Judy Gichoya
- Department of Radiology and Imaging Sciences
Associate Professor
Academic Appointment
- Associate Professor, Radiology and Imaging Sciences, Emory University School of Medicine
Education
Degrees
- Fellowship - Interventional Radiology from Oregon Health & Science University
- Radiology Residency from Indiana University Health
- MD from Moi University
- MS, Health Informatics from Indiana University – Purdue University Indianapolis
Research
Publications
-
Cross-Institutional Evaluation of Large Language Models for Radiology Diagnosis Extraction: A Prompt-Engineering Perspective.
J Imaging Inform Med
05/08/2025 Authors: Moassefi M; Houshmand S; Faghani S; Chang PD; Sun SH; Khosravi B; Triphati AG; Rasool G; Bhatia NK; Folio L -
Role of Model Size and Prompting Strategies in Extracting Labels from Free-Text Radiology Reports with Open-Source Large Language Models.
J Imaging Inform Med
05/05/2025 Authors: Khosravi B; Dapamede T; Li F; Chisango Z; Bikmal A; Garg S; Owosela B; Khosravi A; Chavoshi M; Trivedi HM -
Global disparities in artificial intelligence-based mammogram interpretation for breast cancer: A scientometric analysis of representation, trends, and equity.
Eur J Cancer Volume: 220 Page(s): 115394
05/02/2025 Authors: Miyawaki IA; Banerjee I; Batalini F; Campello Jorge CA; Celi LA; Cobanaj M; Dee EC; Gichoya JW; Kaffey Z; Lloyd MR -
Context Is Everything: Understanding Variable LLM Performance for Radiology Retrieval-Augmented Generation.
Radiol Artif Intell Volume: 7 Page(s): e250187
05/01/2025 Authors: Mansuri A; Gichoya JW -
Temporal Hindsight, Clinical Foresight: Longitudinal Lymphoma Analysis at PET/CT.
Radiol Artif Intell Volume: 7 Page(s): e250149
05/01/2025 Authors: Khosravi B; Gichoya JW -
Principles and implementation strategies for equitable and representative academic partnerships in global health informatics research.
J Am Med Inform Assoc Volume: 32 Page(s): 958 - 963
05/01/2025 Authors: Campbell E; Bear Don't Walk OJ; Fraser H; Gichoya J; Wagholikar KB; Kanter AS; Holl F; Craig S -
Evaluating Vision Language Models (VLMs) for Radiology: A Comprehensive
Analysis
04/22/2025 Authors: Li F; Trivedi H; Khosravi B; Dapamede T; Chavoshi M; Dere A; Isaac RS; Mansuri A; Newsome J; Purkayastha S -
A Multi-Modal AI System for Screening Mammography: Integrating 2D and 3D
Imaging to Improve Breast Cancer Detection in a Prospective Clinical Study
04/07/2025 Authors: Park J; Witowski J; Xu Y; Trivedi H; Gichoya J; Brown-Mulry B; Westerhoff M; Moy L; Heacock L; Lewin A -
Racial Differences in Temporal Thermometry and Association with Delayed Sepsis Bundle Care.
medRxiv
04/01/2025 Authors: Matos J; Alwakeel M; Hao S; Martins I; Cardoso JS; Gichoya JW; Celi LA; Lane A; Krishnamoorthy V; Bhavani SV -
Subgroup evaluation to understand performance gaps in deep learning-based classification of regions of interest on mammography.
PLOS Digit Health Volume: 4 Page(s): e0000811
04/01/2025 Authors: Woo M; Zhang L; Brown-Mulry B; Hwang I; Gichoya JW; Gastounioti A; Banerjee I; Seyyed-Kalantari L; Trivedi H -
Evaluation of Multilingual Simplifications of IR Procedural Reports Using GPT-4.
J Vasc Interv Radiol Volume: 36 Page(s): 696 - 703.e1
04/01/2025 Authors: Li HH; Moon JT; Kumar S; Ricci J; Sim N; Bercu ZL; Newsome J; Trivedi HM; Gichoya JW -
Differences in Arterial Blood Gas Testing by Race and Sex Across 161 US Hospitals in 4 EHR Databases.
