Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
370-09-068 ISMRM Abstract

Neural network models for real time monitoring of peripheral nerve stimulation (PNS)

Primary: Physics & Engineering - Safety
Secondary: Physics & Engineering - Bioeffects & Magnetic Fields
370-09-068 · Phantoms and Safety · Monday, 11 May, 5:05 PM–6:00 PM · Traditional Posters | Exhibition Hall
Keywords: Peripheral Nerve Stimulation CNN Prediction time Accuracy
Accepted
Arthur Poure 1, Valerie Klein1,2, Coursey Sean1, Mathias Davids1,2, Lawrence L Wald1,2,3, Bastien Guerin1,2
1Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Charlestown, United States of America
2Harvard Medical School, Boston, United States of America
3Harvard-MIT Health Sciences and Technology, Cambridge, United States of America
Presenting Author: Arthur Poure

Synopsis

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References

1. Davids et al., Scientific Reports 2017, “Predicting magnetostimulation thresholds in the peripheral nervous system using realistic body models”
2. Hebrank & Gebhardt, ISMRM 2000, “SAFE model : a new method for predicting peripheral nerve stimulation in MRI”
3. General deep learning for physiological time-series, e.g., Hannun et al., Nature Medicine 2019
4. International Electrotechnical Commission et al. Lec 60601-2-33. Medical Electrical Equipment-Part, 2, 2002.
5. MICHAEL L. ROHAN and RICHARD R. RZEDZIAN, Stimulation by time-varying magnetic fields, Ann. N.Y. Acad, Sci., 649(1):118-128,1992.
6. Davids M, Ferris N, Klein V, Barksdale A, Guerin B, Wald L. Improved characterization of sequence-specific peripheral nerve stimulation (PNS) thresholds for rapid on-scanner monitoring. ISMRM 2024, 3916.

Cite this abstract

http://echo.ismrm.org/p/ISMRM2026/370-09-068