sciences, New Delhi, India.
Mohta S; Department of Gastroenterology and Human Nutrition Unit, All India Institute of Medical Sciences, New Delhi, India.
Gunjan D; Department of Gastroenterology and Human Nutrition Unit, All India Institute of Medical Sciences, New Delhi, India.
Saraya A; Department of Gastroenterology and Human Nutrition Unit, All India Institute of Medical Sciences, New Delhi, India.
Sarin SK; Department of Hepatology and Liver Transplantation, Institute of Liver and Biliary Sciences, New Delhi, India.

J Gastroenterol Hepatol ; 36(10): 2935-2942, 2021 Oct.

Article em En | MEDLINE | ID: mdl-34050561

Assuntos

Técnicas de Imagem por Elasticidade; Varizes Esofágicas e Gástricas; Hepatopatia Gordurosa não Alcoólica; Varizes Esofágicas e Gástricas/diagnóstico; Varizes Esofágicas e Gástricas/etiologia; Hemorragia Gastrointestinal/etiologia; Humanos; Cirrose Hepática; Aprendizado de Máquina; Valor Preditivo dos Testes; Estudos Retrospectivos; Medição de Risco

Palavras-chave

SHapley Additive exPlanations; compensated advanced chronic liver disease; extreme gradient boosting; high-risk varices; machine learning model; variceal bleeding

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Varizes Esofágicas e Gástricas / Técnicas de Imagem por Elasticidade / Hepatopatia Gordurosa não Alcoólica Tipo de estudo: Diagnostic_studies / Etiology_studies / Observational_studies / Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: J Gastroenterol Hepatol Ano de publicação: 2021 Tipo de documento: Article

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