Vulnerabilities of radiomic signature development: The need for safeguards ML Welch, C McIntosh, B Haibe-Kains, MF Milosevic, L Wee, A Dekker, ... Radiotherapy and Oncology 130, 2-9, 2019 | 313 | 2019 |
Fully automated treatment planning for head and neck radiotherapy using a voxel-based dose prediction and dose mimicking method C McIntosh, M Welch, A McNiven, DA Jaffray, TG Purdie Physics in Medicine & Biology 62 (15), 5926, 2017 | 223 | 2017 |
Repeatability and reproducibility of MRI-based radiomic features in cervical cancer S Fiset, ML Welch, J Weiss, M Pintilie, JL Conway, M Milosevic, A Fyles, ... Radiotherapy and Oncology 135, 107-114, 2019 | 169 | 2019 |
Stability of radiomic features of apparent diffusion coefficient (ADC) maps for locally advanced rectal cancer in response to image pre-processing A Traverso, M Kazmierski, Z Shi, P Kalendralis, M Welch, HD Nissen, ... Physica Medica 61, 44-51, 2019 | 70 | 2019 |
Machine learning helps identifying volume-confounding effects in radiomics A Traverso, M Kazmierski, I Zhovannik, M Welch, L Wee, D Jaffray, ... Physica Medica 71, 24-30, 2020 | 64 | 2020 |
Sensitivity of radiomic features to inter-observer variability and image pre-processing in Apparent Diffusion Coefficient (ADC) maps of cervix cancer patients A Traverso, M Kazmierski, ML Welch, J Weiss, S Fiset, WD Foltz, ... Radiotherapy and Oncology 143, 88-94, 2020 | 64 | 2020 |
Radiomic analysis: study design, statistical analysis, and other bias mitigation strategies CS Moskowitz, ML Welch, MA Jacobs, BF Kurland, AL Simpson Radiology 304 (2), 265-273, 2022 | 55 | 2022 |
Multi-institutional prognostic modeling in head and neck cancer: evaluating impact and generalizability of deep learning and radiomics M Kazmierski, M Welch, S Kim, C McIntosh, K Rey-McIntyre, SH Huang, ... Cancer Research Communications 3 (6), 1140-1151, 2023 | 28 | 2023 |
User-controlled pipelines for feature integration and head and neck radiation therapy outcome predictions ML Welch, C McIntosh, A McNiven, SH Huang, BB Zhang, L Wee, ... Physica Medica 70, 145-152, 2020 | 23 | 2020 |
Prediction of human papillomavirus (HPV) association of oropharyngeal cancer (OPC) using radiomics: The impact of the variation of CT scanner R Reiazi, C Arrowsmith, M Welch, F Abbas-Aghababazadeh, C Eeles, ... Cancers 13 (9), 2269, 2021 | 18 | 2021 |
Automatic classification of dental artifact status for efficient image veracity checks: effects of image resolution and convolutional neural network depth ML Welch, C McIntosh, TG Purdie, L Wee, A Traverso, A Dekker, ... Physics in Medicine & Biology 65 (1), 015005, 2020 | 17 | 2020 |
External validation and transfer learning of convolutional neural networks for computed tomography dental artifact classification ML Welch, C McIntosh, A Traverso, L Wee, TG Purdie, A Dekker, ... Physics in Medicine & Biology 65 (3), 035017, 2020 | 15 | 2020 |
Automated detection of dental artifacts for large-scale radiomic analysis in radiation oncology C Arrowsmith, R Reiazi, ML Welch, M Kazmierski, T Patel, A Rezaie, ... Physics and Imaging in Radiation Oncology 18, 41-47, 2021 | 11 | 2021 |
Reporting standards and critical appraisal of prediction models L Wee, SMJ van Kuijk, FJWM Dankers, A Traverso, M Welch, A Dekker Fundamentals of clinical data science, 135-150, 2019 | 8 | 2019 |
Med-ImageTools: An open-source Python package for robust data processing pipelines and curating medical imaging data S Kim, M Kazmierski, K Qu, J Peoples, M Nakano, V Ramanathan, ... F1000Research 12 (118), 118, 2025 | 6 | 2025 |
Radiomics: the new world or another road to El Dorado? ML Welch, DA Jaffray JNCI: Journal of the National Cancer Institute 109 (7), djx116, 2017 | 6 | 2017 |
The correction of time and temperature effects in MR-based 3D Fricke xylenol orange dosimetry ML Welch, DA Jaffray Physics in Medicine & Biology 62 (8), 3221, 2017 | 6 | 2017 |
RADCURE: An open‐source head and neck cancer CT dataset for clinical radiation therapy insights ML Welch, S Kim, AJ Hope, SH Huang, Z Lu, J Marsilla, M Kazmierski, ... Medical Physics 51 (4), 3101-3109, 2024 | 5 | 2024 |
A high-performance liquid chromatographic assay for CI-973, a new anticancer platinum diamine complex, in human plasma and urine ultrafiltrates WW Bullen, LD Andress, T Chang, LR Whitfield, ML Welch, RA Newman Cancer chemotherapy and pharmacology 30, 193-198, 1992 | 5 | 1992 |
A Machine Learning Challenge for Prognostic Modelling in Head and Neck Cancer Using Multi-modal Data M Kazmierski, M Welch, S Kim, C McIntosh, PM Head, NC Group, ... arXiv preprint arXiv:2101.11935, 2021 | 4 | 2021 |