Judy Wawira Gichoya, MD, MS

Role

Interventional Radiology
Research Program

Cancer Prevention and Control
Practicing Since

2019

Biography

Judy Wawira Gichoya, MD, MS, is an associate professor in the Department of Radiology and Imaging Sciences at Emory University School of Medicine. Dr. Gichoya serves as co-director in leading the Healthcare AI Innovation and Translational Informatics (HITI) Lab. Trained as both an informatician and an interventional radiologist, Dr. Gichoya's work is centered around using data science to study health equity.

Dr. Gichoya serves as associate editor and program director for the RSNA's Radiology: Artificial Intelligence Trainee Editorial Board and the medical students machine learning elective. She has mentored over 60 students from around the world, many of whom have gone on to become successful faculty members, postdocs, PhD holders, and industry professionals worldwide.

Titles & Roles

Associate Professor, Department of Radiology and Imaging Sciences

Emory University School of Medicine

Education & Training

Education

Fellowship, Vascular & Interventional Radiology, 2019
Oregon Health & Science University Hospital
Residency, Diagnostic Radiology, 2018
Indiana University School of Medicine
Internship, Internal Medicine, 2014
Indiana University School of Medicine
Professional Education, MS, 2012
University of Indianapolis
Medical Education, MD, 2009
Moi University

Professional Memberships

Dr. Gichoya is a member of the Cancer Prevention and Control Research Program at Winship Cancer Institute of Emory University in Atlanta, Georgia. She holds professional memberships with the Radiological Society of North America, American College of Radiology, Society of Interventional Radiology, Society of Imaging Informatics in Medicine and American Medical Informatics Association.

Research

Dr. Gichoya's group works in four areas including:

building diverse datasets for machine learning (for example the Emory Breast dataset)
evaluating AI for bias and fairness
validating AI in the real world setting
training the next generation of data scientists (both clinical and technical students) through hive learning and village mentoring

