Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
461-02-002 ISMRM Abstract

Toward Intelligent MRI Workflows: Evaluation of AI-Driven Protocol Selection and Automated Workflow Triage

Primary: Acquisition & Reconstruction - AI methods
Secondary: Analysis Methods - Software Tools
461-02-002 · AI To Make Protocols, Plan, QC, and Correct Motion · Tuesday, 12 May, 9:15 AM–10:10 AM · Digital Posters Row B
Keywords: MRI Workflow optimzation Large Language Models Workflow Automatic Protcoling
Accepted
Siddhant Dogra1, Jordan Kondo1, Julian Wohlers2, Rainer Schneider2, Jens Gühring2, Fabian Wagner 2
1Department of Radiology, NYU Langone Health, New York, United States of America
2Siemens Healthineers AG, Erlangen, Germany
Presenting Author: Fabian Wagner

Synopsis

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References

1. Rosenkrantz AB, Cummings RW. Utilization of Emergency Department Imaging from 2013 to 2023: A National Medicare Analysis. Radiology. 2025;316(3):e251395. doi:10.1148/radiol.251395 [doi]
2. Omofoye TS, Vlahos I, Marom EM, et al. Backlogs in formal interpretation of radiology examinations: a pilot global survey. Clin Imaging. 2024;106:110049. doi:10.1016/j.clinimag.2023.110049 [doi]
3. Rozenshtein A, Findeiss LK, Wood MJ, Shih G, Parikh JR. The U.S. Radiologist Workforce: AJR Expert Panel Narrative Review. AJR Am J Roentgenol. 2025;224(5):e2432085. doi:10.2214/AJR.24.32085 [doi]
4. Gu Z, Dogra S, Siriruchatanon M, Kneifati-Hayek J, Kang SK. Radiology workflow assistance with artificial intelligence: establishing the link to outcomes. J Am Coll Radiol. Published online October 15, 2025. doi:10.1016/j.jacr.2025.10.018 [doi]
5. Denck J, Haas O, Guehring J, Maier A, Rothgang E. Automated Protocoling for MRI Exams-Challenges and Solutions. J Digit Imaging. 2022;35(5):1293-1302. doi:10.1007/s10278-022-00610-1 [doi]
6. Fabian W, Thangaraj R, Schneider R, et al. Language Models Can Assist Technicians Choosing a Patient-Tailored MRI Scan Protocol. ISMRM 2025. Abstract #3384.

Cite this abstract

http://echo.ismrm.org/p/ISMRM2026/461-02-002