Publications by authors named "Mattea Welch"

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Association of artificial intelligence-screened interstitial lung disease with radiation pneumonitis in locally advanced non-small cell lung cancer.
Hannah Bacon, Nicholas McNeil, Tirth Patel, Mattea Welch, Xiang Y Ye

Radiother Oncol· November 2025

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Development of Machine Learning Systems to Predict Cancer-Related Symptoms With Validation Across a Health Care System.
Baijiang Yuan, Muammar Kabir, Jiang Chen He, Yuchen Li, Benjamin Grant, Mattea Welch

JCO Clin Cancer Inform· September 2025

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Med-ImageTools: An open-source Python package for robust data processing pipelines and curating medical imaging data.
Sejin Kim, Michal Kazmierski, Kevin Qu, Jacob Peoples, Minoru Nakano, Mattea Welch

F1000Res· July 2025

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A T2-weighted MRI-based radiomic signature for disease-free survival in locally advanced cervical cancer following chemoradiation: An international, multicentre study.
Joseph Marsilla, Jessica Weiss, Xiang Y Ye, Mattea Welch, Michael Milosevic

Radiother Oncol· October 2024

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Use of Response Permutation to Measure an Imaging Dataset's Susceptibility to Overfitting by Selected Standard Analysis Pipelines.
Jayasree Chakraborty, Abhishek Midya, Brenda F Kurland, Mattea L Welch, Mithat Gonen

Acad Radiol· September 2024

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RADCURE: An open-source head and neck cancer CT dataset for clinical radiation therapy insights.
Mattea L Welch, Sejin Kim, Andrew J Hope, Shao Hui Huang, Zhibin Lu

Med Phys· April 2024

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The Auto-Lindberg Project: Standardized Target Nomenclature in Radiation Oncology Enables Real-World Data Extraction From Radiation Treatment Plans.
Andrew Hope, Jun Won Kim, Michal Kazmierski, Mattea Welch, Joseph Marsilla

Int J Radiat Oncol Biol Phys· January 2024

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Multi-institutional Prognostic Modeling in Head and Neck Cancer: Evaluating Impact and Generalizability of Deep Learning and Radiomics.
Michal Kazmierski, Mattea Welch, Sejin Kim, Chris McIntosh, Katrina Rey-McIntyre

Cancer Res Commun· June 2023

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Radiomic Analysis: Study Design, Statistical Analysis, and Other Bias Mitigation Strategies.
Chaya S Moskowitz, Mattea L Welch, Michael A Jacobs, Brenda F Kurland, Amber L Simpson

Radiology· August 2022

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Prediction of Human Papillomavirus (HPV) Association of Oropharyngeal Cancer (OPC) Using Radiomics: The Impact of the Variation of CT Scanner.
Reza Reiazi, Colin Arrowsmith, Mattea Welch, Farnoosh Abbas-Aghababazadeh, Christopher Eeles

Cancers (Basel)· May 2021

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Automated detection of dental artifacts for large-scale radiomic analysis in radiation oncology.
Colin Arrowsmith, Reza Reiazi, Mattea L Welch, Michal Kazmierski, Tirth Patel

Phys Imaging Radiat Oncol· April 2021

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Machine learning helps identifying volume-confounding effects in radiomics.
Alberto Traverso, Michal Kazmierski, Ivan Zhovannik, Mattea Welch, Leonard Wee

Phys Med· March 2020

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Sensitivity of radiomic features to inter-observer variability and image pre-processing in Apparent Diffusion Coefficient (ADC) maps of cervix cancer patients.
Alberto Traverso, Michal Kazmierski, Mattea L Welch, Jessica Weiss, Sandra Fiset

Radiother Oncol· February 2020

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External validation and transfer learning of convolutional neural networks for computed tomography dental artifact classification.
Mattea L Welch, Chris McIntosh, Alberto Traverso, Leonard Wee, Tom G Purdie

Phys Med Biol· February 2020

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User-controlled pipelines for feature integration and head and neck radiation therapy outcome predictions.
Mattea L Welch, Chris McIntosh, Andrea McNiven, Shao Hui Huang, Bei-Bei Zhang

Phys Med· February 2020

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Automatic classification of dental artifact status for efficient image veracity checks: effects of image resolution and convolutional neural network depth.
Mattea L Welch, Chris McIntosh, Tom G Purdie, Leonard Wee, Alberto Traverso

Phys Med Biol· January 2020

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Repeatability and reproducibility of MRI-based radiomic features in cervical cancer.
Sandra Fiset, Mattea L Welch, Jessica Weiss, Melania Pintilie, Jessica L Conway

Radiother Oncol· June 2019

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Stability of radiomic features of apparent diffusion coefficient (ADC) maps for locally advanced rectal cancer in response to image pre-processing.
Alberto Traverso, Michal Kazmierski, Zhenwei Shi, Petros Kalendralis, Mattea Welch

Phys Med· May 2019

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Vulnerabilities of radiomic signature development: The need for safeguards.
Mattea L Welch, Chris McIntosh, Benjamin Haibe-Kains, Michael F Milosevic, Leonard Wee

Radiother Oncol· January 2019

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Fully automated treatment planning for head and neck radiotherapy using a voxel-based dose prediction and dose mimicking method.
Chris McIntosh, Mattea Welch, Andrea McNiven, David A Jaffray, Thomas G Purdie

Phys Med Biol· July 2017

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Editorial: Radiomics: The New World or Another Road to El Dorado?
Mattea L Welch, David A Jaffray

J Natl Cancer Inst· July 2017

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The correction of time and temperature effects in MR-based 3D Fricke xylenol orange dosimetry.
Mattea L Welch, David A Jaffray

Phys Med Biol· April 2017

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Spinal needle navigation by tracked ultrasound snapshots.
Tamas Ungi, Purang Abolmaesumi, Rayhan Jalal, Mattea Welch, Irene Ayukawa

IEEE Trans Biomed Eng· October 2012

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