Publications

Title/Journal	Authors	Publication Date
Global disparities in artificial intelligence-based mammogram interpretation for breast cancer: A scientometric analysis of representation, trends, and equity. European journal of cancer (Oxford, England : 1990)	IA Miyawaki, I Banerjee, F Batalini, CA Campello Jorge, LA Celi, M Cobanaj, EC Dee, JW Gichoya, Z Kaffey, MR Lloyd, L McCullum, S Ranganathan, C Corti	05/02/2025
Context Is Everything: Understanding Variable LLM Performance for Radiology Retrieval-Augmented Generation. Radiology. Artificial intelligence	A Mansuri, JW Gichoya	05/01/2025
Principles and implementation strategies for equitable and representative academic partnerships in global health informatics research. Journal of the American Medical Informatics Association : JAMIA	E Campbell, OJ Bear Don't Walk, H Fraser, J Gichoya, KB Wagholikar, AS Kanter, F Holl, S Craig	05/01/2025
Temporal Hindsight, Clinical Foresight: Longitudinal Lymphoma Analysis at PET/CT. Radiology. Artificial intelligence	B Khosravi, JW Gichoya	05/01/2025
Evaluation of Multilingual Simplifications of IR Procedural Reports Using GPT-4. Journal of vascular and interventional radiology : JVIR	HH Li, JT Moon, S Kumar, J Ricci, N Sim, ZL Bercu, J Newsome, HM Trivedi, JW Gichoya	04/01/2025
Racial Differences in Temporal Thermometry and Association with Delayed Sepsis Bundle Care. medRxiv : the preprint server for health sciences	J Matos, M Alwakeel, S Hao, I Martins, JS Cardoso, JW Gichoya, LA Celi, A Lane, V Krishnamoorthy, SV Bhavani, CE Cox, WA Kibbe, C Hong, AI Wong	04/01/2025
Subgroup evaluation to understand performance gaps in deep learning-based classification of regions of interest on mammography. PLOS digital health	M Woo, L Zhang, B Brown-Mulry, I Hwang, JW Gichoya, A Gastounioti, I Banerjee, L Seyyed-Kalantari, H Trivedi	04/01/2025
Differences in Arterial Blood Gas Testing by Race and Sex Across 161 US Hospitals in 4 EHR Databases. American journal of respiratory and critical care medicine	J Matos, M Alwakeel, S Hao, D Naamani, T Struja, JW Gichoya, LA Celi, T McMahon, H King, CE Cox, WA Kibbe, C Hong, AI Wong	03/24/2025
Report of the Medical Image De-Identification (MIDI) Task Group -- Best Practices and Recommendations. ArXiv	DA Clunie, A Flanders, A Taylor, B Erickson, B Bialecki, D Brundage, D Gutman, F Prior, JA Seibert, J Perry, JW Gichoya, J Kirby, K Andriole, L Geneslaw, S Moore, TJ Fitzgerald, W Tellis, Y Xiao, K Farahani	03/16/2025
Adaptable graph neural networks design to support generalizability for clinical event prediction. Journal of biomedical informatics	A Tariq, G Kaur, L Su, J Gichoya, B Patel, I Banerjee	03/01/2025
Innovating Challenges and Experiences in Emory Health AI Bias Datathon: Experience Report. Journal of imaging informatics in medicine	AR Paddo, S Purkayastha, J Newsome, H Trivedi, JW Gichoya	02/25/2025
Diversity, inclusivity and traceability of mammography datasets used in development of Artificial Intelligence technologies: a systematic review. Clinical imaging	E Laws, J Palmer, J Alderman, O Sharma, V Ngai, T Salisbury, G Hussain, S Ahmed, G Sachdeva, S Vadera, B Mateen, R Matin, S Kuku, M Calvert, J Gath, D Treanor, M McCradden, M Mackintosh, J Gichoya, H Trivedi, AK Denniston, X Liu	02/01/2025
Summary of the National Cancer Institute 2023 Virtual Workshop on Medical Image De-identification-Part 2: Pathology Whole Slide Image De-identification, De-facing, the Role of AI in Image De-identification, and the NCI MIDI Datasets and Pipeline. Journal of imaging informatics in medicine	D Clunie, A Taylor, T Bisson, D Gutman, Y Xiao, CG Schwarz, D Greve, J Gichoya, G Shih, A Kline, B Kopchick, K Farahani	02/01/2025
Multi-Institutional Evaluation and Training of Breast Density Classification AI Algorithm Using ACR Connect and AI-LAB. Journal of the American College of Radiology : JACR	L Brink, RA Romero, L Coombs, M Tilkin, S Mazaheri, J Gichoya, Z Zaiman, H Trivedi, A Medina, BC Bizzo, K Chang, J Kalpathy-Cramer, MK Kalra, B Astuto, C Ramirez, S Majumdar, AY Lee, CI Lee, NM Cross, PH Chen, M Ciancibello, A Chiunda, D Nachand, C Shah, C Wald	02/01/2025
DICOM LUT is a Key Step in Medical Image Preprocessing Towards AI Generalizability. Journal of imaging informatics in medicine	T Dapamede, F Li, B Khosravi, S Purkayastha, H Trivedi, J Gichoya	01/31/2025
Enhancing radiology training with GPT-4: Pilot analysis of automated feedback in trainee preliminary reports. Current problems in diagnostic radiology	W Bala, H Li, J Moon, H Trivedi, J Gichoya, P Balthazar	01/01/2025
CANAIRI: the Collaboration for Translational Artificial Intelligence Trials in healthcare. Nature medicine	MD McCradden, AJ London, JW Gichoya, M Sendak, L Erdman, I Stedman, L Oakden-Rayner, I Akrout, JA Anderson, LA Farmer, R Greer, A Goldenberg, Y Ho, S Joshi, J Louise, M Mamdani, ML Mazwi, A Mohamud, LJ Palmer, A Peperidis, SR Pfohl, M Rickard, C Semmler, K Singh, D Singh, S Soremekun, L Tikhomirov, AH van der Vegt, K Verspoor, X Liu	01/01/2025
