Maryellen L. Giger

Also affiliated with University of Chicago Medical Center

MedicineComputer Science

Pilot corpus only

This score is computed over theSindex pilot corpus and does not cover the full scientific literature. Scores are relative to papers we have ingested — papers, authors, and institutions outside the pilot are not represented. Methodology.

Top 1%percentile

9.7Author DataRank

Indexed papers

11in pilot corpus

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Why this DataRank?

An author's DataRank is the sum of the DataRanks of all 11 indexed papers attributed to them. A prolific author with many moderate-impact papers can outrank one with a single high-impact paper.

Author scores recompute whenever paper DataRanks are refreshed, so this number lags the underlying paper scores by at most one batch run.

Read the full methodology →

The highest-impact dataset this researcher has shared, ranked by DataRank — the single contribution doing the most to lift their data-sharing standing.

Checklist for Artificial Intelligence in Medical Imaging (CLAIM): 2024 Update

Radiology Artificial Intelligence(2024)10.1148/ryai.240300

Top 4%

5.0DataRank

Top 4%375 citations

Michail E. Klontzas, Anthony A. Gatti, John Mongan, Linda Moy, Seong Ho Park +75 more

Papers

Driven by 61 papers — median percentile 56. Top paper: “Checklist for Artificial Intelligence in Medical Imaging (CLAIM): 2024 Update”.

Checklist for Artificial Intelligence in Medical Imaging (CLAIM): 2024 Update

Radiology Artificial Intelligence(2024)10.1148/ryai.240300

Top 4%

5.0DataRank

Top 4%375 citations

Michail E. Klontzas, Anthony A. Gatti, John Mongan, Linda Moy, Seong Ho Park +75 more

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(2021)10.1148/ryai.2021200159

Top 10%

2.1DataRank

Top 10%57 citations

Heather M. Whitney, Hui Li, Yu Ji, Peifang Liu, Maryellen L. Giger +1 more

Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center open data commons

Journal of Medical Imaging(2023)10.1117/1.jmi.10.6.061105

Top 32%

0.610DataRank

Top 32%9 citations

Natalie Baughan, Kyle J. Myers, Karen Drukker, Judy Wawira Gichoya, Brad Bower +9 more

Role of standard and soft tissue chest radiography images in deep-learning-based early diagnosis of COVID-19

Journal of Medical Imaging(2021)10.1117/1.jmi.8.s1.014503

Top 38%

0.510DataRank

Top 38%18 citations

Karen Drukker, Maryellen L. Giger, Qiyuan Hu

Impact of continuous learning on diagnostic breast MRI AI: evaluation on an independent clinical dataset

Journal of Medical Imaging(2022)10.1117/1.jmi.9.3.034502

Top 40%

0.481DataRank

Top 40%8 citations

Heather M. Whitney, Yu Ji, Alexandra Edwards, John Papaioannou, Peifang Liu +2 more

Sequestration of imaging studies in MIDRC: stratified sampling to balance demographic characteristics of patients in a multi-institutional data commons

Journal of Medical Imaging(2023)10.1117/1.jmi.10.6.064501

Top 45%

0.416DataRank

Top 45%15 citations

Heather M. Whitney, Karen Drukker, Berkman Sahiner, Tingting Hu, Grace Hyun J. Kim +4 more

MIDRC-MetricTree: a decision tree-based tool for recommending performance metrics in artificial intelligence-assisted medical image analysis

Journal of Medical Imaging(2024)10.1117/1.jmi.11.2.024504

Top 51%

0.347DataRank

Top 51%6 citations

Berkman Sahiner, Tingting Hu, Grace Hyun J. Kim, Heather M. Whitney, Natalie Baughan +4 more

Enabling Global Image Data Sharing in the Life Sciences

arXiv (Cornell University)(2024)10.48550/arxiv.2401.13023

N/A

0.282DataRank · unranked

5 citations

Sreenivas Bhattiprolu, Boerner, Katy, Beth A. Cimini, Lucy Collinson, Jan Ellenberg +18 more

Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center Open Data Commons

arXiv (Cornell University)(2023)10.48550/arxiv.2303.10501

Top 78%

0.104DataRank

Top 78%1 citations

Natalie Baughan, Kyle J. Myers, Karen Drukker, Judy Wawira Gichoya, Brad Bower +9 more

