Addressing Limited Generalizability in Artificial Intelligence–Based Brain Aneurysm Detection for Computed Tomography Angiography: Development of an Externally Validated Artificial Intelligence Screening Platform

The authors developed the first publicly testable artificial intelligence model for aneurysm detection on CTA scans, demonstrating generalizability and state-of-the-art performance in external validation. The model addresses key limitations of previous efforts and enables broader validation through a web-based platform.

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Publication Details

Journal
Neurosurgery
Published
2025-06-09
DOI
https://doi.org/10.1227/neu.0000000000003549
Primary Topic
Intracranial Aneurysms: Treatment and Complications
Type
article
Field-Weighted Citation Impact
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article

Addressing Limited Generalizability in Artificial Intelligence–Based Brain Aneurysm Detection for Computed Tomography Angiography: Development of an Externally Validated Artificial Intelligence Screening Platform

Jean Filo, Yu‐Ming Chang, Christopher S. Ogilvy, Felipe Ramirez‐Velandia et al.
Neurosurgery
Intracranial Aneurysms: Treatment and Complications
article

Addressing Limited Generalizability in Artificial Intelligence–Based Brain Aneurysm Detection for Computed Tomography Angiography: Development of an Externally Validated Artificial Intelligence Screening Platform

Jean Filo, Yu‐Ming Chang, Christopher S. Ogilvy, Felipe Ramirez‐Velandia, Paulina Skrzypkowska, Piotr Zieliński, T Fodor, Tomasz Szmuda, Tomasz Klepinowski, Philipp Taussky, Samuel D. Pettersson, Peter K. Liaw
article en

Abstract

The authors developed the first publicly testable artificial intelligence model for aneurysm detection on CTA scans, demonstrating generalizability and state-of-the-art performance in external validation. The model addresses key limitations of previous efforts and enables broader validation through a web-based platform.

NeurosurgeryVol. 97(6)
Beth Israel Deaconess Medical Center (US), Harvard University (US), Gdańsk Medical University (PL)
Reduced inequalities
Openalex Percentile: Top 79%
Intracranial Aneurysms: Treatment and Complications
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Addressing Limited Generalizability in Artificial Intelligence–Based Brain Aneurysm Detection for Computed Tomography Angiography: Development of an Externally Validated Artificial Intelligence Screening Platform — Jean Filo, Yu‐Ming Chang, et al. · Neurosurgery (2025) | TGRS Research Map | TGRS