Judy Wawira Gichoya

48 papers B 3Journal 34Unranked 11

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Critical Appraisal of Fairness Metrics in Clinical Predictive AI. CoRR João Matos, Ben Van Calster, Leo Anthony Celi, Paula Dhiman, Judy Wawira Gichoya, Richard D. Riley, Chris Russell, Sara Khalid, Gary S. Collins
2025	—	`conf`	In the Picture: Medical Imaging Datasets, Artifacts, and their Living Review. FAccT Amelia Jiménez-Sánchez, Natalia Rozalia Avlona, Sarah de Boer, Víctor M. Campello, Aasa Feragen, Enzo Ferrante, Melanie Ganz, Judy Wawira Gichoya, Camila González, Steff Groefsema, Alessa Hering, Adam Hulman, Leo Joskowicz, Dovile Juodelyte, Melih Kandemir, Thijs Kooi, Jorge del Pozo Lérida, Livie Yumeng Li, André G. C. Pacheco, Tim Rädsch, Mauricio Reyes, Théo Sourget, Bram van Ginneken, David Wen, Nina Weng, Jack Junchi Xu, Hubert Dariusz Zajac, Maria A. Zuluaga, Veronika Cheplygina
2025	J	`jnl`	In the Picture: Medical Imaging Datasets, Artifacts, and their Living Review. CoRR Amelia Jiménez-Sánchez, Natalia Rozalia Avlona, Sarah de Boer, Víctor M. Campello, Aasa Feragen, Enzo Ferrante, Melanie Ganz, Judy Wawira Gichoya, Camila González, Steff Groefsema, Alessa Hering, Adam Hulman, Leo Joskowicz, Dovile Juodelyte, Melih Kandemir, Thijs Kooi, Jorge del Pozo Lérida, Livie Yumeng Li, André G. C. Pacheco, Tim Rädsch, Mauricio Reyes, Théo Sourget, Bram van Ginneken, David Wen, Nina Weng, Jack Junchi Xu, Hubert Dariusz Zajac, Maria A. Zuluaga, Veronika Cheplygina
2025	J	`jnl`	Mammo-FM: Breast-specific foundational model for Integrated Mammographic Diagnosis, Prognosis, and Reporting. CoRR Shantanu Ghosh, Vedant Parthesh Joshi, Rayan Syed, Aya Kassem, Abhishek Varshney, Payel Basak, Weicheng Dai, Judy Wawira Gichoya, Hari M. Trivedi, Imon Banerjee, Shyam Visweswaran, Clare B. Poynton, Kayhan Batmanghelich
2025	J	`jnl`	Subgroup Performance of a Commercial Digital Breast Tomosynthesis Model for Breast Cancer Detection. CoRR Beatrice Brown-Mulry, Rohan Satya Isaac, Sang Hyup Lee, Ambika Seth, KyungJee Min, Theo Dapamede, Frank Li, Aawez Mansuri, Minjae Woo, Christian Allison Fauria-Robinson, Bhavna Paryani, Judy Wawira Gichoya, Hari Trivedi
2025	J	`jnl`	The role of AI for improved management of breast cancer: Enhanced diagnosis and health disparity mitigation. Comput. Methods Programs Biomed. Oluwatunmise Akinniyi, Jose Dixon, Joseph Aina, Francesca Weaks, Gehad A. Saleh, Md Mahmudur Rahman, Timothy J. Meeker, Hari Trivedi, Judy Wawira Gichoya, Fahmi Khalifa
2024	—	`conf`	A Scoping Review on Quantization Methods for Medical Imaging AI. ISBI Atika Rahman Paddo, Ria Treesa Raju, Judy Wawira Gichoya, Saptarshi Purkayastha
2024	J	`jnl`	A survey of skin tone assessment in prospective research. npj Digit. Medicine Vanessa R. Weir, Katelyn Dempsey, Judy Wawira Gichoya, Veronica Rotemberg, An-Kwok Ian Wong
2024	—	`conf`	Localisation of Racial Information in Chest X-Ray for Deep Learning Diagnosis. ISBI Olivier Salvado, Salamata Konate, Rodrigo Santa Cruz, Andrew P. Bradley, Judy Wawira Gichoya, Laleh Seyyed-Kalantari, Brandon J. Price, Clinton Fookes, Léo Lebrat