Am J Respir Crit Care Med
03/24/2025 Authors: Matos J; Alwakeel M; Hao S; Naamani D; Struja T; Gichoya JW; Celi LA; McMahon T; King H; Cox CE -
Subgroup Performance of a Commercial Digital Breast Tomosynthesis Model
for Breast Cancer Detection
03/17/2025 Authors: Brown-Mulry B; Isaac RS; Lee SH; Seth A; Min K; Dapamede T; Li F; Mansuri A; Woo M; Fauria-Robinson CA -
Novel AI-Based Quantification of Breast Arterial Calcification to
Predict Cardiovascular Risk
03/17/2025 Authors: Dapamede T; Urooj A; Joshi V; Gershon G; Li F; Chavoshi M; Brown-Mulry B; Isaac RS; Mansuri A; Robichaux C -
Report of the Medical Image De-Identification (MIDI) Task Group -- Best Practices and Recommendations.
ArXiv
03/16/2025 Authors: Clunie DA; Flanders A; Taylor A; Erickson B; Bialecki B; Brundage D; Gutman D; Prior F; Seibert JA; Perry J -
TEMPORARY REMOVAL: Interventional Radiology Checklist for Artificial Intelligence Research Evaluation.
J Vasc Interv Radiol
03/10/2025 Authors: Anibal JT; Huth HB; Boeken T; Daye D; Gichoya J; Muoz FG; Chapiro J; Wood BJ; Sze DY; Hausegger K -
Adaptable graph neural networks design to support generalizability for clinical event prediction.
J Biomed Inform Volume: 163 Page(s): 104794
03/01/2025 Authors: Tariq A; Kaur G; Su L; Gichoya J; Patel B; Banerjee I -
Innovating Challenges and Experiences in Emory Health AI Bias Datathon: Experience Report.
J Imaging Inform Med
02/25/2025 Authors: Paddo AR; Purkayastha S; Newsome J; Trivedi H; Gichoya JW -
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.
J Imaging Inform Med Volume: 38 Page(s): 16 - 30
02/01/2025 Authors: Clunie D; Taylor A; Bisson T; Gutman D; Xiao Y; Schwarz CG; Greve D; Gichoya J; Shih G; Kline A -
Multi-Institutional Evaluation and Training of Breast Density Classification AI Algorithm Using ACR Connect and AI-LAB.
J Am Coll Radiol Volume: 22 Page(s): 211 - 219
02/01/2025 Authors: Brink L; Romero RA; Coombs L; Tilkin M; Mazaheri S; Gichoya J; Zaiman Z; Trivedi H; Medina A; Bizzo BC -
Diversity, inclusivity and traceability of mammography datasets used in development of Artificial Intelligence technologies: a systematic review.
Clin Imaging Volume: 118 Page(s): 110369
02/01/2025 Authors: Laws E; Palmer J; Alderman J; Sharma O; Ngai V; Salisbury T; Hussain G; Ahmed S; Sachdeva G; Vadera S -
DICOM LUT is a Key Step in Medical Image Preprocessing Towards AI Generalizability.
J Imaging Inform Med
01/31/2025 Authors: Dapamede T; Li F; Khosravi B; Purkayastha S; Trivedi H; Gichoya J -
In the Picture: Medical Imaging Datasets, Artifacts, and their Living
Review
01/18/2025 Authors: Jimnez-Snchez A; Avlona N-R; Boer SD; Campello VM; Feragen A; Ferrante E; Ganz M; Gichoya JW; Gonzlez C; Groefsema S -
The TRIPOD-LLM reporting guideline for studies using large language models.
Nat Med Volume: 31 Page(s): 60 - 69
01/01/2025 Authors: Gallifant J; Afshar M; Ameen S; Aphinyanaphongs Y; Chen S; Cacciamani G; Demner-Fushman D; Dligach D; Daneshjou R; Fernandes C -
CANAIRI: the Collaboration for Translational Artificial Intelligence Trials in healthcare.
Nat Med Volume: 31 Page(s): 9 - 11
01/01/2025 Authors: McCradden MD; London AJ; Gichoya JW; Sendak M; Erdman L; Stedman I; Oakden-Rayner L; Akrout I; Anderson JA; Farmer L-A -
Tackling algorithmic bias and promoting transparency in health datasets: the STANDING Together consensus recommendations.
