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One or more keywords matched the following properties of Drukker, Karen
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overview Dr. Drukker has been involved in research at the University of Chicago for 20+ years. Her interests include machine learning applications in the detection, diagnosis, and prognosis of breast cancer, and more recently, of COVID-19 patients. Rigorous training/testing protocols, generalizability, and performance evaluation of machine learning algorithms have been a main focus. Dr. Drukker published over 50 peer-reviewed papers on artificial intelligence (AI) in medical imaging, mostly related to breast image analysis, with a focus on multimodality detection, diagnosis, and prognosis of breast cancer and on performance evaluation methods. She served as Associate Editor or as Editorial Board Member for many professional peer-reviewed journals, e.g., Medical Physics, Journal of Medical Imaging, and the British Journal of Radiology, and as chair or member of scientific committees for many medical imaging conferences, e.g., the Society for Optics and Photonics Medical Imaging Conference and the American Association of Physicists in Medicine annual meetings. Recently, she was awarded Fellow of the American Association of Physicists in Medicine for her contributions to medical physics. She also co-authored several book chapters and is co-inventor on 2 patents. Dr. Drukker has been actively involved in research at, as well as in organizational aspects of, the Medical Imaging and Data Resource Center (MIDRC, hosted at the University of Chicago) since its launch in August 2020.
One or more keywords matched the following items that are connected to Drukker, Karen
Item TypeName
Concept Breast Diseases
Concept Breast Neoplasms
Concept Breast
Concept Fibrocystic Breast Disease
Concept Carcinoma, Ductal, Breast
Academic Article Computerized analysis of shadowing on breast ultrasound for improved lesion detection.
Academic Article Computerized lesion detection on breast ultrasound.
Academic Article Computerized detection and classification of cancer on breast ultrasound.
Academic Article Robustness of computerized lesion detection and classification scheme across different breast US platforms.
Academic Article Multimodality computerized diagnosis of breast lesions using mammography and sonography.
Academic Article Breast US computer-aided diagnosis system: robustness across urban populations in South Korea and the United States.
Academic Article Enhancement of breast CADx with unlabeled data.
Academic Article Repeatability in computer-aided diagnosis: application to breast cancer diagnosis on sonography.
Academic Article Performance of breast ultrasound computer-aided diagnosis: dependence on image selection.
Academic Article A novel hybrid linear/nonlinear classifier for two-class classification: theory, algorithm, and applications.
Academic Article Automated method for improving system performance of computer-aided diagnosis in breast ultrasound.
Academic Article Exploring nonlinear feature space dimension reduction and data representation in breast Cadx with Laplacian eigenmaps and t-SNE.
Academic Article Breast US computer-aided diagnosis workstation: performance with a large clinical diagnostic population.
Academic Article Interreader scoring variability in an observer study using dual-modality imaging for breast cancer detection in women with dense breasts.
Academic Article Quantitative ultrasound image analysis of axillary lymph node status in breast cancer patients.
Academic Article Using quantitative image analysis to classify axillary lymph nodes on breast MRI: a new application for the Z 0011 Era.
Academic Article Computerized detection of breast cancer on automated breast ultrasound imaging of women with dense breasts.
Academic Article Mammographic quantitative image analysis and biologic image composition for breast lesion characterization and classification.
Academic Article Impact of lesion segmentation metrics on computer-aided diagnosis/detection in breast computed tomography.
Academic Article Deciphering Genomic Underpinnings of Quantitative MRI-based Radiomic Phenotypes of Invasive Breast Carcinoma.
Academic Article Prediction of clinical phenotypes in invasive breast carcinomas from the integration of radiomics and genomics data.
Academic Article Using computer-extracted image phenotypes from tumors on breast magnetic resonance imaging to predict breast cancer pathologic stage.
Academic Article Automated Breast Ultrasound in Breast Cancer Screening of Women With Dense Breasts: Reader Study of Mammography-Negative and Mammography-Positive Cancers.
Academic Article MR Imaging Radiomics Signatures for Predicting the Risk of Breast Cancer Recurrence as Given by Research Versions of MammaPrint, Oncotype DX, and PAM50 Gene Assays.
Academic Article Quantitative MRI radiomics in the prediction of molecular classifications of breast cancer subtypes in the TCGA/TCIA data set.
Academic Article TU-E-217BCD-07: Pilot Study on Consistency in Size Metrics for a Multimodality PEM/MR Breast Imaging Approach.
Academic Article Enhancement of breast CADx with unlabeled dataa).
Academic Article Repeatability in computer-aided diagnosis: Application to breast cancer diagnosis on sonography.
Academic Article Breast MRI radiomics: comparison of computer- and human-extracted imaging phenotypes.
Academic Article Most-enhancing tumor volume by MRI radiomics predicts recurrence-free survival "early on" in neoadjuvant treatment of breast cancer.
Academic Article 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 Article Combined Benefit of Quantitative Three-Compartment Breast Image Analysis and Mammography Radiomics in the Classification of Breast Masses in a Clinical Data Set.
Academic Article Radiogenomics of breast cancer using dynamic contrast enhanced MRI and gene expression profiling.
Academic Article Breast MRI radiomics for the pretreatment prediction of response to neoadjuvant chemotherapy in node-positive breast cancer patients.
Academic Article Segmentation of breast masses on dedicated breast computed tomography and three-dimensional breast ultrasound images.
Academic Article SPIE-AAPM-NCI BreastPathQ challenge: an image analysis challenge for quantitative tumor cellularity assessment in breast cancer histology images following neoadjuvant treatment.
Academic Article Robustness of radiomic features of benign breast lesions and hormone receptor positive/HER2-negative cancers across DCE-MR magnet strengths.
Academic Article Dual-energy three-compartment breast imaging for compositional biomarkers to improve detection of malignant lesions.
Academic Article A Competition, Benchmark, Code, and Data for Using Artificial Intelligence to Detect Lesions in Digital Breast Tomosynthesis.
Concept Breast Density
Academic Article Role of sureness in evaluating AI/CADx: Lesion-based repeatability of machine learning classification performance on breast MRI.
Academic Article U-Net breast lesion segmentations for breast dynamic contrast-enhanced magnetic resonance imaging.
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  • Breast