2024	—	`conf`	Measuring Impact of Radiologist-AI Collaboration: Efficiency, Accuracy, and Clinical Impact. ISBI Saptarshi Purkayastha, Rohan Satya Isaac, Amulya Veldandi, Rijul Saxena, Pallavi Singh, Pallavi Vaswani, Elizabeth A. Krupinski, Joshua A. Danish, Judy Wawira Gichoya
2023	B	`conf`	A General-Purpose AI Assistant Embedded in an Open-Source Radiology Information System. AIME Saptarshi Purkayastha, Rohan Satya Isaac, Sharon Anthony, Shikhar Shukla, Elizabeth A. Krupinski, Joshua A. Danish, Judy Wawira Gichoya
2023	J	`jnl`	Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors. CoRR Carolina A. M. Heming, Mohamed Abdalla, Monish Ahluwalia, Linglin Zhang, Hari Trivedi, Minjae Woo, Benjamin Fine, Judy Wawira Gichoya, Leo Anthony Celi, Laleh Seyyed-Kalantari
2023	J	`jnl`	MedShift: Automated Identification of Shift Data for Medical Image Dataset Curation. IEEE J. Biomed. Health Informatics Xiaoyuan Guo, Judy Wawira Gichoya, Hari Trivedi, Saptarshi Purkayastha, Imon Banerjee
2023	J	`jnl`	Natural Language Processing Model for Identifying Critical Findings - A Multi-Institutional Study. J. Digit. Imaging Imon Banerjee, Melissa A. Davis, Brianna L. Vey, Sina Mazaheri, Fiza Khan, Vaz Zavaletta, Roger Gerard, Judy Wawira Gichoya, Bhavik N. Patel
2023	—	`conf`	Network Measurements and Optimizations for Telehealth in Internet's Remote Regions. SDS Pradeeban Kathiravelu, Ananth Reddy Bhimireddy, Judy Wawira Gichoya
2023	J	`jnl`	Performance Gaps of Artificial Intelligence Models Screening Mammography - Towards Fair and Interpretable Models. CoRR Linglin Zhang, Beatrice Brown-Mulry, Vineela Nalla, InChan Hwang, Judy Wawira Gichoya, Aimilia Gastounioti, Imon Banerjee, Laleh Seyyed-Kalantari, Minjae Woo, Hari Trivedi
2023	J	`jnl`	Report of the Medical Image De-Identification (MIDI) Task Group - Best Practices and Recommendations. CoRR David A. Clunie, Adam E. Flanders, Adam Taylor, Bradley James Erickson, Brian Bialecki, David Brundage, David Gutman, Fred W. Prior, J. Anthony Seibert, John H. Perry, Judy Wawira Gichoya, Justin S. Kirby, Katherine P. Andriole, Luke Geneslaw, Steve Moore, TJ Fitzgerald, Wyatt M. Tellis, Ying Xiao, Keyvan Farahani
2023	—	`conf`	Taking Off with AI: Lessons from Aviation for Healthcare. EAAMO Elizabeth Bondi-Kelly, Thomas Hartvigsen, Lindsay M. Sanneman, Swami Sankaranarayanan, Zach Harned, Grace Wickerson, Judy Wawira Gichoya, Lauren Oakden-Rayner, Leo Anthony Celi, Matthew P. Lungren, Julie A. Shah, Marzyeh Ghassemi
2023	J	`jnl`	The Telehealth Dilemma - Health-Care Deserts Meet the Internet's Remote Regions. Computer Pradeeban Kathiravelu, Dalibor Fonovic, Tihana Galinac Grbac, Zachary Zaiman, Luís Veiga, Judy Wawira Gichoya, Saptarshi Purkayastha, Babak Mahmoudi
2023	J	`jnl`	Use large language models to promote equity. CoRR Emma Pierson, Divya Shanmugam, Rajiv Movva, Jon M. Kleinberg, Monica Agrawal, Mark Dredze, Kadija Ferryman, Judy Wawira Gichoya, Dan Jurafsky, Pang Wei Koh, Karen Levy, Sendhil Mullainathan, Ziad Obermeyer, Harini Suresh, Keyon Vafa
2023	J	`jnl`	Visualizing Scanner Utilization From MRI Metadata and Clinical Data. Computer Pradeeban Kathiravelu, Nan Li, Nishchal Singi, Ananth Reddy Bhimireddy, Ryan Birmingham, Judy Wawira Gichoya, Hari Trivedi, Nabile M. Safdar, Ashish Sharma, Puneet Sharma