Lancet Digit Health Volume: 7 Page(s): e64 - e88
01/01/2025 Authors: Alderman JE; Palmer J; Laws E; McCradden MD; Ordish J; Ghassemi M; Pfohl SR; Rostamzadeh N; Cole-Lewis H; Glocker B -
Interpretability of AI race detection model in medical imaging with saliency methods.
Comput Struct Biotechnol J Volume: 28 Page(s): 63 - 70
01/01/2025 Authors: Konate S; Lebrat L; Cruz RS; Wawira Gichoya J; Price B; Seyyed-Kalantari L; Fookes C; Bradley A; Salvado O -
Enhancing radiology training with GPT-4: Pilot analysis of automated feedback in trainee preliminary reports.
Curr Probl Diagn Radiol Volume: 54 Page(s): 151 - 158
01/01/2025 Authors: Bala W; Li H; Moon J; Trivedi H; Gichoya J; Balthazar P -
AI and the Future of Work in Africa White Paper
11/15/2024 Authors: O'Neill J; Marivate V; Glover B; Karanu W; Tadesse GA; Gyekye A; Makena A; Rosslyn-Smith W; Grollnek M; Wayua C -
Emory Knee Radiograph (MRKR) Dataset
10/30/2024 Authors: Price B; Adleberg J; Thomas K; Zaiman Z; Mansuri A; Brown-Mulry B; Okecheukwu C; Gichoya J; Trivedi H -
A Feasibility Study of Thermography for Detecting Pressure Injuries Across Diverse Skin Tones.
medRxiv
10/16/2024 Authors: Asare-Baiden M; Sonenblum SE; Jordan K; Chung A; Gichoya JW; Hertzberg VS; Ho JC -
Understanding and training for the impact of large language models and artificial intelligence in healthcare practice: a narrative review.
BMC Med Educ Volume: 24 Page(s): 1096
10/07/2024 Authors: McCoy LG; Ci Ng FY; Sauer CM; Yap Legaspi KE; Jain B; Gallifant J; McClurkin M; Hammond A; Goode D; Gichoya J -
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.
J Imaging Inform Med Volume: 37 Page(s): 2015 - 2024
10/01/2024 Authors: Vahdati S; Khosravi B; Mahmoudi E; Zhang K; Rouzrokh P; Faghani S; Moassefi M; Tahmasebi A; Andriole KP; Chang P -
A Responsible Framework for Applying Artificial Intelligence on Medical Images and Signals at the Point of Care: The PACS-AI Platform.
Can J Cardiol Volume: 40 Page(s): 1828 - 1840
10/01/2024 Authors: Theriault-Lauzier P; Cobin D; Tastet O; Langlais EL; Taji B; Kang G; Chong A-Y; So D; Tang A; Gichoya JW -
The limits of fair medical imaging AI in real-world generalization.
Nat Med Volume: 30 Page(s): 2838 - 2848
10/01/2024 Authors: Yang Y; Zhang H; Gichoya JW; Katabi D; Ghassemi M -
A Clinician's Guide to Understanding Bias in Critical Clinical Prediction Models.
Crit Care Clin Volume: 40 Page(s): 827 - 857
10/01/2024 Authors: Matos J; Gallifant J; Chowdhury A; Economou-Zavlanos N; Charpignon M-L; Gichoya J; Celi LA; Nazer L; King H; Wong A-KI -
Ethical debates amidst flawed healthcare artificial intelligence metrics.
NPJ Digit Med Volume: 7 Page(s): 243
09/11/2024 Authors: Gallifant J; Bitterman DS; Celi LA; Gichoya JW; Matos J; McCoy LG; Pierce RL -
From Bench to Bedside With Large Language Models: AJR Expert Panel Narrative Review.
AJR Am J Roentgenol Volume: 223 Page(s): e2430928
09/01/2024 Authors: Bhayana R; Biswas S; Cook TS; Kim W; Kitamura FC; Gichoya J; Yi PH -
Health inequities, bias, and artificial intelligence.
Tech Vasc Interv Radiol Volume: 27 Page(s): 100990
09/01/2024 Authors: Li H; Moon JT; Shankar V; Newsome J; Gichoya J; Bercu Z -
Utility of Skin Tone on Pulse Oximetry in Critically Ill Patients: A Prospective Cohort Study.
