Ioana Danciu

According to our database, Ioana Danciu authored at least 19 papers between 1998 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

A Multi-Stage Validation Framework for Trustworthy Large-scale Clinical Information Extraction using Large Language Models.

Maria Mahbub, Gregory M. Dams, Josh Arnold, Caitlin Rizy, Sudarshan Srinivasan, Elliot M. Fielstein, Minu A. Aghevli, Kamonica L. Craig, Elizabeth M. Oliva, Joseph Erdos, Jodie Trafton, Ioana Danciu

CoRR, April, 2026

Leveraging large language models to automate the identification of healthcare access barriers for veterans.

Sudarshan Srinivasan, Caitlin Rizy, Maria Mahbub, David Bolme, Alina Peluso, Jodie Trafton, Ioana Danciu

Int. J. Medical Informatics, 2026

2025

HEMERA: A Human-Explainable Transformer Model for Estimating Lung Cancer Risk using GWAS Data.

Maria Mahbub, Robert J. Klein, Myvizhi Esai Selvan, Rowena Yip, Claudia I. Henschke, Providencia Morales, Ian Goethert, Olivera Kotevska, Mayanka Chandra Shekar, Sean R. Wilkinson, Eileen McAllister, Samuel M. Aguayo, Zeynep H. Gümüs, Ioana Danciu, VA Million Veteran Program

CoRR, October, 2025

Domain Shift Analysis in Chest Radiographs Classification in a Veterans Healthcare Administration Population.

Mayanka Chandrashekar, Ian Goethert, Md Inzamam Ul Haque, Benjamin McMahon, Sayera Dhaubhadel, Kathryn Knight, Joseph Erdos, Donna Reagan, Caroline Taylor, Peter Kuzmak, John Michael Gaziano, Eileen McAllister, Lauren Costa, Yuk-Lam Ho, Kelly Cho, Suzanne Tamang, Samah Fodeh-Jarad, Olga S. Ovchinnikova, Amy C. Justice, Jacob D. Hinkle, Ioana Danciu

J. Imaging Inform. Medicine, 2025

2024

Deep learning uncertainty quantification for clinical text classification.

Alina Peluso, Ioana Danciu, Hong-Jun Yoon, Jamaludin Mohd-Yusof, Tanmoy Bhattacharya, Adam Spannaus, Noah Schaefferkoetter, Eric B. Durbin, Xiao-Cheng Wu, Antoinette Stroup, Jennifer A. Doherty, Stephen M. Schwartz, Charles Wiggins, Linda Coyle, Lynne Penberthy, Georgia D. Tourassi, Shang Gao

J. Biomed. Informatics, January, 2024

VISION: Toward a Standardized Process for Radiology Image Management at the National Level.

Kathryn Knight, Ioana Danciu, Olga Ovchinnikova, Jacob D. Hinkle, Mayanka Chandra Shekar, Debangshu Mukherjee, Eileen McAllister, Caitlin Rizy, Kelly Cho, Amy C. Justice, Joseph Erdos, Peter Kuzmak, Lauren Costa, Yuk-Lam Ho, Reddy Madipadga, Suzanne Tamang, Ian Goethert

CoRR, 2024

Leveraging Large Language Models to Extract Information on Substance Use Disorder Severity from Clinical Notes: A Zero-shot Learning Approach.

Maria Mahbub, Gregory M. Dams, Sudarshan Srinivasan, Caitlin Rizy, Ioana Danciu, Jodie Trafton, Kathryn Knight

CoRR, 2024

Dynamic Q&A of Clinical Documents with Large Language Models.

Ran Elgedawy, Sudarshan Srinivasan, Ioana Danciu

CoRR, 2024

2023

Question-Answering System Extracts Information on Injection Drug Use from Clinical Progress Notes.

Maria Mahbub, Ian Goethert, Ioana Danciu, Kathryn Knight, Sudarshan Srinivasan, Suzanne Tamang, Karine Rozenberg-Ben-Dror, Hugo Solares, Susana B. Martins, Edmon Begoli, Gregory D. Peterson

CoRR, 2023

2022

Class imbalance in out-of-distribution datasets: Improving the robustness of the TextCNN for the classification of rare cancer types.

Kevin De Angeli, Shang Gao, Ioana Danciu, Eric B. Durbin, Xiao-Cheng Wu, Antoinette Stroup, Jennifer A. Doherty, Stephen M. Schwartz, Charles Wiggins, Mark Damesyn, Linda Coyle, Lynne Penberthy, Georgia D. Tourassi, Hong-Jun Yoon

J. Biomed. Informatics, 2022

In with the old, in with the new: machine learning for time to event biomedical research.

Ioana Danciu, Greeshma A. Agasthya, Janet P. Tate, Mayanka Chandra Shekar, Ian Goethert, Olga Ovchinnikova, Benjamin H. McMahon, Amy C. Justice

J. Am. Medical Informatics Assoc., 2022

2021

Machine Learning for Time to Event Biomedical Research.

Ioana Danciu, Greeshma A. Agasthya, Janet P. Tate, Amy C. Justice, Benjamin H. McMahon, Olga Ovchinnikova

Proceedings of the AMIA 2021, American Medical Informatics Association Annual Symposium, San Diego, CA, USA, October 30, 2021, 2021

2020

Smoky Mountain Data Challenge 2020: An Open Call to Solve Data Problems in the Areas of Neutron Science, Material Science, Urban Modeling and Dynamics, Geophysics, and Biomedical Informatics.

Suzanne Parete-Koon, Peter F. Peterson, Garrett E. Granroth, Wenduo Zhou, Pravallika Devineni, Nouamane Laanait, Junqi Yin, Albina Y. Borisevich, Ketan Maheshwari, Melissa R. Allen-Dumas, Srinath Ravulaparthy, Kuldeep R. Kurte, Jibo Sanyal, Anne Berres, Olivera Kotevska, Folami Alamudun, Keith Gray, Max Grossman, Anar Yusifov, Ioana Danciu, Gil Alterovitz, Dasha Herrmannova

Proceedings of the Driving Scientific and Engineering Discoveries Through the Convergence of HPC, Big Data and AI, 2020

2018

What Do EHR Access Logs Tell Us About Workflow Patterns?

Ioana Danciu, Stuart Weinberg, Daniel Fabbri, Kim M. Unertl

Proceedings of the AMIA 2018, 2018

2017

Mixed Methods Approach for Understanding Clinical Workflow.

Ioana Danciu, Kim M. Unertl, Stuart Weinberg, Daniel Fabbri

Proceedings of the AMIA 2017, 2017

2016

Managing and Communicating Operational Workflow.

Stuart Weinberg, Ioana Danciu, Kim M. Unertl, Bryan D. Steitz

Appl. Clin. Inform., 2016

2014

Secondary use of clinical data: The Vanderbilt approach.

Ioana Danciu, James D. Cowan, Melissa A. Basford, Xiaoming Wang, Alexander Saip, Susan Osgood, Jana Shirey-Rice, Jacqueline Kirby, Paul A. Harris

J. Biomed. Informatics, 2014

2013

Analyzing the Impact of Pharmacogenomics on Clinical Practice: A Visual Method.

Ioana Danciu, Josh F. Peterson

Proceedings of the AMIA 2013, 2013

1998

Fractal Color Compression in the L*a*b* Uniform Color Space.

Ioana M. Danciu, John C. Hart

Proceedings of the Data Compression Conference, 1998