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Publication Name World Journal of Radiology
Manuscript ID 123022
DOI 10.4329/wjr.123022
Country Greece
Category Radiology, Nuclear Medicine & Medical Imaging
Manuscript Type Minireviews
Article Title Machine learning in neuroradiology: Recent developments and applications
Manuscript Source Invited Manuscript
All Author List Manos Siderakis, Georgios Velonakis and Nikolaos-Achilleas Arkoudis
Funding Agency and Grant Number
Corresponding Author Nikolaos-Achilleas Arkoudis, Lecturer, MD, PhD, Researcher, Research Unit of Radiology and Medical Imaging, National and Kapodistrian University of Athens, Papadiamantopoulou 19, Athens 115 28, Attikí, Greece. nick.arkoudis@gmail.com
Key Words Machine learning; Neuroradiology; Acute ischemic stroke; Neuro-oncology; Explainable artificial intelligence
Core Tip In this article, we focus on the most recent (post 2023) developments and applications of machine learning (ML) in neuroradiology. The ML models presented here attempt to assist radiologists in stroke imaging, cerebral aneurysm and hemorrhage detection, neuro-oncology, spine imaging, and demyelinating and degenerative diseases. Despite the potential of ML to become an essential player in modern neuroradiology departments, the complexity of ML, especially deep learning models, remains an obstacle to their broad clinical application. The framework of explainable artificial intelligence attempts to address this issue and increase transparency in the model structure and decision-making process.
Citation Siderakis M, Velonakis G, Arkoudis NA. Machine learning in neuroradiology: Recent developments and applications. World J Radiol 2026; In press
PDF 123022-in-press.pdf
Received
2026-05-07 03:11
Peer-Review Started
2026-05-07 03:12
First Decision by Editorial Office Director
Return for Revision
2026-07-06 10:20
Revised
2026-07-20 19:52
Publication Fee Transferred
Second Decision by Editor
2026-07-30 02:32
Second Decision by Editor-in-Chief
Final Decision by Editorial Office Director
2026-07-30 09:48
Articles in Press
2026-07-30 09:48
Edit the Manuscript by Language Editor
Typeset the Manuscript
ISSN 1949-8470 (online)
Open Access This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See Permissions. Published by Baishideng Publishing Group Inc.
Copyright ©Author(s) (or their employer(s)) 2026. No commercial re-use. See Permissions. Published by Baishideng Publishing Group Inc.
Permissions For details, please visit: http://www.wjgnet.com/bpg/gerinfo/207
Publisher Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA
Website http://www.wjgnet.com