Crit Care Explor Volume: 6 Page(s): e1133
09/01/2024 Authors: Hao S; Dempsey K; Matos J; Cox CE; Rotemberg V; Gichoya JW; Kibbe W; Hong C; Wong A-KI -
Utility of Skin Tone on Pulse Oximetry in Critically Ill Patients: A Prospective Cohort Study.
Crit Care Explor Volume: 6 Page(s): e1133
09/01/2024 Authors: Hao S; Dempsey K; Matos J; Cox CE; Rotemberg V; Gichoya JW; Kibbe W; Hong C; Wong A-KI -
ENCoDE - a skin tone and clinical dataset from a prospective trial on acute care patients.
medRxiv
08/08/2024 Authors: Hao S; Matos J; Dempsey K; Alwakeel M; Houghtaling J; Hong C; Gichoya J; Kibbe W; Pencina M; Cox CE -
A health equity monitoring framework based on process mining.
PLOS Digit Health Volume: 3 Page(s): e0000575
08/01/2024 Authors: Adams JN; Ziegler J; McDermott M; Douglas MJ; Eber R; Gichoya JW; Goode D; Sankaranarayanan S; Chen Z; van der Aalst WMP -
An Introductory Guide to Artificial Intelligence in Interventional Radiology: Part 2: Implementation Considerations and Harms.
Can Assoc Radiol J Volume: 75 Page(s): 568 - 574
08/01/2024 Authors: Warren BE; Bilbily A; Gichoya JW; Chartier LB; Fawzy A; Barragn C; Jaberi A; Mafeld S -
An Introductory Guide to Artificial Intelligence in Interventional Radiology: Part 1 Foundational Knowledge.
Can Assoc Radiol J Volume: 75 Page(s): 558 - 567
08/01/2024 Authors: Warren BE; Bilbily A; Gichoya JW; Conway A; Li B; Fawzy A; Barragn C; Jaberi A; Mafeld S -
The TRIPOD-LLM Statement: A Targeted Guideline For Reporting Large Language Models Use.
medRxiv
07/25/2024 Authors: Gallifant J; Afshar M; Ameen S; Aphinyanaphongs Y; Chen S; Cacciamani G; Demner-Fushman D; Dligach D; Daneshjou R; Fernandes C -
Towards inclusive biodesign and innovation: lowering barriers to entry in medical device development through large language model tools.
BMJ Health Care Inform Volume: 31
07/23/2024 Authors: Moon JT; Lima NJ; Froula E; Li H; Newsome J; Trivedi H; Bercu Z; Wawira Gichoya J -
A survey of skin tone assessment in prospective research.
NPJ Digit Med Volume: 7 Page(s): 191
07/17/2024 Authors: Weir VR; Dempsey K; Gichoya JW; Rotemberg V; Wong A-KI -
Reply.
J Am Coll Radiol Volume: 21 Page(s): 988
07/01/2024 Authors: Li H; Moon JT; Trivedi HM; Gichoya JW -
Author Correction: Opportunistic detection of type 2 diabetes using deep learning from frontal chest radiographs.
Nat Commun Volume: 15 Page(s): 4817
06/06/2024 Authors: Pyrros A; Borstelmann SM; Mantravadi R; Zaiman Z; Thomas K; Price B; Greenstein E; Siddiqui N; Willis M; Shulhan I -
Synthetically enhanced: unveiling synthetic data's potential in medical imaging research.
EBioMedicine Volume: 104 Page(s): 105174
06/01/2024 Authors: Khosravi B; Li F; Dapamede T; Rouzrokh P; Gamble CU; Trivedi HM; Wyles CC; Sellergren AB; Purkayastha S; Erickson BJ -
BOLD: Blood-gas and Oximetry Linked Dataset.
Sci Data Volume: 11 Page(s): 535
05/24/2024 Authors: Matos J; Struja T; Gallifant J; Nakayama L; Charpignon M-L; Liu X; Economou-Zavlanos N; S Cardoso J; Johnson KS; Bhavsar N -
Seeds of Stereotypes: A Large-Scale Textual Analysis of Race and Gender
Associations with Diseases in Online Sources
05/08/2024 Authors: Hansen LH; Andersen N; Gallifant J; McCoy LG; Stone JK; Izath N; Aguirre-Jerez M; Bitterman DS; Gichoya J; Celi LA -
Research ethics and artificial intelligence for global health: perspectives from the global forum on bioethics in research.
