Heather M. Whitney - Publications

Affiliations: 
2010-2022 Physics Wheaton College, Wheaton, IL, United States 
 2022- Radiology University of Chicago, Chicago, IL 
Area:
MRI, radiomics, computer-aided diagnosis

20 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2023 Baughan N, Whitney HM, Drukker K, Sahiner B, Hu T, Kim GH, McNitt-Gray M, Myers KJ, Giger ML. Sequestration of imaging studies in MIDRC: stratified sampling to balance demographic characteristics of patients in a multi-institutional data commons. Journal of Medical Imaging (Bellingham, Wash.). 10: 064501. PMID 38074627 DOI: 10.1117/1.JMI.10.6.064501  0.49
2023 Li H, Drukker K, Hu Q, Whitney HM, Fuhrman JD, Giger ML. Predicting intensive care need for COVID-19 patients using deep learning on chest radiography. Journal of Medical Imaging (Bellingham, Wash.). 10: 044504. PMID 37608852 DOI: 10.1117/1.JMI.10.4.044504  0.442
2023 Whitney HM, Drukker K, Vieceli M, Van Dusen A, de Oliveira M, Abe H, Giger ML. Role of sureness in evaluating AI/CADx: Lesion-based repeatability of machine learning classification performance on breast MRI. Medical Physics. PMID 37602841 DOI: 10.1002/mp.16673  0.583
2023 Whitney HM, Baughan N, Myers KJ, Drukker K, Gichoya J, Bower B, Chen W, Gruszauskas N, Kalpathy-Cramer J, Koyejo S, Sá RC, Sahiner B, Zhang Z, Giger ML. Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center open data commons. Journal of Medical Imaging (Bellingham, Wash.). 10: 61105. PMID 37469387 DOI: 10.1117/1.JMI.10.6.061105  0.45
2023 Drukker K, Chen W, Gichoya J, Gruszauskas N, Kalpathy-Cramer J, Koyejo S, Myers K, Sá RC, Sahiner B, Whitney H, Zhang Z, Giger M. Toward fairness in artificial intelligence for medical image analysis: identification and mitigation of potential biases in the roadmap from data collection to model deployment. Journal of Medical Imaging (Bellingham, Wash.). 10: 061104. PMID 37125409 DOI: 10.1117/1.JMI.10.6.061104  0.483
2023 Ji Y, Whitney HM, Li H, Liu P, Giger ML, Zhang X. Differences in Molecular Subtype Reference Standards Impact AI-based Breast Cancer Classification with Dynamic Contrast-enhanced MRI. Radiology. 220984. PMID 36594836 DOI: 10.1148/radiol.220984  0.499
2022 Li H, Whitney HM, Ji Y, Edwards A, Papaioannou J, Liu P, Giger ML. Impact of continuous learning on diagnostic breast MRI AI: evaluation on an independent clinical dataset. Journal of Medical Imaging (Bellingham, Wash.). 9: 034502. PMID 35685120 DOI: 10.1117/1.JMI.9.3.034502  0.573
2022 Whitney HM, Drukker K, Giger ML. Performance metric curve analysis framework to assess impact of the decision variable threshold, disease prevalence, and dataset variability in two-class classification. Journal of Medical Imaging (Bellingham, Wash.). 9: 035502. PMID 35656541 DOI: 10.1117/1.JMI.9.3.035502  0.548
2021 Whitney HM, Li H, Ji Y, Liu P, Giger ML. Multi-Stage Harmonization for Robust AI across Breast MR Databases. Cancers. 13. PMID 34638294 DOI: 10.3390/cancers13194809  0.575
2021 Hu Q, Whitney HM, Li H, Ji Y, Liu P, Giger ML. Improved Classification of Benign and Malignant Breast Lesions Using Deep Feature Maximum Intensity Projection MRI in Breast Cancer Diagnosis Using Dynamic Contrast-enhanced MRI. Radiology. Artificial Intelligence. 3: e200159. PMID 34235439 DOI: 10.1148/ryai.2021200159  0.578
2021 Whitney HM, Drukker K, Edwards A, Papaioannou J, Medved M, Karczmar G, Giger ML. Robustness of radiomic features of benign breast lesions and hormone receptor positive/HER2-negative cancers across DCE-MR magnet strengths. Magnetic Resonance Imaging. PMID 34174331 DOI: 10.1016/j.mri.2021.06.021  0.615
2020 Whitney HM, Li H, Ji Y, Liu P, Giger ML. Comparison of Breast MRI Tumor Classification Using Human-Engineered Radiomics, Transfer Learning From Deep Convolutional Neural Networks, and Fusion Methods. Proceedings of the Ieee. Institute of Electrical and Electronics Engineers. 108: 163-177. PMID 34045769 DOI: 10.1109/jproc.2019.2950187  0.581
2020 Hu Q, Whitney HM, Giger ML. Radiomics methodology for breast cancer diagnosis using multiparametric magnetic resonance imaging. Journal of Medical Imaging (Bellingham, Wash.). 7: 044502. PMID 32864390 DOI: 10.1117/1.Jmi.7.4.044502  0.647
2020 Hu Q, Whitney HM, Giger ML. A deep learning methodology for improved breast cancer diagnosis using multiparametric MRI. Scientific Reports. 10: 10536. PMID 32601367 DOI: 10.1038/S41598-020-67441-4  0.652
2020 Whitney HM, Li H, Ji Y, Liu P, Giger ML. Harmonization of radiomic features of breast lesions across international DCE-MRI datasets. Journal of Medical Imaging (Bellingham, Wash.). 7: 012707. PMID 32206682 DOI: 10.1117/1.Jmi.7.1.012707  0.64
2019 Whitney HM, Drukker K, Edwards A, Papaioannou J, Giger ML. Effect of biopsy on the MRI radiomics classification of benign lesions and luminal A cancers. Journal of Medical Imaging (Bellingham, Wash.). 6: 031408. PMID 35834307 DOI: 10.1117/1.JMI.6.3.031408  0.61
2019 Whitney HM, Drukker K, Edwards A, Papaioannou J, Giger ML. Effect of biopsy on the MRI radiomics classification of benign lesions and luminal A cancers Journal of Medical Imaging. 6: 1. DOI: 10.1117/1.Jmi.6.3.031408  0.635
2018 Whitney HM, Taylor NS, Drukker K, Edwards AV, Papaioannou J, Schacht D, Giger ML. Additive Benefit of Radiomics Over Size Alone in the Distinction Between Benign Lesions and Luminal A Cancers on a Large Clinical Breast MRI Dataset. Academic Radiology. PMID 29754995 DOI: 10.1016/J.Acra.2018.04.019  0.603
2008 Whitney HM, Gochberg DF, Gore JC. Magnetization transfer proportion: a simplified measure of dose response for polymer gel dosimetry. Physics in Medicine and Biology. 53: 7107-24. PMID 19033644 DOI: 10.1088/0031-9155/53/24/007  0.437
2007 Luci JJ, Whitney HM, Gore JC. Optimization of MAGIC gel formulation for three-dimensional radiation therapy dosimetry. Physics in Medicine and Biology. 52: N241-8. PMID 17473340 DOI: 10.1088/0031-9155/52/10/N03  0.399
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