Introduction to Radiomics and Artificial Intelligence: A Primer for Radiologists.


Journal

Seminars in roentgenology
ISSN: 1558-4658
Titre abrégé: Semin Roentgenol
Pays: United States
ID NLM: 0053252

Informations de publication

Date de publication:
Apr 2023
Historique:
received: 06 02 2023
accepted: 06 02 2023
medline: 25 4 2023
pubmed: 23 4 2023
entrez: 22 04 2023
Statut: ppublish

Résumé

Health informatics and artificial intelligence (AI) are expected to transform the healthcare enterprise and the future practice of radiology. There is an increasing body of literature on radiomics and deep learning/AI applications in medical imaging. There are also a steadily increasing number of FDA cleared AI applications in radiology. It is therefore essential for radiologists to have a basic understanding of these approaches, whether in academia or private practice. In this article, we will provide an overview of the field and familiarize the readers with the fundamental concepts behind these approaches.

Identifiants

pubmed: 37087135
pii: S0037-198X(23)00009-3
doi: 10.1053/j.ro.2023.02.002
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

152-157

Informations de copyright

Published by Elsevier Inc.

Déclaration de conflit d'intérêts

Declaration of Competing Interest The authors declare the following financial interests/personal relationships which may be considered as potential competing interests: R.F. has research collaborations with Nuance Communications Inc. and GE Healthcare.

Auteurs

Adam G Haneberg (AG)

Radiomics and Augmented Intelligence Laboratory (RAIL), Department of Radiology and the Norman Fixel Institute for Neurological Diseases, University of Florida College of Medicine, Gainesville, FL; Division of Medical Physics, University of Florida College of Medicine, Gainesville, FL.

Kevin Pierre (K)

Radiomics and Augmented Intelligence Laboratory (RAIL), Department of Radiology and the Norman Fixel Institute for Neurological Diseases, University of Florida College of Medicine, Gainesville, FL; Department of Radiology, University of Florida College of Medicine, Gainesville, FL.

Eric Winter-Reinhold (E)

Augmented Intelligence and Precision Health Laboratory, Research Institute of the McGill University Health Centre, Montreal, QC, Canada.

Bruno Hochhegger (B)

Radiomics and Augmented Intelligence Laboratory (RAIL), Department of Radiology and the Norman Fixel Institute for Neurological Diseases, University of Florida College of Medicine, Gainesville, FL; Department of Radiology, University of Florida College of Medicine, Gainesville, FL.

Keith R Peters (KR)

Radiomics and Augmented Intelligence Laboratory (RAIL), Department of Radiology and the Norman Fixel Institute for Neurological Diseases, University of Florida College of Medicine, Gainesville, FL; Department of Radiology, University of Florida College of Medicine, Gainesville, FL.

Joseph Grajo (J)

Department of Radiology, University of Florida College of Medicine, Gainesville, FL.

Manuel Arreola (M)

Radiomics and Augmented Intelligence Laboratory (RAIL), Department of Radiology and the Norman Fixel Institute for Neurological Diseases, University of Florida College of Medicine, Gainesville, FL; Department of Radiology, University of Florida College of Medicine, Gainesville, FL; Division of Medical Physics, University of Florida College of Medicine, Gainesville, FL.

Navid Asadizanjani (N)

Radiomics and Augmented Intelligence Laboratory (RAIL), Department of Radiology and the Norman Fixel Institute for Neurological Diseases, University of Florida College of Medicine, Gainesville, FL; Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL.

Jiang Bian (J)

Department of Health Outcomes and Biomedical Informatics, University of Florida College of Medicine, Gainesville, FL.

Anthony Mancuso (A)

Radiomics and Augmented Intelligence Laboratory (RAIL), Department of Radiology and the Norman Fixel Institute for Neurological Diseases, University of Florida College of Medicine, Gainesville, FL; Department of Radiology, University of Florida College of Medicine, Gainesville, FL.

Reza Forghani (R)

Radiomics and Augmented Intelligence Laboratory (RAIL), Department of Radiology and the Norman Fixel Institute for Neurological Diseases, University of Florida College of Medicine, Gainesville, FL; Department of Radiology, University of Florida College of Medicine, Gainesville, FL; Division of Medical Physics, University of Florida College of Medicine, Gainesville, FL. Electronic address: r.forghani@ufl.edu.

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