The TRIPOD-LLM reporting guideline for studies using large language models. Nature medicine	J Gallifant, M Afshar, S Ameen, Y Aphinyanaphongs, S Chen, G Cacciamani, D Demner-Fushman, D Dligach, R Daneshjou, C Fernandes, LH Hansen, A Landman, L Lehmann, LG McCoy, T Miller, A Moreno, N Munch, D Restrepo, G Savova, R Umeton, JW Gichoya, GS Collins, KGM Moons, LA Celi, DS Bitterman	01/01/2025
Tackling algorithmic bias and promoting transparency in health datasets: the STANDING Together consensus recommendations. The Lancet. Digital health	JE Alderman, J Palmer, E Laws, MD McCradden, J Ordish, M Ghassemi, SR Pfohl, N Rostamzadeh, H Cole-Lewis, B Glocker, M Calvert, TJ Pollard, J Gill, J Gath, A Adebajo, J Beng, CH Leung, S Kuku, LA Farmer, RN Matin, BA Mateen, F McKay, K Heller, A Karthikesalingam, D Treanor, M Mackintosh, L Oakden-Rayner, R Pearson, AK Manrai, P Myles, J Kumuthini, Z Kapacee, NJ Sebire, LH Nazer, J Seah, A Akbari, L Berman, JW Gichoya, L Righetto, D Samuel, W Wasswa, M Charalambides, A Arora, S Pujari, C Summers, E Sapey, S Wilkinson, V Thakker, A Denniston, X Liu	01/01/2025
A Feasibility Study of Thermography for Detecting Pressure Injuries Across Diverse Skin Tones. medRxiv : the preprint server for health sciences	M Asare-Baiden, SE Sonenblum, K Jordan, A Chung, JW Gichoya, VS Hertzberg, JC Ho	10/16/2024
Understanding and training for the impact of large language models and artificial intelligence in healthcare practice: a narrative review. BMC medical education	LG McCoy, FY Ci Ng, CM Sauer, KE Yap Legaspi, B Jain, J Gallifant, M McClurkin, A Hammond, D Goode, J Gichoya, LA Celi	10/07/2024
A Clinician's Guide to Understanding Bias in Critical Clinical Prediction Models. Critical care clinics	J Matos, J Gallifant, A Chowdhury, N Economou-Zavlanos, ML Charpignon, J Gichoya, LA Celi, L Nazer, H King, AI Wong	10/01/2024
A Guideline for Open-Source Tools to Make Medical Imaging Data Ready for Artificial Intelligence Applications: A Society of Imaging Informatics in Medicine (SIIM) Survey. Journal of imaging informatics in medicine	S Vahdati, B Khosravi, E Mahmoudi, K Zhang, P Rouzrokh, S Faghani, M Moassefi, A Tahmasebi, KP Andriole, P Chang, K Farahani, MG Flores, L Folio, S Houshmand, ML Giger, JW Gichoya, BJ Erickson	10/01/2024
The limits of fair medical imaging AI in real-world generalization. Nature medicine	Y Yang, H Zhang, JW Gichoya, D Katabi, M Ghassemi	10/01/2024
A Responsible Framework for Applying Artificial Intelligence on Medical Images and Signals at the Point of Care: The PACS-AI Platform. The Canadian journal of cardiology	P Theriault-Lauzier, D Cobin, O Tastet, EL Langlais, B Taji, G Kang, AY Chong, D So, A Tang, JW Gichoya, S Chandar, PL Déziel, JG Hussin, S Kadoury, R Avram	10/01/2024
Ethical debates amidst flawed healthcare artificial intelligence metrics. NPJ digital medicine	J Gallifant, DS Bitterman, LA Celi, JW Gichoya, J Matos, LG McCoy, RL Pierce	09/11/2024
From Bench to Bedside With Large Language Models: AJR Expert Panel Narrative Review. AJR. American journal of roentgenology	R Bhayana, S Biswas, TS Cook, W Kim, FC Kitamura, J Gichoya, PH Yi	09/01/2024
Utility of Skin Tone on Pulse Oximetry in Critically Ill Patients: A Prospective Cohort Study. Critical care explorations	S Hao, K Dempsey, J Matos, CE Cox, V Rotemberg, JW Gichoya, W Kibbe, C Hong, AI Wong	09/01/2024
Utility of Skin Tone on Pulse Oximetry in Critically Ill Patients: A Prospective Cohort Study. Critical care explorations	S Hao, K Dempsey, J Matos, CE Cox, V Rotemberg, JW Gichoya, W Kibbe, C Hong, AI Wong	09/01/2024
Health inequities, bias, and artificial intelligence. Techniques in vascular and interventional radiology	H Li, JT Moon, V Shankar, J Newsome, J Gichoya, Z Bercu	09/01/2024
ENCoDE - a skin tone and clinical dataset from a prospective trial on acute care patients. medRxiv : the preprint server for health sciences	S Hao, J Matos, K Dempsey, M Alwakeel, J Houghtaling, C Hong, J Gichoya, W Kibbe, M Pencina, CE Cox, A Ian Wong	08/08/2024
An Introductory Guide to Artificial Intelligence in Interventional Radiology: Part 1 Foundational Knowledge. Canadian Association of Radiologists journal = Journal l'Association canadienne des radiologistes	BE Warren, A Bilbily, JW Gichoya, A Conway, B Li, A Fawzy, C Barragán, A Jaberi, S Mafeld	08/01/2024
An Introductory Guide to Artificial Intelligence in Interventional Radiology: Part 2: Implementation Considerations and Harms. Canadian Association of Radiologists journal = Journal l'Association canadienne des radiologistes	BE Warren, A Bilbily, JW Gichoya, LB Chartier, A Fawzy, C Barragán, A Jaberi, S Mafeld	08/01/2024
