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References from Deep learning-based prediction of wall shear stress throughout the cardiac cycle in middle cerebral artery bifurcation aneurysms. Local targets link to admitted publications; unresolved targets remain external evidence.
10.1016/s0140-6736(22)00938-2
10.1016/s0140-6736(22)00938-2 · External reference
Improving rupture status prediction for intracranial aneurysms using wall shear stress informatics
10.1007/s00701-024-06404-4 · 2025 · External reference
10.1016/s0140-6736(03)13860-3
10.1016/s0140-6736(03)13860-3 · External reference
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Localized hemodynamic assessment and rupture risk evaluation of intracranial aneurysms using the TESLA framework via computational fluid dynamics
10.1002/mp.18071 · 2025 · External reference
Computational fluid dynamics approaches for analyzing rupture and growth of intracranial aneurysms: a systematic review
10.3390/biomedicines13122914 · 2025 · External reference
Transient wall shear stress estimation in coronary bifurcations using convolutional neural networks
10.1016/j.cmpb.2022.107013 · 2022 · External reference
Physics constrained graph neural network for real time prediction of intracranial aneurysm hemodynamics
10.1038/s41746-026-02404-z · 2026 · External reference
Unresolved reference
External reference
Use of proper orthogonal decomposition and machine learning for efficient blood flow prediction in cerebral saccular aneurysms
10.1038/s41598-025-17823-3 · 2025 · External reference
Deep vectorised operators for pulsatile hemodynamics estimation in coronary arteries from a steady-state prior
10.1016/j.cmpb.2025.108958 · 2025 · External reference
Geometry-aware PointNet for rapid prediction of cerebral aneurysm hemodynamics
10.1016/j.cmpb.2026.109308 · 2026 · External reference
Rapid wall shear stress prediction for aortic aneurysms using deep learning: a fast alternative to CFD
10.1007/s11517-025-03311-3 · 2025 · External reference
Geometric deep learning-based coronary wall shear stress estimation from real-world patients
10.1016/j.compbiomed.2026.111583 · 2026 · External reference
Mesh neural networks for SE(3)-equivariant hemodynamics estimation on the artery wall
10.1016/j.compbiomed.2024.108328 · 2024 · External reference
Role of physics-informed constraints in real-time estimation of 3D vascular fluid dynamics using multi-case neural network
10.1016/j.compbiomed.2025.110074 · 2025 · External reference
Wall shear stress estimation in abdominal aortic aneurysms: towards generalisable neural surrogate models
2025 · External reference
Real-time pulsatile flow prediction for realistic, diverse intracranial aneurysm morphologies using a graph transformer and steady-flow data augmentation
2026 · External reference
GReAT: Leveraging geometric artery data to improve wall shear stress assessment, in: Shape in Medical Imaging (ShapeMI 2025)
10.1007/978-3-032-06774-6_21 · 2026 · External reference
PICA: Physics-guided implicit neural fields with boundary conditioning for intracranial aneurysm hemodynamics
2026 · External reference
Geometric algebra transformer, in Advances in Neural Information Processing Systems
2023 · External reference
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10.1007/978-3-031-72390-2_18 · External reference
Curvature effect on hemo-dynamic conditions at the inner bend of the carotid siphon and its relation to aneurysm formation
10.1016/j.jbiomech.2014.06.042 · 2014 · External reference
On the major role played by the lumen curvature of intracranial aneurysms walls in determining their mechanical response, local hemodynamics, and rupture likelihood
10.1016/j.compbiomed.2023.107178 · 2023 · External reference
A CFD-based investigation of local luminal curvature as a primary determinant of hemodynamic environments in cerebral aneurysms
2026 · External reference
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10.52202/085713-5152 · External reference
