Judy W. Gichoya, MD
Board Certifications
American Board of Radiology
Affiliations
Emory
Education & Training
- Medical School: ECFMG - Educational Commission For Foreign Medical Graduates
- Internship: Indiana University
- Residency: Indiana University
Fellowships
Oregon Health & Science University
Locations and Directions
Correll Pavilion
Monday - Friday: 6 a.m. - 5:30 p.m.
Saturday: 7:30 a.m. - 3:30 p.m.
Grady Memorial Hospital
Emergency Care: 24 hours a day, 365 days a year
Outpatient Care: Monday-Friday: 8 a.m. – 5 p.m.
Visiting hours are from 8 a.m. – 10:30 p.m. daily
Publications
- A multi-reader multi-case study comparing Breast Cancer Reading Efficiency and Accuracy in Screening with Tomosynthesis versus AI-assisted mammography.
Ning SGS, Hao D, Chandrasegan G, Yuan Zheng L, Chua W, Ong HY, Seah E, Ge S, Lau S, Wong YM, Jagmohan P, Trivedi H, Brown-Mulry B, Isaac RS, Gichoya JW, Mansuri A, Feng M, Tai BC, Hartman M
The British journal of radiology. 2026;
PMID: 42973140 - Progressing From Association to Causation: Examining Prior Antibiotic Exposure and Antimicrobial Resistance Across Three US Health Systems Using Causal Machine Learning.
Kuruvikkattil AV, Shukla S, Celi LA, Wiley Z, Gichoya JW, Purkayastha S
Clinical infectious diseases : an official publication of the Infectious Diseases Society of America. 2026;
PMID: 42878671 - Colormaps Matter: Evaluating Their Impact on CNN-Based Clinical Thermal Imaging.
Ng A, Asare-Baiden M, Sonenblum SE, Jordan K, Gichoya JW, Hertzberg VS, Ho JC
Proceedings of machine learning research. 2026;
PMID: 42807754 - Demographic Confounding in Voice-Based Parkinson Disease Screening: Methodological Analysis of the Bridge2AI Voice Dataset.
Shukla S, Naliyatthaliyazchayil P, Gichoya JW, Purkayastha S
Journal of medical Internet research. 2026;
PMID: 42623305 - Call to Action: Accelerating AI-driven Transformation in Medical Imaging and the Broader Health Care System.
Moy L, Vargas A, Gichoya JW, Lungren MP, Martí-Bonmatí L, Hess CP, Bredella MA, Schnall M
Radiology. 2026;320(2):e253974.
PMID: 42610812 - A mixture of ophthalmic foundation models enables mitigation of altitude-associated domain shift.
Shi P, Zhu J, Xie Y, Zhang X, Yang Y, Ju L, Ren T, Yan F, Zhou Y, Xiong H, Gichoya JW, Denniston AK, Keane PA, Ji X, Wang N, Yuan W
Science bulletin. 2026;71(17):4391-4395.
PMID: 42476878 - Impact of Exposure Parameters on Deep Learning Models in Chest Radiography and Implications for Deployment.
Shu HJ, Chang ST, Gameiro RR, Gichoya JW, Celi LA, Kuo PC
Radiology. Artificial intelligence. 2026;8(4):e250731.
PMID: 42340188 - Agentic AI in global health equity for high altitude populations.
Shi P, Ren T, Xie Y, Gichoya JW, Wong TY, Ji X, Wang N, Yuan W
NPJ digital medicine. 2026;
PMID: 42249081 - Impact of Imaging Protocols on Thermal Detection of Pressure Injuries: Threshold versus Deep Learning Across Skin Tones.
Asare-Baiden M, Sonenblum SE, Jordan K, John GT, Chung A, Gichoya JW, Hertzberg VS, Ho JC
medRxiv : the preprint server for health sciences. 2026;
PMID: 42238404 - Critical appraisal of fairness metrics for artificial intelligence-based clinical prediction models: a scoping review.
Matos J, Van Calster B, Celi LA, Dhiman P, Gichoya JW, Riley RD, Russell C, Khalid S, Collins GS
The Lancet. Digital health. 2026;8(7):101001.
PMID: 42209328
PLANNING
PREPARING FOR YOUR VISIT
Whether you’re a patient or you’re visiting one, a little planning beforehand can make your visit to Grady easier and more comfortable. Here, you’ll find everything you need to prepare for your visit, including an appointment checklist, admissions information, dining options, and much more.