MIDRC mRALE Mastermind Grand Challenge: AI to predict COVID severity on chest radiographs

Journal of Medical Imaging(2025)10.1117/1.jmi.12.2.024505

Top 78%

0.104DataRank

Top 78%1 citations

Karen Drukker, Lubomir M. Hadjiiski, Carol C. Wu, Jayashree Kalpathy-Cramer, George Shih +9 more

Quantifying the effects of biopsy fixation and staining panel design on automatic instance segmentation of immune cells in human lupus nephritis

Journal of Biomedical Optics(2021)10.1117/1.jbo.26.2.022910

N/A

0DataRank · unranked

10 citations

Rebecca Abraham, Junting Ai, Margaret Veselits, Marcus R. Clark, Maryellen L. Giger +1 more

Enhanced detection of oral dysplasia by structured illumination fluorescence lifetime imaging microscopy

Scientific Reports(2021)10.1038/s41598-021-84552-8

N/A

0DataRank · unranked

5 citations

Bilal Malik, Shuna Cheng, Oscar R. Benavides, Maryellen L. Giger, John M. Wright +4 more

Robustness of radiomic features of benign breast lesions and hormone receptor positive/HER2-negative cancers across DCE-MR magnet strengths

Magnetic Resonance Imaging(2021)10.1016/j.mri.2021.06.021

N/A

0DataRank · unranked

6 citations

Karen Drukker, Alexandra Edwards, John Papaioannou, Milica Medved, Gregory S. Karczmar +2 more

In lupus nephritis, specific in situ inflammatory states are associated with refractory disease and progression to renal failure

bioRxiv (Cold Spring Harbor Laboratory)(2021)10.1101/2021.09.03.458909

N/A

0DataRank · unranked

0 citations

Madeleine S. Durkee, Junting Ai, Margaret Veselits, Gabriel Casella, Yuta Asano +7 more

504 Specific in situ inflammatory architectures predict progression to renal failure in human lupus nephritis

Abstracts(2021)10.1136/lupus-2021-lupus21century.22

N/A

0DataRank · unranked

0 citations

Rebecca Abraham, Junting Ai, Anthony Chang, Kichul Ko, Maryellen L. Giger +2 more

Specific in situ inflammatory states associate with progression to renal failure in lupus nephritis

Journal of Clinical Investigation(2022)10.1172/jci155350

N/A

0DataRank · unranked

71 citations

Madeleine S. Durkee, Junting Ai, Margaret Veselits, Gabriel Casella, Yuta Asano +7 more

A machine-learning algorithm for distinguishing malignant from benign indeterminate thyroid nodules using ultrasound radiomic features

Journal of Medical Imaging(2022)10.1117/1.jmi.9.3.034501

N/A

0DataRank · unranked

23 citations

Hui Li, Kelvin Memeh, Julian Conn Busch, Jelani Williams, Lan Li +6 more

Past, Present, and Future of Machine Learning and Artificial Intelligence for Breast Cancer Screening

Journal of Breast Imaging(2022)10.1093/jbi/wbac052

N/A

0DataRank · unranked

17 citations

Lindsay Douglas, Maryellen L. Giger, Natalie Baughan

A Framework for Evaluating the Technical Performance of Multiparameter Quantitative Imaging Biomarkers (mp-QIBs)

Academic Radiology(2022)10.1016/j.acra.2022.08.031

N/A

0DataRank · unranked

14 citations

Erich P. Huang, Nandita M. deSouza, David Raunig, Jana G. Delfino, Andrew J. Buckler +9 more

Computer‐aided detection and diagnosis/radiomics/machine learning/deep learning in medical imaging

Medical Physics(2022)10.1002/mp.16025

N/A

0DataRank · unranked

9 citations

Maryellen L. Giger

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(2022)10.1117/1.jmi.9.3.035502

N/A

0DataRank · unranked

5 citations

Karen Drukker, Maryellen L. Giger, Heather M. Whitney

SPIE Computer-Aided Diagnosis conference anniversary review

Journal of Medical Imaging(2022)10.1117/1.jmi.9.s1.012208

N/A

0DataRank · unranked

0 citations

Maryellen L. Giger, Ronald M. Summers

Comment on “Machine Learning for Early Detection of Hypoxic-Ischemic Brain Injury After Cardiac Arrest” Submitted by Noah Salomon Molinski et al.

