Machine-learning-based multiple abnormality prediction with large-scale chest computed tomography volumes.

Draelos, Rachel Lea; Dov, David; Mazurowski, Maciej A; Lo, Joseph Y; Henao, Ricardo; Rubin, Geoffrey D; Carin, Lawrence

Draelos, Rachel Lea; Dov, David; Mazurowski, Maciej A; Lo, Joseph Y; Henao, Ricardo; Rubin, Geoffrey D; Carin, Lawrence.

Afiliação

Draelos RL; Computer Science Department, Duke University, LSRC Building D101, 308 Research Drive, Duke Box 90129, Durham, North Carolina 27708-0129, United States of America; School of Medicine, Duke University, DUMC 3710, Durham, North Carolina 27710, United States of America. Electronic address: rlb61@duke.ed
Dov D; Electrical and Computer Engineering Department, Edmund T. Pratt Jr. School of Engineering, Duke University, Box 90291, Durham, North Carolina 27708, United States of America.
Mazurowski MA; Electrical and Computer Engineering Department, Edmund T. Pratt Jr. School of Engineering, Duke University, Box 90291, Durham, North Carolina 27708, United States of America; Radiology Department, Duke University, Box 3808 DUMC, Durham, North Carolina 27710, United States of America; Biostatistics a
Lo JY; Electrical and Computer Engineering Department, Edmund T. Pratt Jr. School of Engineering, Duke University, Box 90291, Durham, North Carolina 27708, United States of America; Radiology Department, Duke University, Box 3808 DUMC, Durham, North Carolina 27710, United States of America; Biomedical Engi
Henao R; Electrical and Computer Engineering Department, Edmund T. Pratt Jr. School of Engineering, Duke University, Box 90291, Durham, North Carolina 27708, United States of America; Biostatistics and Bioinformatics Department, Duke University, DUMC 2424 Erwin Road, Suite 1102 Hock Plaza, Box 2721 Durham, N
Rubin GD; Radiology Department, Duke University, Box 3808 DUMC, Durham, North Carolina 27710, United States of America.
Carin L; Computer Science Department, Duke University, LSRC Building D101, 308 Research Drive, Duke Box 90129, Durham, North Carolina 27708-0129, United States of America; Electrical and Computer Engineering Department, Edmund T. Pratt Jr. School of Engineering, Duke University, Box 90291, Durham, North Caro

Med Image Anal ; 67: 101857, 2021 01.

Article em En | MEDLINE | ID: mdl-33129142

Assuntos

Pneumopatias; Aprendizado de Máquina; Humanos; Redes Neurais de Computação; Radiografia; Tomografia Computadorizada por Raios X

Palavras-chave

chest computed tomography; convolutional neural network; deep learning; machine learning; multilabel classification

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Assunto principal: Aprendizado de Máquina / Pneumopatias Tipo de estudo: Diagnostic_studies / Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: Med Image Anal Assunto da revista: DIAGNOSTICO POR IMAGEM Ano de publicação: 2021 Tipo de documento: Article País de publicação: Holanda

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