Predicting future surgical steps during MCA aneurysm clipping using a multimodal transformer - Report - MDSpire

Predicting future surgical steps during MCA aneurysm clipping using a multimodal transformer

  • By

  • Thomas J. On

  • Jonathan A. Tangsrivimol

  • Jiuxu Chen

  • Yuan Xu

  • Baoxin Li

  • Michael T. Lawton

  • Mark C. Preul

  • June 2, 2026

  • 0 min

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Clinical Report: Forecasting Surgical Procedures in MCA Aneurysm Clipping

Overview

{'add': 'Specify traditional methods for comparison.', 'remove': '', 'update': ''}

Background

{'add': 'Detail limitations of current AI applications.', 'remove': '', 'update': ''}

Data Highlights

{'add': 'Ensure table format consistency.', 'remove': '', 'update': ''}

Key Findings

{'add': 'Explain significance of normalized edit distance and edit score.', 'remove': '', 'update': ''}

Clinical Implications

{'add': 'Expand on implementation in clinical practice.', 'remove': '', 'update': ''}

Conclusion

{'add': 'Mention specific next steps for validation.', 'remove': '', 'update': ''}

Related Resources & Content

  1. Transformers with Shifted Windows for Identifying Cerebral Aneurysms During Microsurgical Procedures, 2023
  2. Anatomically-guided Masked Autoencoder with Domain-Adaptive Prompting (AMAP) for multimodal cerebral aneurysm detection and segmentation, npj Digital Medicine, 2025
  3. Multi-task Phase Estimation in Surgery Using Data-Driven Sparse Scene Segmentation, 2022
  4. European Stroke Organisation (ESO), European Association of Neurosurgical Societies (EANS) and European Society for Minimally Invasive Neurological Therapy (ESMINT) guideline on aneurysmal subarachnoid haemorrhage, European Stroke Journal, 2023
  5. Techniques for Performing a Mini-Pterional Craniotomy in Helsinki for Clipping Aneurysms at the Middle Cerebral Artery Bifurcation
  6. European Stroke Organisation (ESO), European Association of Neurosurgical Societies (EANS) and European Society for Minimally Invasive Neurological Therapy (ESMINT) guideline on aneurysmal subarachnoid haemorrhage | European Stroke Journal | Oxford Academic
  7. Changes in treatment of intracranial aneurysms during the last decade in a large European neurovascular center | Acta Neurochirurgica | Springer Nature Link
  8. Efficacy of intraoperative indocyanine green videoangiography (ICG-VA) and FLOW 800 in the surgical management of intracranial aneurysms: a systematic review and meta-analysis | Acta Neurochirurgica | Springer Nature Link

Original Source(s)

Predicting future surgical steps during MCA aneurysm clipping using a multimodal transformer

  • by Thomas J. On, Jonathan A. Tangsrivimol, Jiuxu Chen, Yuan Xu, Baoxin Li, Michael T. Lawton, Mark C. Preul

  • June 2, 2026

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