Publications by authors named "Mathews Fish"

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General Purpose Deep Learning Attenuation Correction Improves Diagnostic Accuracy of SPECT MPI: A Multicenter Study.
Aakash D Shanbhag, Robert J H Miller, Mark Lemley, Paul Kavanagh, Joanna X Liang, Mathews B Fish

JACC Cardiovasc Imaging· November 2025

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Reassessing Cardiovascular Risk in Patients With Peripheral Artery Disease Undergoing Myocardial Perfusion Imaging.
Kaiming Wang, Tali Sharir, M Timothy Hauser, Sharmila Dorbala, Marcelo Di Carli, Mathews B Fish

Can J Cardiol· October 2025

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Risk stratification with pre-operative myocardial perfusion imaging.
Dayoung Kim, Valerie Builoff, Tali Sharir, M Timothy Hauser, Sharmila Dorbala, Mathews B Fish

Eur J Nucl Med Mol Imaging· October 2025

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AI-based identification of patients who benefit from revascularization: a multicenter study.
Wenhao Zhang, Robert Jh Miller, Krishna Patel, Aakash D Shanbhag, Joanna X Liang, Mathews B Fish

medRxiv· June 2025

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Artificial Intelligence-Enhanced Perfusion Scoring Improves the Diagnostic Accuracy of Myocardial Perfusion Imaging.
Robert J H Miller, Paul Kavanagh, Mark Lemley, Joanna X Liang, Tali Sharir, Mathews B Fish

J Nucl Med· April 2025

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The Updated Registry of Fast Myocardial Perfusion Imaging with Next-Generation SPECT (REFINE SPECT 2.0).
Robert J H Miller, Mark Lemley, Aakash Shanbhag, Giselle Ramirez, Joanna X Liang, Mathews B Fish

J Nucl Med· November 2024

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Clinical phenotypes among patients with normal cardiac perfusion using unsupervised learning: a retrospective observational study.
Robert J H Miller, Bryan P Bednarski, Konrad Pieszko, Jacek Kwiecinski, Michelle C Williams, Mathews B Fish

EBioMedicine· January 2024

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Unsupervised learning to characterize patients with known coronary artery disease undergoing myocardial perfusion imaging.
Michelle C Williams, Bryan P Bednarski, Konrad Pieszko, Robert J H Miller, Jacek Kwiecinski, Mathews B Fish

Eur J Nucl Med Mol Imaging· July 2023

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Time and event-specific deep learning for personalized risk assessment after cardiac perfusion imaging.
Konrad Pieszko, Aakash D Shanbhag, Ananya Singh, M Timothy Hauser, Robert J H Miller, Mathews B Fish

NPJ Digit Med· May 2023

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Direct Risk Assessment From Myocardial Perfusion Imaging Using Explainable Deep Learning.
Ananya Singh, Robert J H Miller, Yuka Otaki, Paul Kavanagh, Michael T Hauser, Mathews B Fish

JACC Cardiovasc Imaging· February 2023

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Mitigating bias in deep learning for diagnosis of coronary artery disease from myocardial perfusion SPECT images.
Robert J H Miller, Ananya Singh, Yuka Otaki, Balaji K Tamarappoo, Paul Kavanagh, Mathews B Fish

Eur J Nucl Med Mol Imaging· January 2023

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Comparison of diabetes to other prognostic predictors among patients referred for cardiac stress testing: A contemporary analysis from the REFINE SPECT Registry.
Donghee Han, Alan Rozanski, Heidi Gransar, Evangelos Tzolos, Robert J H Miller, Mathews B Fish

J Nucl Cardiol· December 2022

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Prevalence and predictors of automatically quantified myocardial ischemia within a multicenter international registry.
Donghee Han, Alan Rozanski, Robert J H Miller, Tali Sharir, Andrew J Einstein, Mathews B Fish

J Nucl Cardiol· December 2022

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Explainable Deep Learning Improves Physician Interpretation of Myocardial Perfusion Imaging.
Robert J H Miller, Keiichiro Kuronuma, Ananya Singh, Yuka Otaki, Sean Hayes, Mathews B Fish

J Nucl Med· November 2022

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Diagnostic safety of a machine learning-based automatic patient selection algorithm for stress-only myocardial perfusion SPECT.
Evann Eisenberg, Robert J H Miller, Lien-Hsin Hu, Richard Rios, Julian Betancur, Mathews B Fish

J Nucl Cardiol· October 2022

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Machine learning to predict abnormal myocardial perfusion from pre-test features.
Robert J H Miller, M Timothy Hauser, Tali Sharir, Andrew J Einstein, Mathews B Fish

J Nucl Cardiol· October 2022

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Determining a minimum set of variables for machine learning cardiovascular event prediction: results from REFINE SPECT registry.
Richard Rios, Robert J H Miller, Lien Hsin Hu, Yuka Otaki, Ananya Singh, Mathews B Fish

Cardiovasc Res· July 2022

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Prognostic value of early left ventricular ejection fraction reserve during regadenoson stress solid-state SPECT-MPI.
Yuka Otaki, Mathews B Fish, Robert J H Miller, Mark Lemley, Piotr J Slomka

J Nucl Cardiol· June 2022

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Clinical Deployment of Explainable Artificial Intelligence of SPECT for Diagnosis of Coronary Artery Disease.
Yuka Otaki, Ananya Singh, Paul Kavanagh, Robert J H Miller, Tejas Parekh, Mathews B Fish

JACC Cardiovasc Imaging· June 2022

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Handling missing values in machine learning to predict patient-specific risk of adverse cardiac events: Insights from REFINE SPECT registry.
Richard Rios, Robert J H Miller, Nipun Manral, Tali Sharir, Andrew J Einstein, Mathews B Fish

Comput Biol Med· June 2022

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Differences in Prognostic Value of Myocardial Perfusion Single-Photon Emission Computed Tomography Using High-Efficiency Solid-State Detector Between Men and Women in a Large International Multicenter Study.
Balaji K Tamarappoo, Yuka Otaki, Tali Sharir, Lien-Hsin Hu, Heidi Gransar, Mathews B Fish

Circ Cardiovasc Imaging· June 2022

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Automated quantitative analysis of CZT SPECT stratifies cardiovascular risk in the obese population: Analysis of the REFINE SPECT registry.
Eyal Klein, Robert J H Miller, Tali Sharir, Andrew J Einstein, Mathews B Fish

J Nucl Cardiol· April 2022

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Quantitation of Poststress Change in Ventricular Morphology Improves Risk Stratification.
Robert J H Miller, Tali Sharir, Yuka Otaki, Heidi Gransar, Joanna X Liang, Mathews B Fish

J Nucl Med· November 2021

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Prognostic Value of Phase Analysis for Predicting Adverse Cardiac Events Beyond Conventional Single-Photon Emission Computed Tomography Variables: Results From the REFINE SPECT Registry.
Keiichiro Kuronuma, Robert J H Miller, Yuka Otaki, Serge D Van Kriekinge, Marcio A Diniz, Mathews B Fish

Circ Cardiovasc Imaging· July 2021

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Impact of Early Revascularization on Major Adverse Cardiovascular Events in Relation to Automatically Quantified Ischemia.
Peyman N Azadani, Robert J H Miller, Tali Sharir, Marcio A Diniz, Lien-Hsin Hu, Mathews B Fish

JACC Cardiovasc Imaging· March 2021

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