A health equity monitoring framework based on process mining. PLOS digital health	JN Adams, J Ziegler, M McDermott, MJ Douglas, R Eber, JW Gichoya, D Goode, S Sankaranarayanan, Z Chen, WMP van der Aalst, LA Celi	08/01/2024
The TRIPOD-LLM Statement: A Targeted Guideline For Reporting Large Language Models Use. medRxiv : the preprint server for health sciences	J Gallifant, M Afshar, S Ameen, Y Aphinyanaphongs, S Chen, G Cacciamani, D Demner-Fushman, D Dligach, R Daneshjou, C Fernandes, LH Hansen, A Landman, L Lehmann, LG McCoy, T Miller, A Moreno, N Munch, D Restrepo, G Savova, R Umeton, JW Gichoya, GS Collins, KGM Moons, LA Celi, DS Bitterman	07/25/2024
A survey of skin tone assessment in prospective research. NPJ digital medicine	VR Weir, K Dempsey, JW Gichoya, V Rotemberg, AI Wong	07/17/2024
Reply. Journal of the American College of Radiology : JACR	H Li, JT Moon, HM Trivedi, JW Gichoya	07/01/2024
Synthetically enhanced: unveiling synthetic data's potential in medical imaging research. EBioMedicine	B Khosravi, F Li, T Dapamede, P Rouzrokh, CU Gamble, HM Trivedi, CC Wyles, AB Sellergren, S Purkayastha, BJ Erickson, JW Gichoya	06/01/2024
BOLD: Blood-gas and Oximetry Linked Dataset. Scientific data	J Matos, T Struja, J Gallifant, L Nakayama, ML Charpignon, X Liu, N Economou-Zavlanos, J S Cardoso, KS Johnson, N Bhavsar, J Gichoya, LA Celi, AI Wong	05/24/2024
Research ethics and artificial intelligence for global health: perspectives from the global forum on bioethics in research. BMC medical ethics	J Shaw, J Ali, CA Atuire, PY Cheah, AG Español, JW Gichoya, A Hunt, D Jjingo, K Littler, D Paolotti, E Vayena	04/18/2024
Implications of Bias in Artificial Intelligence: Considerations for Cardiovascular Imaging. Current atherosclerosis reports	M van Assen, A Beecy, G Gershon, J Newsome, H Trivedi, J Gichoya	04/01/2024
Drop the shortcuts: image augmentation improves fairness and decreases AI detection of race and other demographics from medical images. EBioMedicine	R Wang, PC Kuo, LC Chen, KP Seastedt, JW Gichoya, LA Celi	04/01/2024
Digital tools for youth health promotion: principles, policies and practices in sub-Saharan Africa. Health promotion international	A Ferretti, KK Adjei, J Ali, C Atuire, BT Ayuk, BH Banougnin, N Cengiz, J Gichoya, D Jjingo, DO Juma, W Kotze, C Krubiner, K Littler, MD McCradden, K Moodley, M Naidoo, G Nair, K Obeng-Kyereh, K Oliver, D Ralefala, E Toska, FM Wekesah, J Wright, E Vayena	04/01/2024
Understanding Radiological Journal Views and Policies on Large Language Models in Academic Writing. Journal of the American College of Radiology : JACR	TL Lee, J Ding, HM Trivedi, JW Gichoya, JT Moon, H Li	04/01/2024
Machine learning for healthcare that matters: Reorienting from technical novelty to equitable impact. PLOS digital health	A Balagopalan, I Baldini, LA Celi, J Gichoya, LG McCoy, T Naumann, U Shalit, M van der Schaar, KL Wagstaff	04/01/2024
Racial Differences in Accuracy of Predictive Models for High-Flow Nasal Cannula Failure in COVID-19. Critical care explorations	P Yang, IA Gregory, C Robichaux, AL Holder, GS Martin, AM Esper, R Kamaleswaran, JW Gichoya, SV Bhavani	03/01/2024
TiME OUT: Time-specific machine-learning evaluation to optimize ultramassive transfusion. The journal of trauma and acute care surgery	CH Meyer, J Nguyen, A ElHabr, N Venkatayogi, T Steed, J Gichoya, JD Sciarretta, J Sikora, C Dente, J Lyons, CM Coopersmith, C Nguyen, RN Smith	03/01/2024
Utility of skin tone on pulse oximetry in critically ill patients: a prospective cohort study. medRxiv : the preprint server for health sciences	S Hao, K Dempsey, J Matos, CE Cox, V Rotemberg, JW Gichoya, W Kibbe, C Hong, I Wong	02/27/2024
AI Education for Fourth-Year Medical Students: Two-Year Experience of a Web-Based, Self-Guided Curriculum and Mixed Methods Study. JMIR medical education	A Abid, A Murugan, I Banerjee, S Purkayastha, H Trivedi, J Gichoya	02/20/2024
Value Creation Through Artificial Intelligence and Cardiovascular Imaging: A Scientific Statement From the American Heart Association. Circulation	K Hanneman, D Playford, D Dey, M van Assen, D Mastrodicasa, TS Cook, JW Gichoya, EE Williamson, GD Rubin	02/06/2024
Association between Patient Race and Ethnicity and Use of Invasive Ventilation in the United States. Annals of the American Thoracic Society	FM Abdelmalek, F Angriman, J Moore, K Liu, L Burry, L Seyyed-Kalantari, S Mehta, J Gichoya, LA Celi, G Tomlinson, M Fralick, CJ Yarnell	02/01/2024
Breathing Life Into Artificial Intelligence. Critical care medicine	H Trivedi, J Gichoya	02/01/2024
Identifying and improving the "ground truth" of race in disparities research through improved EMR data reporting. A systematic review. International journal of medical informatics	BO Owosela, RS Steinberg, SL Leslie, LA Celi, S Purkayastha, R Shiradkar, JM Newsome, JW Gichoya	02/01/2024
