Evaluation of Approved AI-based Brain Aneurysm Detection Software in Clinical Practice: Comparison with Radiologist Assessment and Image Re-review

The AI software demonstrated moderate sensitivity, especially for smaller aneurysms. Variations in performance across different magnetic field strengths and aneurysm size suggest a need for more robust AI algorithms. Detailed analysis of aneurysm locations provides insights into areas where AI performance could be enhanced. Integrating the AI software as a supportive tool, combined with radiologist expertise, is hypothesized to enhance detection accuracy, though further studies are needed to quantify this combined effect.

Authors

Institutions

Publication Details

Journal
Magnetic Resonance in Medical Sciences
Published
2025-11-04
DOI
https://doi.org/10.2463/mrms.mp.2024-0183
Primary Topic
Intracranial Aneurysms: Treatment and Complications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluation of Approved AI-based Brain Aneurysm Detection Software in Clinical Practice: Comparison with Radiologist Assessment and Image Re-review

Toshiki Nakane, Shinji Naganawa, Rei Nakamichi, Toshiaki Taoka et al.
Magnetic Resonance in Medical Sciences
Intracranial Aneurysms: Treatment and Complications
article

Evaluation of Approved AI-based Brain Aneurysm Detection Software in Clinical Practice: Comparison with Radiologist Assessment and Image Re-review

Toshiki Nakane, Shinji Naganawa, Rei Nakamichi, Toshiaki Taoka, Rintaro Ito, Ryuji Asai
article en

Abstract

The AI software demonstrated moderate sensitivity, especially for smaller aneurysms. Variations in performance across different magnetic field strengths and aneurysm size suggest a need for more robust AI algorithms. Detailed analysis of aneurysm locations provides insights into areas where AI performance could be enhanced. Integrating the AI software as a supportive tool, combined with radiologist expertise, is hypothesized to enhance detection accuracy, though further studies are needed to quantify this combined effect.

Magnetic Resonance in Medical SciencesVol. 25(1)
Nagoya University (JP)
Openalex Percentile: Top 54%
Intracranial Aneurysms: Treatment and Complications
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Evaluation of Approved AI-based Brain Aneurysm Detection Software in Clinical Practice: Comparison with Radiologist Assessment and Image Re-review — Toshiki Nakane, Shinji Naganawa, et al. · Magnetic Resonance in Medical Sciences (2025) | TGRS Research Map | TGRS