Machine learning detects symptomatic patients with carotid plaques based on 6-type calcium configuration classification on CT angiography
F Pisu, H Chen, B Jiang, G Zhu, MV Usai… - European …, 2024 - Springer
Objectives While the link between carotid plaque composition and cerebrovascular vascular
(CVE) events is recognized, the role of calcium configuration remains unclear. This study …
(CVE) events is recognized, the role of calcium configuration remains unclear. This study …
Machine Learning Detects Symptomatic Plaques in Patients With Carotid Atherosclerosis on CT Angiography
BACKGROUND: This study aimed to develop and validate a computed tomography
angiography based machine learning model that uses plaque composition data and degree …
angiography based machine learning model that uses plaque composition data and degree …
CT angiography-based radiomics as a tool for carotid plaque characterization: a pilot study
Purposes Radiomics is a quantitative method able to analyze a high-throughput extraction of
minable imaging features. Herein, we aim to develop a CT angiography-based radiomics …
minable imaging features. Herein, we aim to develop a CT angiography-based radiomics …
Deep learning-based fully automatic screening of carotid artery plaques in computed tomography angiography: a multicenter study
D Zhai, R Liu, Y Liu, H Yin, W Tang, J Yang, K Liu… - Clinical Radiology, 2024 - Elsevier
AIM To develop and validate a deep learning (DL) algorithm for the automated detection and
classification of carotid artery plaques (CAPs) on computed tomography angiography (CTA) …
classification of carotid artery plaques (CAPs) on computed tomography angiography (CTA) …
Identification of vulnerable carotid plaque with CT-based radiomics nomogram
M Liu, N Chang, S Zhang, Y Du, X Zhang, W Ren… - Clinical Radiology, 2023 - Elsevier
AIM To develop and validate a radiomics nomogram for identifying high-risk carotid plaques
on computed tomography (CT) angiography (CTA). MATERIALS AND METHODS A total of …
on computed tomography (CT) angiography (CTA). MATERIALS AND METHODS A total of …
Computed tomography scan based prediction of the vulnerable carotid plaque
HMH Diab, LM Rasmussen, S Duvnjak… - BMC Medical …, 2017 - Springer
Background Primary to validate a commercial semi-automated computed tomography
angiography (CTA)–software for vulnerable plaque detection compared to histology of …
angiography (CTA)–software for vulnerable plaque detection compared to histology of …
Impact analysis of different CT configurations of carotid artery plaque calcifications on cerebrovascular events
BACKGROUND AND PURPOSE: CT is considered the standard reference both for
quantification and characterization of carotid artery calcifications. Our aim was to investigate …
quantification and characterization of carotid artery calcifications. Our aim was to investigate …
Automated calcium burden measurement in internal carotid artery plaque with CT: a hierarchical adaptive approach.
Aim Calcium burden measurement in internal carotid artery (ICA) plaque could play an
important role in assessing stroke risk and stenosis quantification in the ICA. We propose an …
important role in assessing stroke risk and stenosis quantification in the ICA. We propose an …
Radiomics signatures of carotid plaque on computed tomography angiography: an approach to identify symptomatic plaques
J Shi, Y Sun, J Hou, X Li, J Fan, L Zhang, R Zhang… - Clinical …, 2023 - Springer
Purpose To develop and validate a combined model incorporating conventional clinical and
imaging characteristics and radiomics signatures based on head and neck computed …
imaging characteristics and radiomics signatures based on head and neck computed …
[HTML][HTML] Machine learning-based identification of symptomatic carotid atherosclerotic plaques with dual-energy computed tomography angiography
LJ Wang, PQ Zhai, LL Xue, CY Shi, Q Zhang… - Journal of Stroke and …, 2023 - Elsevier
Objective This study aimed to develop and validate a machine learning model incorporating
both dual-energy computed tomography (DECT) angiography quantitative parameters and …
both dual-energy computed tomography (DECT) angiography quantitative parameters and …
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