Theory of radiologist interaction with instant messaging decision support tools: A sequential-explanatory study. PLOS digital health	JL Burns, JW Gichoya, MD Kohli, J Jones, S Purkayastha	02/01/2024
Environmental Sustainability and AI in Radiology: A Double-Edged Sword. Radiology	FX Doo, J Vosshenrich, TS Cook, L Moy, EPRP Almeida, SA Woolen, JW Gichoya, T Heye, K Hanneman	02/01/2024
Efficient adversarial debiasing with concept activation vector - Medical image case-studies. Journal of biomedical informatics	R Correa, K Pahwa, B Patel, CM Vachon, JW Gichoya, I Banerjee	01/01/2024
Peer review of GPT-4 technical report and systems card. PLOS digital health	J Gallifant, A Fiske, YA Levites Strekalova, JS Osorio-Valencia, R Parke, R Mwavu, N Martinez, JW Gichoya, M Ghassemi, D Demner-Fushman, LG McCoy, LA Celi, R Pierce	01/01/2024
Assessing the potential of GPT-4 to perpetuate racial and gender biases in health care: a model evaluation study. The Lancet. Digital health	T Zack, E Lehman, M Suzgun, JA Rodriguez, LA Celi, J Gichoya, D Jurafsky, P Szolovits, DW Bates, RE Abdulnour, AJ Butte, E Alsentzer	01/01/2024
Disparities in Transplant Interventions. Techniques in vascular and interventional radiology	K Thomas, O Babajide, J Gichoya, J Newsome	12/01/2023
Ability of artificial intelligence to identify self-reported race in chest x-ray using pixel intensity counts. Journal of medical imaging (Bellingham, Wash.)	JL Burns, Z Zaiman, J Vanschaik, G Luo, L Peng, B Price, G Mathias, V Mittal, A Sagane, C Tignanelli, S Chakraborty, JW Gichoya, S Purkayastha	11/01/2023
Special Section Guest Editorial: Global Health, Bias, and Diversity in AI in Medical Imaging. Journal of medical imaging (Bellingham, Wash.)	JW Gichoya, RC Sá, RM Summers, H Whitney	11/01/2023
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 (Bellingham, Wash.)	K Drukker, W Chen, J Gichoya, N Gruszauskas, J Kalpathy-Cramer, S Koyejo, K Myers, RC Sá, B Sahiner, H Whitney, Z Zhang, M Giger	11/01/2023
Fairness as an afterthought: An American perspective on fairness in model developer-clinician user collaborations. PLOS digital health	J Banja, JW Gichoya, N Martinez-Martin, LA Waller, GD Clifford	11/01/2023
BOLD: Blood-gas and Oximetry Linked Dataset - Open Source Research. medRxiv : the preprint server for health sciences	J Matos, T Struja, J Gallifant, L Nakayama, ML Charpignon, X Liu, N Economou-Zavlanos, JS Cardoso, KS Johnson, N Bhavsar, J Gichoya, LA Celi, AI Wong	10/03/2023
Enabling chronic obstructive pulmonary disease diagnosis through chest X-rays: A multi-site and multi-modality study. International journal of medical informatics	R Wang, LC Chen, L Moukheiber, KP Seastedt, M Moukheiber, D Moukheiber, Z Zaiman, S Moukheiber, T Litchman, H Trivedi, R Steinberg, JW Gichoya, PC Kuo, LA Celi	10/01/2023
AI pitfalls and what not to do: mitigating bias in AI. The British journal of radiology	JW Gichoya, K Thomas, LA Celi, N Safdar, I Banerjee, JD Banja, L Seyyed-Kalantari, H Trivedi, S Purkayastha	10/01/2023
Imaging Artificial Intelligence: A Framework for Radiologists to Address Health Equity, From the AJR Special Series on DEI. AJR. American journal of roentgenology	MA Davis, N Lim, J Jordan, J Yee, JW Gichoya, R Lee	09/01/2023
Decoding radiology reports: Potential application of OpenAI ChatGPT to enhance patient understanding of diagnostic reports. Clinical imaging	H Li, JT Moon, D Iyer, P Balthazar, EA Krupinski, ZL Bercu, JM Newsome, I Banerjee, JW Gichoya, HM Trivedi	09/01/2023
"Shortcuts" Causing Bias in Radiology Artificial Intelligence: Causes, Evaluation, and Mitigation. Journal of the American College of Radiology : JACR	I Banerjee, K Bhattacharjee, JL Burns, H Trivedi, S Purkayastha, L Seyyed-Kalantari, BN Patel, R Shiradkar, J Gichoya	09/01/2023
MedShift: Automated Identification of Shift Data for Medical Image Dataset Curation. IEEE journal of biomedical and health informatics	X Guo, JW Gichoya, H Trivedi, S Purkayastha, I Banerjee	08/01/2023
Implications of predicting race variables from medical images. Science (New York, N.Y.)	J Zou, JW Gichoya, DE Ho, Z Obermeyer	07/14/2023
Opportunistic detection of type 2 diabetes using deep learning from frontal chest radiographs. Nature communications	A Pyrros, SM Borstelmann, R Mantravadi, Z Zaiman, K Thomas, B Price, E Greenstein, N Siddiqui, M Willis, I Shulhan, J Hines-Shah, JM Horowitz, P Nikolaidis, MP Lungren, JM Rodríguez-Fernández, JW Gichoya, S Koyejo, AE Flanders, N Khandwala, A Gupta, JW Garrett, JP Cohen, BT Layden, PJ Pickhardt, W Galanter	07/07/2023
Bias and Non-Diversity of Big Data in Artificial Intelligence: Focus on Retinal Diseases. Seminars in ophthalmology	CMP Jacoba, LA Celi, AC Lorch, W Fickweiler, L Sobrin, JW Gichoya, LP Aiello, PS Silva	07/01/2023