Neurocritical Care(2022)10.1007/s12028-022-01527-x

N/A

0DataRank · unranked

0 citations

Jordan Fuhrman, Fernando D. Goldenberg, Maryellen L. Giger, Ali Mansour

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(2023)10.1117/1.jmi.10.6.061104

N/A

0DataRank · unranked

133 citations

Weijie Chen, Judy Wawira Gichoya, Nicholas P. Gruszauskas, Jayashree Kalpathy–Cramer, Oluwasanmi Koyejo +7 more

Machine learning with multimodal data for COVID-19

Heliyon(2023)10.1016/j.heliyon.2023.e17934

N/A

0DataRank · unranked

25 citations

Rui Carlos Sá, Yuntong Bai, Sandy Napel, Olivier Gevaert, DIANE S. LAUDERDALE +2 more

Differences in Molecular Subtype Reference Standards Impact AI-based Breast Cancer Classification with Dynamic Contrast-enhanced MRI

Radiology(2023)10.1148/radiol.220984

N/A

0DataRank · unranked

23 citations

Heather M. Whitney, Hui Li, Peifang Liu, Maryellen L. Giger, Xuening Zhang +1 more

Temporal Machine Learning Analysis of Prior Mammograms for Breast Cancer Risk Prediction

Cancers(2023)10.3390/cancers15072141

N/A

0DataRank · unranked

12 citations

Kayla Robinson, Lan Li, Natalie Baughan, C. W. Chan, Matthew Embury +5 more

Predicting intensive care need for COVID-19 patients using deep learning on chest radiography

Journal of Medical Imaging(2023)10.1117/1.jmi.10.4.044504

N/A

0DataRank · unranked

11 citations

Karen Drukker, Qiyuan Hu, Heather M. Whitney, Jordan Fuhrman, Maryellen L. Giger +1 more

U-Net breast lesion segmentations for breast dynamic contrast-enhanced magnetic resonance imaging

Journal of Medical Imaging(2023)10.1117/1.jmi.10.6.064502

N/A

0DataRank · unranked

8 citations

Roma Bhattacharjee, Jordan Fuhrman, Karen Drukker, Qiyuan Hu, Alexandra Edwards +3 more

Evaluation of emphysema on thoracic low-dose CTs through attention-based multiple instance deep learning

Scientific Reports(2023)10.1038/s41598-023-27549-9

N/A

0DataRank · unranked

12 citations

Rowena Yip, Yeqing Zhu, Artit Jirapatnakul, Feng Li, Claudia I. Henschke +3 more

MIDRC CRP10 AI interface—an integrated tool for exploring, testing and visualization of AI models

Physics in Medicine and Biology(2023)10.1088/1361-6560/acb754

N/A

0DataRank · unranked

7 citations

Eduardo Carranza, Jordan Fuhrman, Hui Li, Ravi Madduri, Maryellen L. Giger +2 more

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

Journal of Medical Imaging(2023)10.1117/1.jmi.10.4.044501

N/A

0DataRank · unranked

2 citations

Hui Li, Lan Li, Matthew Embury, Isaiah Yim, Gary J. Whitman +4 more

Generalizations of the Jaccard index and Sørensen index for assessing agreement across multiple readers in object detection and instance segmentation in biomedical imaging

Journal of Medical Imaging(2023)10.1117/1.jmi.10.6.065503

N/A

0DataRank · unranked

7 citations

Kyle Lleras, Karen Drukker, Junting Ai, Thao Cao, Gabriel Casella +4 more

Role of sureness in evaluating AI/CADx: Lesion‐based repeatability of machine learning classification performance on breast MRI

Medical Physics(2023)10.1002/mp.16673

N/A

0DataRank · unranked

4 citations

Karen Drukker, Michael Vieceli, Amy Van Dusen, Michelle de Oliveira, Hiroyuki Abé +2 more

Assessment of a deep learning model for COVID-19 classification on chest radiographs: a comparison across image acquisition techniques and clinical factors

Journal of Medical Imaging(2023)10.1117/1.jmi.10.6.064504

N/A

0DataRank · unranked

3 citations

Isabella Flerlage, Aditi Kaveti, Maryellen L. Giger, Samuel G. Armato, Mena Shenouda

APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service

(2023)10.1109/e-science58273.2023.10254842

N/A

0DataRank · unranked

18 citations

Shilan He, Pranshu Chaturvedi, Trung-Hiếu Hoàng, Minseok Ryu, E. A. Huerta +7 more

APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service

arXiv (Cornell University)(2023)10.48550/arxiv.2308.08786

N/A

0DataRank · unranked

1 citations

Shilan He, Pranshu Chaturvedi, Trung-Hiếu Hoàng, Minseok Ryu, E. A. Huerta +7 more

Enabling end-to-end secure federated learning in biomedical research on heterogeneous computing environments with APPFLx

Computational and Structural Biotechnology Journal(2024)10.1016/j.csbj.2024.12.001

N/A

0DataRank · unranked

14 citations

Jordan Fuhrman, Marcus D. R. Klarqvist, Miao Li, Pranshu Chaturvedi, Zilinghan Li +7 more

AI-based automated segmentation for ovarian/adnexal masses and their internal components on ultrasound imaging

Journal of Medical Imaging(2024)10.1117/1.jmi.11.4.044505

N/A

0DataRank · unranked

9 citations

Roni Yoeli‐Bik, Jacques S. Abramowicz, Lan Li, Hui Li, Ryan E. Longman +3 more

Pseudo-spectral angle mapping for automated pixel-level analysis of highly multiplexed tissue image data

bioRxiv (Cold Spring Harbor Laboratory)(2024)10.1101/2024.01.09.574920

N/A

0DataRank · unranked

3 citations

Junting Ai, Gabriel Casella, Thao Cao, Anthony Chang, Ariel Halper-Stromberg +4 more

Computerized assessment of background parenchymal enhancement on breast dynamic contrast-enhanced-MRI including electronic lesion removal

Journal of Medical Imaging(2024)10.1117/1.jmi.11.3.034501

N/A

0DataRank · unranked

0 citations

Jordan Fuhrman, Qiyuan Hu, Alexandra Edwards, Deepa Sheth, Hiroyuki Abé +2 more

Can AI generate diagnostic reports for radiologist approval on CXR images? A multi-reader and multi-case observer performance study

Journal of X-Ray Science and Technology(2024)10.3233/xst-240051

N/A

0DataRank · unranked

0 citations

Xia Li, Qiuting Zheng, Bin Zheng, Stefan Jaeger, Maryellen L. Giger +6 more

Ten Pillars for Data Meshes

arXiv (Cornell University)(2024)10.48550/arxiv.2411.05248

N/A

0DataRank · unranked

0 citations

C. D. Boyd, Nhan V. Do, Danne C. Elbers, Michael Fitzsimons, Maryellen L. Giger +9 more

Pseudo-spectral angle mapping for pixel and cell classification in highly multiplexed immunofluorescence images

Journal of Medical Imaging(2024)10.1117/1.jmi.11.6.067502

N/A

0DataRank · unranked

0 citations

Junting Ai, Gabriel Casella, Thao Cao, Anthony Chang, Ariel Halper-Stromberg +4 more

Impact of retraining and data partitions on the generalizability of a deep learning model in the task of COVID-19 classification on chest radiographs

Journal of Medical Imaging(2024)10.1117/1.jmi.11.6.064503

Top 100%

0DataRank

Top 100%0 citations

Heather M. Whitney, Maryellen L. Giger, Samuel G. Armato, Mena Shenouda

Immune cell quantification of in situ inflammation partitions human lupus nephritis into mechanistic subtypes

Journal of Clinical Investigation(2025)10.1172/jci192669

N/A

0DataRank · unranked

5 citations

Madeleine S. Durkee, Junting Ai, Thao Cao, Satoshi Hara, Michael S. Andrade +8 more

Multi-institutional development and testing of attention-enhanced deep learning segmentation of thyroid nodules on ultrasound

International Journal of Computer Assisted Radiology and Surgery(2025)10.1007/s11548-024-03294-w

N/A

0DataRank · unranked

3 citations

Hui Li, Jordan Fuhrman, Lan Li, Jelani Williams, Brendan M. Finnerty +6 more

Hybrid artificial intelligence echogenic components‐based diagnosis of adnexal masses on ultrasound

Medical Physics(2025)10.1002/mp.17983

N/A

0DataRank · unranked

1 citations

Heather M. Whitney, Hui Li, Agnes Julia Bilecz, Jacques S. Abramowicz, Lan Li +4 more

Automated multi-lesion annotation in chest x-rays: annotating over 450,000 images from public datasets using the AI-based smart imagery framing and truthing (SIFT) system