BMC Med Ethics Volume: 25 Page(s): 46
04/18/2024 Authors: Shaw J; Ali J; Atuire CA; Cheah PY; Espaol AG; Gichoya JW; Hunt A; Jjingo D; Littler K; Paolotti D -
Understanding Radiological Journal Views and Policies on Large Language Models in Academic Writing.
J Am Coll Radiol Volume: 21 Page(s): 678 - 682
04/01/2024 Authors: Lee T-L; Ding J; Trivedi HM; Gichoya JW; Moon JT; Li H -
Machine learning for healthcare that matters: Reorienting from technical novelty to equitable impact.
PLOS Digit Health Volume: 3 Page(s): e0000474
04/01/2024 Authors: Balagopalan A; Baldini I; Celi LA; Gichoya J; McCoy LG; Naumann T; Shalit U; van der Schaar M; Wagstaff KL -
Digital tools for youth health promotion: principles, policies and practices in sub-Saharan Africa.
Health Promot Int Volume: 39
04/01/2024 Authors: Ferretti A; Adjei KK; Ali J; Atuire C; Ayuk BT; Banougnin BH; Cengiz N; Gichoya J; Jjingo D; Juma DO -
Drop the shortcuts: image augmentation improves fairness and decreases AI detection of race and other demographics from medical images.
EBioMedicine Volume: 102 Page(s): 105047
04/01/2024 Authors: Wang R; Kuo P-C; Chen L-C; Seastedt KP; Gichoya JW; Celi LA -
Implications of Bias in Artificial Intelligence: Considerations for Cardiovascular Imaging.
Curr Atheroscler Rep Volume: 26 Page(s): 91 - 102
04/01/2024 Authors: van Assen M; Beecy A; Gershon G; Newsome J; Trivedi H; Gichoya J -
TiME OUT: Time-specific machine-learning evaluation to optimize ultramassive transfusion.
J Trauma Acute Care Surg Volume: 96 Page(s): 443 - 454
03/01/2024 Authors: Meyer CH; Nguyen J; ElHabr A; Venkatayogi N; Steed T; Gichoya J; Sciarretta JD; Sikora J; Dente C; Lyons J -
Racial Differences in Accuracy of Predictive Models for High-Flow Nasal Cannula Failure in COVID-19.
Crit Care Explor Volume: 6 Page(s): e1059
03/01/2024 Authors: Yang P; Gregory IA; Robichaux C; Holder AL; Martin GS; Esper AM; Kamaleswaran R; Gichoya JW; Bhavani SV -
Utility of skin tone on pulse oximetry in critically ill patients: a prospective cohort study.
medRxiv
02/27/2024 Authors: Hao S; Dempsey K; Matos J; Cox CE; Rotemberg V; Gichoya JW; Kibbe W; Hong C; Wong I -
AI Education for Fourth-Year Medical Students: Two-Year Experience of a Web-Based, Self-Guided Curriculum and Mixed Methods Study.
JMIR Med Educ Volume: 10 Page(s): e46500
02/20/2024 Authors: Abid A; Murugan A; Banerjee I; Purkayastha S; Trivedi H; Gichoya J -
Value Creation Through Artificial Intelligence and Cardiovascular Imaging: A Scientific Statement From the American Heart Association.
Circulation Volume: 149 Page(s): e296 - e311
02/06/2024 Authors: Hanneman K; Playford D; Dey D; van Assen M; Mastrodicasa D; Cook TS; Gichoya JW; Williamson EE; Rubin GD; American Heart Association Council on Cardiovascular Radiology and Intervention; and Council on Lifelong Congenital Heart Disease and Heart Health in the Young -
Association between Patient Race and Ethnicity and Use of Invasive Ventilation in the United States.
Ann Am Thorac Soc Volume: 21 Page(s): 287 - 295
02/01/2024 Authors: Abdelmalek FM; Angriman F; Moore J; Liu K; Burry L; Seyyed-Kalantari L; Mehta S; Gichoya J; Celi LA; Tomlinson G -
Identifying and improving the "ground truth" of race in disparities research through improved EMR data reporting. A systematic review.
