Past, present, and future of machine learning and artificial intelligence for breast cancer screening N Baughan, L Douglas, ML Giger Journal of Breast Imaging 4 (5), 451-459, 2022 | 10 | 2022 |
Sequestration of imaging studies in MIDRC: a multi-institutional data commons N Baughan, HM Whitney, K Drukker, B Sahiner, T Hu, M McNitt-Gray, ... Medical Imaging 2022: Image Perception, Observer Performance, and Technology …, 2022 | 9 | 2022 |
Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center open data commons HM Whitney, N Baughan, KJ Myers, K Drukker, J Gichoya, B Bower, ... Journal of Medical Imaging 10 (6), 061105-061105, 2023 | 3 | 2023 |
Temporal Machine Learning Analysis of Prior Mammograms for Breast Cancer Risk Prediction H Li, K Robinson, L Lan, N Baughan, CW Chan, M Embury, GJ Whitman, ... Cancers 15 (7), 2141, 2023 | 2 | 2023 |
Parenchymal field effect analysis for breast cancer risk assessment: evaluation of FFDM radiomic similarity NM Baughan, H Li, L Lan, CW Chan, M Embury, G Whitman, R El-Zein, ... Medical Imaging 2021: Computer-Aided Diagnosis 11597, 230-235, 2021 | 2 | 2021 |
Sequestration of imaging studies in MIDRC: stratified sampling to balance demographic characteristics of patients in a multi-institutional data commons N Baughan, HM Whitney, K Drukker, B Sahiner, T Hu, GH Kim, ... Journal of Medical Imaging 10 (6), 064501-064501, 2023 | 1 | 2023 |
Sequestration methodology in practice through evaluation of joint demographic distributions of 54,185 patients in the Medical Imaging and Data Resource Center (MIDRC) data commons N Baughan, HM Whitney, K Drukker, B Sahiner, T Hu, GH Kim, ... Medical Imaging 2023: Imaging Informatics for Healthcare, Research, and …, 2023 | 1 | 2023 |
Assistance tools for the evaluation of machine learning algorithm performance: the decision tree based tools developed by the Medical Imaging and Data Resource Center (MIDRC … K Drukker, B Sahiner, T Hu, GH Kim, HM Whitney, N Baughan, KJ Myers, ... Medical Imaging 2023: Image Perception, Observer Performance, and Technology …, 2023 | 1 | 2023 |
Artificial Intelligence for Breast Cancer Risk Assessment in Mammography and Methods for Dataset Balancing and Distribution Sampling NM Baughan The University of Chicago, 2023 | 1 | 2023 |
Task-based sampling of the MIDRC sequestered data commons for algorithm performance evaluation N Baughan, H Whitney, K Drukker, B Sahiner, T Hu, G Kim, M McNitt-Gray, ... MEDICAL PHYSICS 49 (6), E257-E258, 2022 | 1 | 2022 |
Quantification of Cardiac Dyssynchrony Entropy Implemented in a Commercial Nuclear Medicine Software Application N Baughan, A Poitrasson-Rivière, JB Moody, BC Lee, EP Ficaro Nuclear Technology 206 (7), 977-983, 2020 | 1 | 2020 |
MIDRC-MetricTree: a decision tree-based tool for recommending performance metrics in artificial intelligence-assisted medical image analysis K Drukker, B Sahiner, T Hu, GH Kim, HM Whitney, N Baughan, KJ Myers, ... Journal of Medical Imaging 11 (2), 024504-024504, 2024 | | 2024 |
Task-Based Sampling for Independent Evaluations with Sequestered MIDRC Data N Baughan AAPM 65th Annual Meeting & Exhibition, 2023 | | 2023 |
Radiomic and deep learning characterization of breast parenchyma on full field digital mammograms and specimen radiographs: a pilot study of a potential cancer field effect N Baughan, H Li, L Lan, M Embury, I Yim, GJ Whitman, R El-Zein, ... Journal of Medical Imaging 10 (4), 044501-044501, 2023 | | 2023 |
Use of Radiomic Texture to Characterize Relationships Across the Parenchymal Field in Women with Breast Cancer On FFDMs and Specimen Radiographs N Baughan, H Li, L Lan, M Embury, G Whitman, R El-zein, I Bedrosian, ... MEDICAL PHYSICS 49 (6), E417-E417, 2022 | | 2022 |
Application of a Psychophysical Staircase Method for Determining Detection Thresholds in Fluoroscopic Imaging D Velarde, E Marshall, J Bastida, N Baughan, C Guo, K Feinstein, I Reiser MEDICAL PHYSICS 49 (6), E216-E216, 2022 | | 2022 |
The Medical Imaging and Data Resource Center (MIDRC) Technology Development Project (TDP) 3c: Developing Tools to Assist in Task-Specific Performance Evaluation for Machine … K Drukker, B Sahiner, T Hu, G Kim, H Whitney, N Baughan, K Myers, ... MEDICAL PHYSICS 49 (6), E231-E232, 2022 | | 2022 |
Evaluation of Diversity in the Medical Imaging and Data Resource Center (MIDRC) Open Data Commons H Whitney, N Baughan, K Drukker, K Myers, M Giger MEDICAL PHYSICS 49 (6), E799-E800, 2022 | | 2022 |
Association between DCE MRI background parenchymal enhancement and mammographic texture features N Baughan, L Douglas, M Ballard, ES Lee, A Edwards, L Lan, H Li, ... Medical Imaging 2022: Computer-Aided Diagnosis 12033, 214-219, 2022 | | 2022 |
Task-specific evaluation of clinical pediatric fluoroscopy systems EL Marshall, DO Velarde, N Baughan, N Reiser, C Guo, JPB Cruz, ... Medical Imaging 2022: Image Perception, Observer Performance, and Technology …, 2022 | | 2022 |