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Abstract #0249

QRadAR: A Toolbox for Quantitative Magnetic Resonance Radiomics Analysis and Reliability

Alexandra Grace Roberts1, Jinwei Zhang2, Dominick Romano3, Sema Akkus4, Brian Harris Kopell4, Pascal Spincemaille5, and Yi Wang3,5
1Electrical and Computer Engineering, Cornell University, New York, NY, United States, 2Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, United States, 3Biomedical Engineering, Cornell University, New York, NY, United States, 4Neurosurgery, Mount Sinai Hospital, New York, NY, United States, 5Radiology, Weill Cornell Medicine, New York, NY, United States

Synopsis

Keywords: Radiomics, Radiomics

Motivation: Radiomic feature robustness as an input to a downstream model is an important consideration for model reliability. Generating a subset of robust, reproducible, and repeatable features is an important step in determining predictive or indicative features.

Goal(s): To provide a framework for radiomics robustness, repeatability, and reproducibility.

Approach: A Python implementation using the pyradiomics, scikit-learn, numpy, and other open-source library is provided as tool to quickly summarize the radiomic features surviving differing sampling, time point, or field strength acquisitions.

Results: The QRadAR Toolbox provides researchers and clinicians with a collection of reliable features for downstream model input.

Impact: The QRadAR Toolbox provides researchers and clinicians with a collection of reliable features for downstream model input by providing a providing Python a framework for radiomics robustness, repeatability, and reproducibility.

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Keywords