A Deep Learning Model to Detect Acute MCA Occlusion on High-Resolution Noncontrast Head CT

A DL model can detect acute MCA occlusion from high-resolution NCCT with accuracy approaching that of CTA. By means of this tool, most candidate thrombectomy patients may be identified with NCCT alone, possibly aiding stroke triage in settings that lack CTA or are otherwise resource-constrained.

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Publication Details

Journal
American Journal of Neuroradiology
Published
2025-08-08
DOI
https://doi.org/10.3174/ajnr.a8954
Primary Topic
Acute Ischemic Stroke Management
Type
article
Field-Weighted Citation Impact
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article

A Deep Learning Model to Detect Acute MCA Occlusion on High-Resolution Noncontrast Head CT

Peter Chang, David Fussell, Juan Guillermo Velásquez López
American Journal of Neuroradiology
Acute Ischemic Stroke Management
article

A Deep Learning Model to Detect Acute MCA Occlusion on High-Resolution Noncontrast Head CT

Peter Chang, David Fussell, Juan Guillermo Velásquez López
article en

Abstract

A DL model can detect acute MCA occlusion from high-resolution NCCT with accuracy approaching that of CTA. By means of this tool, most candidate thrombectomy patients may be identified with NCCT alone, possibly aiding stroke triage in settings that lack CTA or are otherwise resource-constrained.

American Journal of NeuroradiologyVol. 47(2)
University of California, Irvine (US)
Openalex Percentile: Top 72%
Acute Ischemic Stroke Management
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A Deep Learning Model to Detect Acute MCA Occlusion on High-Resolution Noncontrast Head CT — Peter Chang, David Fussell, et al. · American Journal of Neuroradiology (2025) | TGRS Research Map | TGRS