Delivering on NIH data sharing requirements: avoiding Open Data in Appearance Only. BMJ health & care informatics	H Watson, J Gallifant, Y Lai, AP Radunsky, C Villanueva, N Martinez, J Gichoya, UK Huynh, LA Celi	06/01/2023
Using Deep Learning to Predict Treatment Response in Patients with Hepatocellular Carcinoma Treated with Y90 Radiation Segmentectomy. Journal of digital imaging	WV Wagstaff, A Villalobos, J Gichoya, N Kokabi	06/01/2023
Sociodemographic Variables Reporting in Human Radiology Artificial Intelligence Research. Journal of the American College of Radiology : JACR	R Driessen, N Bhatia, JW Gichoya, NM Safdar, P Balthazar	06/01/2023
Ethics of large language models in medicine and medical research. The Lancet. Digital health	H Li, JT Moon, S Purkayastha, LA Celi, H Trivedi, JW Gichoya	06/01/2023
Structural under-reporting of informed consent, data handling and sharing, ethical approval, and application of Open Science principles as proxies for study quality conduct in COVID-19 research: a systematic scoping review. BMJ global health	N Wilmes, CWE Hendriks, CTA Viets, SJWM Cornelissen, WNKA van Mook, J Cox-Brinkman, LA Celi, N Martinez-Martin, JW Gichoya, C Watkins, F Bakhshi-Raiez, L Wynants, ICC van der Horst, BCT van Bussel	05/01/2023
Fusion of imaging and non-imaging data for disease trajectory prediction for coronavirus disease 2019 patients. Journal of medical imaging (Bellingham, Wash.)	A Tariq, S Tang, H Sakhi, LA Celi, JM Newsome, DL Rubin, H Trivedi, JW Gichoya, I Banerjee	05/01/2023
Equity should be fundamental to the emergence of innovation. PLOS digital health	J Gallifant, LF Nakayama, JW Gichoya, R Pierce, LA Celi	04/01/2023
Fostering an inclusive workplace for LGBTQIA+ people in radiology and radiation oncology. Journal of medical imaging and radiation oncology	A Bird, V Zavaletta, EF Carroll, H McGinnis, J Newsome, J Gichoya, L Oakden-Rayner	03/01/2023
Natural Language Processing Model for Identifying Critical Findings-A Multi-Institutional Study. Journal of digital imaging	I Banerjee, MA Davis, BL Vey, S Mazaheri, F Khan, V Zavaletta, R Gerard, JW Gichoya, B Patel	02/01/2023
Impact of multi-source data augmentation on performance of convolutional neural networks for abnormality classification in mammography. Frontiers in radiology	I Hwang, H Trivedi, B Brown-Mulry, L Zhang, V Nalla, A Gastounioti, J Gichoya, L Seyyed-Kalantari, I Banerjee, M Woo	01/01/2023
A new tool for evaluating health equity in academic journals; the Diversity Factor. PLOS global public health	J Gallifant, J Zhang, S Whebell, J Quion, B Escobar, J Gichoya, K Herrera, R Jina, S Chidambaram, A Mehndiratta, R Kimera, A Marcelo, PG Fernandez-Marcelo, JS Osorio, C Villanueva, L Nazer, I Dankwa-Mullan, LA Celi	01/01/2023
The EMory BrEast imaging Dataset (EMBED): A Racially Diverse, Granular Dataset of 3.4 Million Screening and Diagnostic Mammographic Images. Radiology. Artificial intelligence	JJ Jeong, BL Vey, A Bhimireddy, T Kim, T Santos, R Correa, R Dutt, M Mosunjac, G Oprea-Ilies, G Smith, M Woo, CR McAdams, MS Newell, I Banerjee, J Gichoya, H Trivedi	01/01/2023
Evaluation of federated learning variations for COVID-19 diagnosis using chest radiographs from 42 US and European hospitals. Journal of the American Medical Informatics Association : JAMIA	L Peng, G Luo, A Walker, Z Zaiman, EK Jones, H Gupta, K Kersten, JL Burns, CA Harle, T Magoc, B Shickel, SD Steenburg, T Loftus, GB Melton, JW Gichoya, J Sun, CJ Tignanelli	12/13/2022
The Radiology: Artificial Intelligence Trainee Editorial Board: Initial Experience and Future Directions. Academic radiology	PV Staziaki, PH Yi, MD Li, D Daye, CE Kahn, JW Gichoya	12/01/2022
Intellectual property: A primer for radiologists. Clinical imaging	BL Vey, CM Hawkins, L Linder, P Balthazar, JW Gichoya, R Duszak, A Prater	11/01/2022
Prophylactic IVC filter placement in patients with severe intracranial, spinal cord, and orthopedic injuries at high thromboembolic event risk: A utilization and outcomes analysis of the National Trauma Data Bank. Clinical imaging	SJ Lee, S Fan, M Guo, BS Majdalany, J Newsome, R Duszak, J Gichoya, ER Benjamin, N Kokabi	11/01/2022
Performance of a Chest Radiograph AI Diagnostic Tool for COVID-19: A Prospective Observational Study. Radiology. Artificial intelligence	J Sun, L Peng, T Li, D Adila, Z Zaiman, GB Melton-Meaux, NE Ingraham, E Murray, D Boley, S Switzer, JL Burns, K Huang, T Allen, SD Steenburg, JW Gichoya, E Kummerfeld, CJ Tignanelli	07/01/2022
Multi-Institutional Validation of a Mammography-Based Breast Cancer Risk Model. Journal of clinical oncology : official journal of the American Society of Clinical Oncology	A Yala, PG Mikhael, F Strand, G Lin, S Satuluru, T Kim, I Banerjee, J Gichoya, H Trivedi, CD Lehman, K Hughes, DJ Sheedy, LM Matthis, B Karunakaran, KE Hegarty, S Sabino, TB Silva, MC Evangelista, RF Caron, B Souza, EC Mauad, T Patalon, S Handelman-Gotlib, M Guindy, R Barzilay	06/01/2022