2022	B	`conf`	Augmenting Vision Language Pretraining by Learning Codebook with Visual Semantics. ICPR Xiaoyuan Guo, Jiali Duan, C.-C. Jay Kuo, Judy Wawira Gichoya, Imon Banerjee
2022	J	`jnl`	Augmenting Vision Language Pretraining by Learning Codebook with Visual Semantics. CoRR Xiaoyuan Guo, Jiali Duan, C.-C. Jay Kuo, Judy Wawira Gichoya, Imon Banerjee
2022	J	`jnl`	Best Practices and Scoring System on Reviewing A.I. based Medical Imaging Papers: Part 1 Classification. CoRR Timothy L. Kline, Felipe Kitamura, Ian Pan, Amine M. Korchi, Neil A. Tenenholtz, Linda Moy, Judy Wawira Gichoya, Igor Santos, Steven Blumer, Misha Ysabel Hwang, Kim-Ann Git, Abishek Shroff, Elad Walach, George Shih, Steve Langer
2022	J	`jnl`	CVAD - An unsupervised image anomaly detector. Softw. Impacts Xiaoyuan Guo, Judy Wawira Gichoya, Saptarshi Purkayastha, Imon Banerjee
2022	—	`conf`	CVAD: An Anomaly Detector for Medical Images Based on Cascade VAE. MILLanD@MICCAI Xiaoyuan Guo, Judy Wawira Gichoya, Saptarshi Purkayastha, Imon Banerjee
2022	J	`jnl`	Evaluation of federated learning variations for COVID-19 diagnosis using chest radiographs from 42 US and European hospitals. J. Am. Medical Informatics Assoc. Le Peng, Gaoxiang Luo, Andrew Walker, Zachary Zaiman, Emma K. Jones, Hemant Gupta, Kristopher Kersten, John L. Burns, Christopher A. Harle, Tanja Magoc, Benjamin Shickel, Scott D. Steenburg, Tyler J. Loftus, Genevieve B. Melton, Judy Wawira Gichoya, Ju Sun, Christopher J. Tignanelli
2022	J	`jnl`	Few-Shot Transfer Learning to improve Chest X-Ray pathology detection using limited triplets. CoRR Ananth Reddy Bhimireddy, John Lee Burns, Saptarshi Purkayastha, Judy Wawira Gichoya
2022	B	`conf`	OSCARS: An Outlier-Sensitive Content-Based Radiography Retrieval System. ICMR Xiaoyuan Guo, Jiali Duan, Saptarshi Purkayastha, Hari Trivedi, Judy Wawira Gichoya, Imon Banerjee
2022	J	`jnl`	OSCARS: An Outlier-Sensitive Content-Based Radiography Retrieval System. CoRR Xiaoyuan Guo, Jiali Duan, Saptarshi Purkayastha, Hari Trivedi, Judy Wawira Gichoya, Imon Banerjee
2022	J	`jnl`	Transfer language space with similar domain adaptation: a case study with hepatocellular carcinoma. J. Biomed. Semant. Amara Tariq, Omar Kallas, Patricia C. Balthazar, Scott Jeffery Lee, Terry Desser, Daniel L. Rubin, Judy Wawira Gichoya, Imon Banerjee
2021	J	`jnl`	A DICOM Framework for Machine Learning and Processing Pipelines Against Real-time Radiology Images. J. Digit. Imaging Pradeeban Kathiravelu, Puneet Sharma, Ashish Sharma, Imon Banerjee, Hari Trivedi, Saptarshi Purkayastha, Priyanshu Sinha, Alexandre Cadrin-Chenevert, Nabile M. Safdar, Judy Wawira Gichoya
2021	J	`jnl`	A Prospective Observational Study to Investigate Performance of a Chest X-ray Artificial Intelligence Diagnostic Support Tool Across 12 U.S. Hospitals. CoRR Ju Sun, Le Peng, Taihui Li, Dyah Adila, Zach Zaiman, Genevieve B. Melton, Nicholas Ingraham, Eric Murray, Daniel Boley, Sean Switzer, John L. Burns, Kun Huang, Tadashi Allen, Scott D. Steenburg, Judy Wawira Gichoya, Erich Kummerfeld, Christopher J. Tignanelli
