Mattea Welch

Vulnerabilities of radiomic signature development: The need for safeguards

Mattea Welch, Chris McIntosh, Benjamin Haibe‐Kains et al. · Radiotherapy and Oncology · 2018 · 304 citations

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 et al. · Physics in Medicine and Biology · 2017 · 184 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +20

Repeatability and reproducibility of MRI-based radiomic features in cervical cancer

Sandra Fiset, Mattea Welch, Jessica Weiss et al. · Radiotherapy and Oncology · 2019 · 159 citations

Engineering, Cervical Cancer, Medical Imaging +10

Machine learning helps identifying volume-confounding effects in radiomics

Alberto Traverso, Michal Kazmierski, Ivan Zhovannik et al. · Physica Medica · 2020 · 78 citations · Full text

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 Welch et al. · Radiotherapy and Oncology · 2019 · 72 citations · Full text