AI recognition of patient race in medical imaging: a modelling study. The Lancet. Digital health	JW Gichoya, I Banerjee, AR Bhimireddy, JL Burns, LA Celi, LC Chen, R Correa, N Dullerud, M Ghassemi, SC Huang, PC Kuo, MP Lungren, LJ Palmer, BJ Price, S Purkayastha, AT Pyrros, L Oakden-Rayner, C Okechukwu, L Seyyed-Kalantari, H Trivedi, R Wang, Z Zaiman, H Zhang	06/01/2022
Systematic Review of Generative Adversarial Networks (GANs) for Medical Image Classification and Segmentation. Journal of digital imaging	JJ Jeong, A Tariq, T Adejumo, H Trivedi, JW Gichoya, I Banerjee	04/01/2022
Utilization and Comparative Effectiveness of Uterine Artery Embolization versus Hysterectomy for Severe Postpartum Hemorrhage: A National Inpatient Sample Study. Journal of vascular and interventional radiology : JVIR	LA Webster, J Newsome, M Guo, S Lee, BS Majdalany, J Gichoya, M Platner, K Garcia-Reyes, R Duszak, Y Liu, B Risk, CA Cwiak, N Kokabi	04/01/2022
An interactive dashboard to track themes, development maturity, and global equity in clinical artificial intelligence research. The Lancet. Digital health	J Zhang, S Whebell, J Gallifant, S Budhdeo, H Mattie, P Lertvittayakumjorn, M Del Pilar Arias Lopez, BJ Tiangco, JW Gichoya, H Ashrafian, LA Celi, JT Teo	04/01/2022
Sources of bias in artificial intelligence that perpetuate healthcare disparities-A global review. PLOS digital health	LA Celi, J Cellini, ML Charpignon, EC Dee, F Dernoncourt, R Eber, WG Mitchell, L Moukheiber, J Schirmer, J Situ, J Paguio, J Park, JG Wawira, S Yao	03/01/2022
Automatic Localization and Brand Detection of Cervical Spine Hardware on Radiographs Using Weakly Supervised Machine Learning. Radiology. Artificial intelligence	R Dutt, D Mendonca, HM Phen, S Broida, M Ghassemi, J Gichoya, I Banerjee, T Yoon, H Trivedi	03/01/2022
Overview of Noninterpretive Artificial Intelligence Models for Safety, Quality, Workflow, and Education Applications in Radiology Practice. Radiology. Artificial intelligence	Y Tadavarthi, V Makeeva, W Wagstaff, H Zhan, A Podlasek, N Bhatia, M Heilbrun, E Krupinski, N Safdar, I Banerjee, J Gichoya, H Trivedi	03/01/2022
Transfer language space with similar domain adaptation: a case study with hepatocellular carcinoma. Journal of biomedical semantics	A Tariq, O Kallas, P Balthazar, SJ Lee, T Desser, D Rubin, JW Gichoya, I Banerjee	02/23/2022
Towards an internet-scale overlay network for latency-aware decentralized workflows at the edge. Computer networks	P Kathiravelu, Z Zaiman, J Gichoya, L Veiga, I Banerjee	02/11/2022
Multireader evaluation of radiologist performance for COVID-19 detection on emergency department chest radiographs. Clinical imaging	JW Gichoya, P Sinha, M Davis, JW Dunkle, SA Hamlin, KD Herr, CN Hoff, HP Letter, CR McAdams, GD Puthoff, KL Smith, SD Steenburg, I Banerjee, H Trivedi	02/01/2022
Margin-aware intraclass novelty identification for medical images. Journal of medical imaging (Bellingham, Wash.)	X Guo, JW Gichoya, S Purkayastha, I Banerjee	01/01/2022
Automatic Classification of Cancer Pathology Reports: A Systematic Review. Journal of pathology informatics	T Santos, A Tariq, JW Gichoya, H Trivedi, I Banerjee	01/01/2022
Balancing the Scales: An Analysis of Social Determinants of Health, Radiology Report Acuity, and Radiology Staffing Models in an Academic Health System. Journal of the American College of Radiology : JACR	MA Davis, JW Gichoya, I Banerjee, D Sung, J Newsome, BL Vey, R Gerard, F Khan, V Zavaletta, S Mazaheri, ME Heilbrun	01/01/2022
Detecting Racial/Ethnic Health Disparities Using Deep Learning From Frontal Chest Radiography. Journal of the American College of Radiology : JACR	A Pyrros, JM Rodríguez-Fernández, SM Borstelmann, JW Gichoya, JM Horowitz, B Fornelli, N Siddiqui, Y Velichko, O Koyejo Sanmi, W Galanter	01/01/2022
Optimizing risk-based breast cancer screening policies with reinforcement learning. Nature medicine	A Yala, PG Mikhael, C Lehman, G Lin, F Strand, YL Wan, K Hughes, S Satuluru, T Kim, I Banerjee, J Gichoya, H Trivedi, R Barzilay	01/01/2022
Beyond the AJR: "An Algorithmic Approach to Reducing Unexplained Pain Disparities in Underserved Populations". AJR. American journal of roentgenology	JW Gichoya, LA Celi	12/01/2021
Challenges of Implementing Artificial Intelligence in Interventional Radiology. Seminars in interventional radiology	S Mazaheri, MF Loya, J Newsome, M Lungren, JW Gichoya	12/01/2021
PLHI-MC10: A dataset of exercise activities captured through a triple synchronous medically-approved sensor. Data in brief	Y Mahajan, A Bhimireddy, A Abid, JW Gichoya, S Purkayastha	10/01/2021
SCU-Net: A deep learning method for segmentation and quantification of breast arterial calcifications on mammograms. Medical physics	X Guo, WC O'Neill, B Vey, TC Yang, TJ Kim, M Ghassemi, I Pan, JW Gichoya, H Trivedi, I Banerjee	10/01/2021