Int J Med Inform Volume: 182 Page(s): 105303
02/01/2024 Authors: Owosela BO; Steinberg RS; Leslie SL; Celi LA; Purkayastha S; Shiradkar R; Newsome JM; Gichoya JW -
Breathing Life Into Artificial Intelligence.
Crit Care Med Volume: 52 Page(s): 345 - 348
02/01/2024 Authors: Trivedi H; Gichoya J -
Theory of radiologist interaction with instant messaging decision support tools: A sequential-explanatory study.
PLOS Digit Health Volume: 3 Page(s): e0000297
02/01/2024 Authors: Burns JL; Gichoya JW; Kohli MD; Jones J; Purkayastha S -
Environmental Sustainability and AI in Radiology: A Double-Edged Sword.
Radiology Volume: 310 Page(s): e232030
02/01/2024 Authors: Doo FX; Vosshenrich J; Cook TS; Moy L; Almeida EPRP; Woolen SA; Gichoya JW; Heye T; Hanneman K -
Peer review of GPT-4 technical report and systems card.
PLOS Digit Health Volume: 3 Page(s): e0000417
01/01/2024 Authors: Gallifant J; Fiske A; Levites Strekalova YA; Osorio-Valencia JS; Parke R; Mwavu R; Martinez N; Gichoya JW; Ghassemi M; Demner-Fushman D -
Assessing the potential of GPT-4 to perpetuate racial and gender biases in health care: a model evaluation study.
Lancet Digit Health Volume: 6 Page(s): e12 - e22
01/01/2024 Authors: Zack T; Lehman E; Suzgun M; Rodriguez JA; Celi LA; Gichoya J; Jurafsky D; Szolovits P; Bates DW; Abdulnour R-EE -
The LLM Will See You Now: Performance of ChatGPT on the Brazilian Radiology and Diagnostic Imaging and Mammography Board Examinations.
Radiol Artif Intell Volume: 6 Page(s): e230568
01/01/2024 Authors: Trivedi H; Wawira Gichoya J -
Efficient adversarial debiasing with concept activation vector - Medical image case-studies.
J Biomed Inform Volume: 149 Page(s): 104548
01/01/2024 Authors: Correa R; Pahwa K; Patel B; Vachon CM; Gichoya JW; Banerjee I -
Using large language models to promote health equity
12/22/2023 Authors: Pierson E; Shanmugam D; Movva R; Kleinberg J; Agrawal M; Dredze M; Ferryman K; Gichoya JW; Jurafsky D; Koh PW -
The Limits of Fair Medical Imaging AI In The Wild
12/11/2023 Authors: Yang Y; Zhang H; Gichoya JW; Katabi D; Ghassemi M -
Disparities in Transplant Interventions.
Tech Vasc Interv Radiol Volume: 26 Page(s): 100921
12/01/2023 Authors: Thomas K; Babajide O; Gichoya J; Newsome J -
Benchmarking bias: Expanding clinical AI model card to incorporate bias
reporting of social and non-social factors
11/21/2023 Authors: Heming CAM; Abdalla M; Mohanna S; Ahluwalia M; Zhang L; Trivedi H; Woo M; Fine B; Gichoya JW; Celi LA -
Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical
Imaging Research
11/15/2023 Authors: Khosravi B; Li F; Dapamede T; Rouzrokh P; Gamble CU; Trivedi HM; Wyles CC; Sellergren AB; Purkayastha S; Erickson BJ -
Hierarchical Classification System for Breast Cancer Specimen Report
(HCSBC) -- an end-to-end model for characterizing severity and diagnosis
11/02/2023 Authors: Santos T; Kamath H; McAdams CR; Newell MS; Mosunjac M; Oprea-Ilies G; Smith G; Lehman C; Gichoya J; Banerjee I -
Special Section Guest Editorial: Global Health, Bias, and Diversity in AI in Medical Imaging.
J Med Imaging (Bellingham) Volume: 10 Page(s): 061101
11/01/2023 Authors: Gichoya JW; S RC; Summers RM; Whitney H -
Fairness as an afterthought: An American perspective on fairness in model developer-clinician user collaborations.
PLOS Digit Health Volume: 2 Page(s): e0000386
11/01/2023 Authors: Banja J; Gichoya JW; Martinez-Martin N; Waller LA; Clifford GD -
Ability of artificial intelligence to identify self-reported race in chest x-ray using pixel intensity counts.