PubMed(2025)10.1117/12.3047189

Top 100%

0DataRank

Top 100%0 citations

Fleming Lure, Teresa Hoi-Yee Wu, Fulin Cai, Stefan Jaeger, Bin Zheng +11 more

Demonstration of Interoperability Between MIDRC and N3C: A COVID-19 Severity Prediction Use Case

Journal of Imaging Informatics in Medicine(2025)10.1007/s10278-025-01605-4

N/A

0DataRank · unranked

0 citations

Rachel Baccile, Hui Li, Karen Drukker, Christopher Meyer, Nicholas P. Gruszauskas +95 more

A deep learning methodology for improved breast cancer diagnosis using multiparametric MRI

Scientific Reports(2020)10.1038/s41598-020-67441-4

N/A

0DataRank · unranked

180 citations

Heather M. Whitney, Maryellen L. Giger, Qiyuan Hu

Machine learning evaluation of pneumonia severity: subgroup performance in the Medical Imaging and Data Resource Center modified radiographic assessment of lung edema mastermind challenge

Journal of Medical Imaging(2025)10.1117/1.jmi.12.5.054502

N/A

0DataRank · unranked

0 citations

Samuel G. Armato, Lubomir M. Hadjiiski, Judy Wawira Gichoya, Nicholas P. Gruszauskas, Jayashree Kalpathy-Cramer +7 more

Cascaded deep transfer learning on thoracic CT in COVID-19 patients treated with steroids

Journal of Medical Imaging(2020)10.1117/1.jmi.8.s1.014501

N/A

0DataRank · unranked

10 citations

Fleming Lure, Zhe Luo, Maryellen L. Giger, Zegang Dong, Jun Chen +1 more

Harmonization of radiomic features of breast lesions across international DCE-MRI datasets

Journal of Medical Imaging(2020)10.1117/1.jmi.7.1.012707

N/A

0DataRank · unranked

41 citations

Hui Li, Yu Ji, Peifang Liu, Maryellen L. Giger, Heather M. Whitney

Radiomics methodology for breast cancer diagnosis using multiparametric magnetic resonance imaging

Journal of Medical Imaging(2020)10.1117/1.jmi.7.4.044502

N/A

0DataRank · unranked

32 citations

Heather M. Whitney, Maryellen L. Giger, Qiyuan Hu

Deep convolutional neural networks in the classification of dual-energy thoracic radiographic views for efficient workflow: analysis on over 6500 clinical radiographs

Journal of Medical Imaging(2020)10.1117/1.jmi.7.1.016501

N/A

0DataRank · unranked

4 citations

Thomas Rhines, Feng Li, Heber MacMahon, Maryellen L. Giger, Jennie Crosby

Artificial Intelligence and Cellular Segmentation in Tissue Microscopy Images

American Journal Of Pathology(2021)10.1016/j.ajpath.2021.05.022

N/A

0DataRank · unranked

87 citations

Rebecca Abraham, Marcus R. Clark, Maryellen L. Giger, Madeleine S. Durkee

Clinical Artificial Intelligence Applications

Radiologic Clinics of North America(2021)10.1016/j.rcl.2021.07.010

N/A

0DataRank · unranked

42 citations

Maryellen L. Giger, Qiyuan Hu

Machine Learning for Early Detection of Hypoxic-Ischemic Brain Injury After Cardiac Arrest

Neurocritical Care(2021)10.1007/s12028-021-01405-y

N/A

0DataRank · unranked

29 citations

Jordan Fuhrman, Faten El Ammar, Andrea Loggini, Jared Davis, Christos Lazaridis +4 more

Lessons learned in transitioning to AI in the medical imaging of COVID-19

Journal of Medical Imaging(2021)10.1117/1.jmi.8.s1.010902

N/A

0DataRank · unranked

28 citations

Qiyuan Hu, Weijie Chen, Hui Li, Jordan Fuhrman, Naveena Gorre +2 more

Multi-Stage Harmonization for Robust AI across Breast MR Databases

Cancers(2021)10.3390/cancers13194809

N/A

0DataRank · unranked

8 citations

Hui Li, Yu Ji, Peifang Liu, Maryellen L. Giger, Heather M. Whitney

Maryellen L. Giger

Indexed papers

Top data-sharing exemplar

Papers