Automated Idiopathic Normal Pressure Hydrocephalus Diagnosis via Artificial Intelligence–Based 3D T1 MRI Volumetric Analysis

We demonstrated a machine learning algorithm capable of diagnosing iNPH from a 3D T1-weighted MRI that is robust to the failure. We propose a method to scan large numbers of 3D T1-weighted MRIs with minimal human intervention, making possible large-scale iNPH screening.

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Publication Details

Journal
American Journal of Neuroradiology
Published
2024-09-09
DOI
https://doi.org/10.3174/ajnr.a8489
Citations
8
Primary Topic
Cerebrospinal fluid and hydrocephalus
Type
article
Field-Weighted Citation Impact
2.15

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article

Automated Idiopathic Normal Pressure Hydrocephalus Diagnosis via Artificial Intelligence–Based 3D T1 MRI Volumetric Analysis

Sun Ju Chung, Seungjun Lee, Kyu Sung Choi, Suyoung Yun et al.
8 citations
American Journal of Neuroradiology
Cerebrospinal fluid and hydrocephalus
2.15
article

Automated Idiopathic Normal Pressure Hydrocephalus Diagnosis via Artificial Intelligence–Based 3D T1 MRI Volumetric Analysis

Sun Ju Chung, Seungjun Lee, Kyu Sung Choi, Suyoung Yun, Jae‐Sung Lim, Chong Hyun Suh, Woo Hyun Shim, Sungyang Jo, Joonhyung Lee, Hwon Heo, Jinyoung Kim, Jae‐Hong Lee, Ho Sung Kim, Sang Joon Kim, Dana Kim, Wooseok Jung
article en
8 citations

Abstract

We demonstrated a machine learning algorithm capable of diagnosing iNPH from a 3D T1-weighted MRI that is robust to the failure. We propose a method to scan large numbers of 3D T1-weighted MRIs with minimal human intervention, making possible large-scale iNPH screening.

American Journal of NeuroradiologyVol. 46(1)
Ulsan College (KR), Asan Medical Center (KR), Seoul National University Hospital (KR), LG (United States) (US), University of Ulsan (KR), Research Institute of Radiology (BY), Inje University Busan Paik Hospital (KR), Naver (South Korea) (KR)
National Research Foundation, Korea Health Industry Development Institute, National Research Foundation of Korea
Openalex Percentile: Top 13%
Cerebrospinal fluid and hydrocephalus
2.15
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