A DICOM Framework for Machine Learning and Processing Pipelines Against Real-time Radiology Images. Journal of digital imaging	P Kathiravelu, P Sharma, A Sharma, I Banerjee, H Trivedi, S Purkayastha, P Sinha, A Cadrin-Chenevert, N Safdar, JW Gichoya	08/01/2021
Managing Postembolization Syndrome-Related Pain after Uterine Fibroid Embolization. Seminars in interventional radiology	P Chan, K Garcia-Reyes, J Cronan, J Newsome, Z Bercu, BS Majdalany, N Resnick, J Gichoya, N Kokabi	08/01/2021
Village mentoring and hive learning: The MIT Critical Data experience. iScience	CV Cosgriff, M Charpignon, D Moukheiber, ME Lough, J Gichoya, DJ Stone, LA Celi	06/25/2021
A Prospective Observational Study to Investigate Performance of a Chest X-ray Artificial Intelligence Diagnostic Support Tool Across 12 U.S. Hospitals. ArXiv	J Sun, L Peng, T Li, D Adila, Z Zaiman, GB Melton, N Ingraham, E Murray, D Boley, S Switzer, JL Burns, K Huang, T Allen, SD Steenburg, JW Gichoya, E Kummerfeld, C Tignanelli	06/03/2021
Patient-specific COVID-19 resource utilization prediction using fusion AI model. NPJ digital medicine	A Tariq, LA Celi, JM Newsome, S Purkayastha, NK Bhatia, H Trivedi, JW Gichoya, I Banerjee	06/03/2021
Performance of intensive care unit severity scoring systems across different ethnicities in the USA: a retrospective observational study. The Lancet. Digital health	R Sarkar, C Martin, H Mattie, JW Gichoya, DJ Stone, LA Celi	04/01/2021
Failures Hiding in Success for Artificial Intelligence in Radiology. Journal of the American College of Radiology : JACR	S Purkayastha, H Trivedi, JW Gichoya	03/01/2021
Uterine Artery Embolization for Secondary Postpartum Hemorrhage. Techniques in vascular and interventional radiology	MF Loya, K Garcia-Reyes, J Gichoya, J Newsome	03/01/2021
Performance of intensive care unit severity scoring systems across different ethnicities. medRxiv : the preprint server for health sciences	R Sarkar, C Martin, H Mattie, JW Gichoya, DJ Stone, LA Celi	01/20/2021
A Fusion NLP Model for the Inference of Standardized Thyroid Nodule Malignancy Scores from Radiology Report Text. AMIA ... Annual Symposium proceedings. AMIA Symposium	T Santos, ON Kallas, J Newsome, D Rubin, JW Gichoya, I Banerjee	01/01/2021
Current Clinical Applications of Artificial Intelligence in Radiology and Their Best Supporting Evidence. Journal of the American College of Radiology : JACR	A Tariq, S Purkayastha, GP Padmanaban, E Krupinski, H Trivedi, I Banerjee, JW Gichoya	11/01/2020
The State of Radiology AI: Considerations for Purchase Decisions and Current Market Offerings. Radiology. Artificial intelligence	Y Tadavarthi, B Vey, E Krupinski, A Prater, J Gichoya, N Safdar, H Trivedi	11/01/2020
How Might AI and Chest Imaging Help Unravel COVID-19's Mysteries? Radiology. Artificial intelligence	S Kundu, H Elhalawani, JW Gichoya, CE Kahn	05/01/2020
Just in Time Radiology Decision Support Using Real-time Data Feeds. Journal of digital imaging	JL Burns, D Hasting, JW Gichoya, B McKibben, L Shea, M Frank	02/01/2020
The Artificial Intelligence Journal Club (#RADAIJC): A Multi-Institutional Resident-Driven Web-Based Educational Initiative. Academic radiology	P Balthazar, SH Tajmir, DA Ortiz, CC Herse, LAG Shea, KF Seals, D Cohen-Addad, S Purkayastha, JW Gichoya	01/01/2020
Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement. Canadian Association of Radiologists journal = Journal l'Association canadienne des radiologistes	JR Geis, AP Brady, CC Wu, J Spencer, E Ranschaert, JL Jaremko, SG Langer, AB Kitts, J Birch, WF Shields, R van den Hoven van Genderen, E Kotter, JW Gichoya, TS Cook, MB Morgan, A Tang, NM Safdar, M Kohli	11/01/2019
Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement. Journal of the American College of Radiology : JACR	JR Geis, AP Brady, CC Wu, J Spencer, E Ranschaert, JL Jaremko, SG Langer, AB Kitts, J Birch, WF Shields, R van den Hoven van Genderen, E Kotter, JW Gichoya, TS Cook, MB Morgan, A Tang, NM Safdar, M Kohli	11/01/2019
Machine Learning for the Interventional Radiologist. AJR. American journal of roentgenology	RD Meek, MP Lungren, JW Gichoya	10/01/2019
Ethics of artificial intelligence in radiology: summary of the joint European and North American multisociety statement. Insights into imaging	JR Geis, A Brady, CC Wu, J Spencer, E Ranschaert, JL Jaremko, SG Langer, AB Kitts, J Birch, WF Shields, R van den Hoven van Genderen, E Kotter, JW Gichoya, TS Cook, MB Morgan, A Tang, NM Safdar, M Kohli	10/01/2019

Awards

Dr. Gichoya has received several awards including the Minnie's Most Influential Radiology Researcher Award in 2022. She is also a 2023 Emerging Leaders in Health and Medicine Scholar in the National Academy of Medicine and is recognized among the top 50 people influencing life sciences in the 2024 Stat News Status List.

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