J Med Imaging (Bellingham) Volume: 10 Page(s): 061106
11/01/2023 Authors: Burns JL; Zaiman Z; Vanschaik J; Luo G; Peng L; Price B; Mathias G; Mittal V; Sagane A; Tignanelli C -
Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center open data commons.
J Med Imaging (Bellingham) Volume: 10 Page(s): 61105
11/01/2023 Authors: Whitney HM; Baughan N; Myers KJ; Drukker K; Gichoya J; Bower B; Chen W; Gruszauskas N; Kalpathy-Cramer J; Koyejo S -
Toward fairness in artificial intelligence for medical image analysis: identification and mitigation of potential biases in the roadmap from data collection to model deployment.
J Med Imaging (Bellingham) Volume: 10 Page(s): 061104
11/01/2023 Authors: Drukker K; Chen W; Gichoya J; Gruszauskas N; Kalpathy-Cramer J; Koyejo S; Myers K; S RC; Sahiner B; Whitney H -
BOLD: Blood-gas and Oximetry Linked Dataset - Open Source Research.
medRxiv
10/03/2023 Authors: Matos J; Struja T; Gallifant J; Nakayama L; Charpignon M-L; Liu X; Economou-Zavlanos N; Cardoso JS; Johnson KS; Bhavsar N -
AI pitfalls and what not to do: mitigating bias in AI.
Br J Radiol Volume: 96 Page(s): 20230023
10/01/2023 Authors: Gichoya JW; Thomas K; Celi LA; Safdar N; Banerjee I; Banja JD; Seyyed-Kalantari L; Trivedi H; Purkayastha S -
Enabling chronic obstructive pulmonary disease diagnosis through chest X-rays: A multi-site and multi-modality study.
Int J Med Inform Volume: 178 Page(s): 105211
10/01/2023 Authors: Wang R; Chen L-C; Moukheiber L; Seastedt KP; Moukheiber M; Moukheiber D; Zaiman Z; Moukheiber S; Litchman T; Trivedi H -
"Shortcuts" Causing Bias in Radiology Artificial Intelligence: Causes, Evaluation, and Mitigation.
J Am Coll Radiol Volume: 20 Page(s): 842 - 851
09/01/2023 Authors: Banerjee I; Bhattacharjee K; Burns JL; Trivedi H; Purkayastha S; Seyyed-Kalantari L; Patel BN; Shiradkar R; Gichoya J -
Decoding radiology reports: Potential application of OpenAI ChatGPT to enhance patient understanding of diagnostic reports.
Clin Imaging Volume: 101 Page(s): 137 - 141
09/01/2023 Authors: Li H; Moon JT; Iyer D; Balthazar P; Krupinski EA; Bercu ZL; Newsome JM; Banerjee I; Gichoya JW; Trivedi HM -
Imaging Artificial Intelligence: A Framework for Radiologists to Address Health Equity, From the AJR Special Series on DEI.
AJR Am J Roentgenol Volume: 221 Page(s): 302 - 308
09/01/2023 Authors: Davis MA; Lim N; Jordan J; Yee J; Gichoya JW; Lee R -
FUTURE-AI: International consensus guideline for trustworthy and
deployable artificial intelligence in healthcare
08/11/2023 Authors: Lekadir K; Feragen A; Fofanah AJ; Frangi AF; Buyx A; Emelie A; Lara A; Porras AR; Chan A-W; Navarro A -
MedShift: Automated Identification of Shift Data for Medical Image Dataset Curation.
IEEE J Biomed Health Inform Volume: 27 Page(s): 3936 - 3947
08/01/2023 Authors: Guo X; Gichoya JW; Trivedi H; Purkayastha S; Banerjee I -
Implications of predicting race variables from medical images.
Science Volume: 381 Page(s): 149 - 150
07/14/2023 Authors: Zou J; Gichoya JW; Ho DE; Obermeyer Z -
Opportunistic detection of type 2 diabetes using deep learning from frontal chest radiographs.
Nat Commun Volume: 14 Page(s): 4039
07/07/2023 Authors: Pyrros A; Borstelmann SM; Mantravadi R; Zaiman Z; Thomas K; Price B; Greenstein E; Siddiqui N; Willis M; Shulhan I -
Bias and Non-Diversity of Big Data in Artificial Intelligence: Focus on Retinal Diseases.
