Judy 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 is a multidisciplinary researcher, trained as both an informatician and an interventional radiologist. She is a member of the Cancer Prevention and Control Research Program at Winship Cancer Institute of Emory University in Atlanta, Georgia.

Dr. Gichoya earned her Medical Degree from Moi University in Kenya. She completed her medical internship at Kiambu District Hospital. She earned a Master of Science in Health Informatics from Indiana University Purdue University in Indianapolis, Indiana. In addition, she completed post-doctoral training in informatics at Regenstrief Institute in Indianapolis, Indiana, and a residency in diagnostic radiology at Indiana University. Prior to arriving at Emory, she completed a fellowship in interventional radiology at Oregon Health Sciences University in Portland, Oregon.

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, , 2012
University of Indianapolis
Medical Education, , 2009
Moi University

Professional Memberships

Dr. Gichoya 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

Drawing upon extensive experience with open source communities and contextual knowledge in Africa, Dr. Gichoya hopes to leverage her skills to build capacity for data science in Africa.

Dr. Gichoya's research interests include studying clinical disparities for minimally invasive procedures, validating machine learning models for health in real clinical settings, exploring explainability, fairness, and a specific focus on how algorithms fail. She has worked on the curation of datasets for the SIIM (Society for Imaging Informatics in Medicine) hackathon and ML committee. She volunteers on the ACR and RSNA machine learning committees to support the AI ecosystem to advance development and use of AI in medicine.

Title/Journal	Authors	Publication Date
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	18/04/2024
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	10/04/2024
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	01/04/2024
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	01/04/2024
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	01/04/2024
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	01/04/2024
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	01/04/2024
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	01/04/2024
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	06/03/2024
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	06/03/2024
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	01/03/2024
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	27/02/2024
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	20/02/2024
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	06/02/2024
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	01/02/2024
Breathing Life Into Artificial Intelligence. Critical care medicine	H Trivedi, J Gichoya	01/02/2024
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	01/02/2024
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	01/02/2024
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
Response to Comment for "Understanding Radiological Journal Views and Policies on Large Language Models in Academic Writing". Journal of the American College of Radiology : JACR	H Li, JT Moon, HM Trivedi, JW Gichoya	19/12/2023
Disparities in Transplant Interventions. Techniques in vascular and interventional radiology	K Thomas, O Babajide, J Gichoya, J Newsome	01/12/2023
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	01/11/2023
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	01/11/2023
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	01/11/2023
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	01/11/2023
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	03/10/2023
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	01/10/2023
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	01/10/2023
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	01/09/2023
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	01/09/2023
"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	01/09/2023
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	01/08/2023
Implications of predicting race variables from medical images. Science (New York, N.Y.)	J Zou, JW Gichoya, DE Ho, Z Obermeyer	14/07/2023
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	01/07/2023
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	01/06/2023
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	01/06/2023
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	01/06/2023
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	01/06/2023
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	01/05/2023
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	01/05/2023
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, J Luo, A Rosenthal, K Kandarpa, R Rosen, K Goetz, D Babcock, B Xu, J Hsiao	01/04/2023
Equity should be fundamental to the emergence of innovation. PLOS digital health	J Gallifant, LF Nakayama, JW Gichoya, R Pierce, LA Celi	01/04/2023
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	01/03/2023
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	01/02/2023
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	13/12/2022
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	01/12/2022
Intellectual property: A primer for radiologists. Clinical imaging	BL Vey, CM Hawkins, L Linder, P Balthazar, JW Gichoya, R Duszak, A Prater	01/11/2022
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	01/11/2022
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	01/07/2022
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	01/06/2022
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	01/06/2022
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	01/04/2022
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	01/04/2022
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	01/04/2022
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	01/03/2022
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	01/03/2022
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	01/03/2022
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	23/02/2022
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	11/02/2022
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	01/02/2022
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	01/12/2021
Challenges of Implementing Artificial Intelligence in Interventional Radiology. Seminars in interventional radiology	S Mazaheri, MF Loya, J Newsome, M Lungren, JW Gichoya	01/12/2021
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	01/10/2021
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	01/10/2021
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	01/08/2021
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	01/08/2021
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	25/06/2021
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	03/06/2021
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	03/06/2021
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	01/04/2021
Failures Hiding in Success for Artificial Intelligence in Radiology. Journal of the American College of Radiology : JACR	S Purkayastha, H Trivedi, JW Gichoya	01/03/2021
Uterine Artery Embolization for Secondary Postpartum Hemorrhage. Techniques in vascular and interventional radiology	MF Loya, K Garcia-Reyes, J Gichoya, J Newsome	01/03/2021
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	20/01/2021
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	01/11/2020
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	01/11/2020
How Might AI and Chest Imaging Help Unravel COVID-19's Mysteries? Radiology. Artificial intelligence	S Kundu, H Elhalawani, JW Gichoya, CE Kahn	01/05/2020
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	01/02/2020
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	01/11/2019
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	01/11/2019
Machine Learning for the Interventional Radiologist. AJR. American journal of roentgenology	RD Meek, MP Lungren, JW Gichoya	01/10/2019
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	01/10/2019

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