2021	J	`jnl`	CVAD: A generic medical anomaly detector based on Cascade VAE. CoRR Xiaoyuan Guo, Judy Wawira Gichoya, Saptarshi Purkayastha, Imon Banerjee
2021	—	`conf`	Human Activity Recognition using Deep Learning Models on Smartphones and Smartwatches Sensor Data. HEALTHINF Bolu Oluwalade, Sunil Neela, Judy Wawira Gichoya, Tobiloba Adejumo, Saptarshi Purkayastha
2021	J	`jnl`	Human Activity Recognition using Deep Learning Models on Smartphones and Smartwatches Sensor Data. CoRR Bolu Oluwalade, Sunil Neela, Judy Wawira Gichoya, Tobiloba Adejumo, Saptarshi Purkayastha
2021	J	`jnl`	Margin-Aware Intra-Class Novelty Identification for Medical Images. CoRR Xiaoyuan Guo, Judy Wawira Gichoya, Saptarshi Purkayastha, Imon Banerjee
2021	J	`jnl`	MedShift: identifying shift data for medical dataset curation. CoRR Xiaoyuan Guo, Judy Wawira Gichoya, Hari Trivedi, Saptarshi Purkayastha, Imon Banerjee
2021	J	`jnl`	Patient-specific COVID-19 resource utilization prediction using fusion AI model. npj Digit. Medicine Amara Tariq, Leo Anthony Celi, Janice M. Newsome, Saptarshi Purkayastha, Neal Kumar Bhatia, Hari Trivedi, Judy Wawira Gichoya, Imon Banerjee
2021	J	`jnl`	Query bot for retrieving patients' clinical history: A COVID-19 use-case. J. Biomed. Informatics Yibo Wang, Amara Tariq, Fiza Khan, Judy Wawira Gichoya, Hari Trivedi, Imon Banerjee
2020	J	`jnl`	Artificial Intelligence for Global Health: Learning From a Decade of Digital Transformation in Health Care. CoRR Varoon Mathur, Saptarshi Purkayastha, Judy Wawira Gichoya
2020	—	`conf`	Blood Glucose Level Prediction as Time-Series Modeling using Sequence-to-Sequence Neural Networks. KDH@ECAI Ananth Reddy Bhimireddy, Priyanshu Sinha, Bolu Oluwalade, Judy Wawira Gichoya, Saptarshi Purkayastha
2020	J	`jnl`	Developing and Deploying Machine Learning Pipelines against Real-Time Image Streams from the PACS. CoRR Pradeeban Kathiravelu, Ashish Sharma, Saptarshi Purkayastha, Priyanshu Sinha, Alexandre Cadrin-Chenevert, Imon Banerjee, Judy Wawira Gichoya
2020	J	`jnl`	Generalization of Deep Convolutional Neural Networks - A Case-study on Open-source Chest Radiographs. CoRR Nazanin Mashhaditafreshi, Amara Tariq, Judy Wawira Gichoya, Imon Banerjee
2018	J	`jnl`	Creation and Curation of the Society of Imaging Informatics in Medicine Hackathon Dataset. J. Digit. Imaging Marc D. Kohli, James J. Morrison, Judy Wawira Gichoya, Matthew B. Morgan, Jason Hostetter, Brad W. Genereaux, Mohannad Hussain, Steve G. Langer
2017	—	`conf`	Comparative Performance Analysis of Different Fingerprint Biometric Scanners for Patient Matching. MedInfo Noah Kasiiti, Judy Wawira Gichoya, Saptarshi Purkayastha, Martin Chieng Were
2017	J	`jnl`	Proving Value in Radiology: Experience Developing and Implementing a Shareable Open Source Registry Platform Driven by Radiology Workflow. J. Digit. Imaging Judy Wawira Gichoya, Marc D. Kohli, Paul Haste, Elizabeth Mills Abigail, Matthew Johnson
2017	—	`conf`	Using cognitive fit theory to evaluate patient understanding of medical images. EMBC Judy Wawira Gichoya, Mohammad Alarifi, Ria Bhaduri, Bilal Tahir, Saptarshi Purkayastha