Semin Ophthalmol Volume: 38 Page(s): 433 - 441
07/01/2023 Authors: Jacoba CMP; Celi LA; Lorch AC; Fickweiler W; Sobrin L; Gichoya JW; Aiello LP; Silva PS -
Ethics of large language models in medicine and medical research.
Lancet Digit Health Volume: 5 Page(s): e333 - e335
06/01/2023 Authors: Li H; Moon JT; Purkayastha S; Celi LA; Trivedi H; Gichoya JW -
Sociodemographic Variables Reporting in Human Radiology Artificial Intelligence Research.
J Am Coll Radiol Volume: 20 Page(s): 554 - 560
06/01/2023 Authors: Driessen R; Bhatia N; Gichoya JW; Safdar NM; Balthazar P -
Delivering on NIH data sharing requirements: avoiding Open Data in Appearance Only.
BMJ Health Care Inform Volume: 30
06/01/2023 Authors: Watson H; Gallifant J; Lai Y; Radunsky AP; Villanueva C; Martinez N; Gichoya J; Huynh UK; Celi LA -
Using Deep Learning to Predict Treatment Response in Patients with Hepatocellular Carcinoma Treated with Y90 Radiation Segmentectomy.
J Digit Imaging Volume: 36 Page(s): 1180 - 1188
06/01/2023 Authors: Wagstaff WV; Villalobos A; Gichoya J; Kokabi N -
Multivariate Analysis on Performance Gaps of Artificial Intelligence
Models in Screening Mammography
05/07/2023 Authors: Zhang L; Brown-Mulry B; Nalla V; Hwang I; Gichoya JW; Gastounioti A; Banerjee I; Seyyed-Kalantari L; Woo M; Trivedi H -
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 Glob Health Volume: 8
05/01/2023 Authors: Wilmes N; Hendriks CWE; Viets CTA; Cornelissen SJWM; van Mook WNKA; Cox-Brinkman J; Celi LA; Martinez-Martin N; Gichoya JW; Watkins C -
Fusion of imaging and non-imaging data for disease trajectory prediction for coronavirus disease 2019 patients.
J Med Imaging (Bellingham) Volume: 10 Page(s): 034004
05/01/2023 Authors: Tariq A; Tang S; Sakhi H; Celi LA; Newsome JM; Rubin DL; Trivedi H; Gichoya JW; Banerjee I -
Equity should be fundamental to the emergence of innovation.
PLOS Digit Health Volume: 2 Page(s): e0000224
04/01/2023 Authors: Gallifant J; Nakayama LF; Gichoya JW; Pierce R; Celi LA -
Fostering an inclusive workplace for LGBTQIA+ people in radiology and radiation oncology.
J Med Imaging Radiat Oncol Volume: 67 Page(s): 193 - 199
03/01/2023 Authors: Bird A; Zavaletta V; Carroll EF; McGinnis H; Newsome J; Gichoya J; Oakden-Rayner L -
Natural Language Processing Model for Identifying Critical Findings-A Multi-Institutional Study.
J Digit Imaging Volume: 36 Page(s): 105 - 113
02/01/2023 Authors: Banerjee I; Davis MA; Vey BL; Mazaheri S; Khan F; Zavaletta V; Gerard R; Gichoya JW; Patel B -
The EMory BrEast imaging Dataset (EMBED): A Racially Diverse, Granular Dataset of 3.4 Million Screening and Diagnostic Mammographic Images.
Radiol Artif Intell Volume: 5 Page(s): e220047
01/01/2023 Authors: Jeong JJ; Vey BL; Bhimireddy A; Kim T; Santos T; Correa R; Dutt R; Mosunjac M; Oprea-Ilies G; Smith G -
A new tool for evaluating health equity in academic journals; the Diversity Factor.
PLOS Glob Public Health Volume: 3 Page(s): e0002252
01/01/2023 Authors: Gallifant J; Zhang J; Whebell S; Quion J; Escobar B; Gichoya J; Herrera K; Jina R; Chidambaram S; Mehndiratta A -
Impact of multi-source data augmentation on performance of convolutional neural networks for abnormality classification in mammography.
Front Radiol Volume: 3 Page(s): 1181190
01/01/2023 Authors: Hwang I; Trivedi H; Brown-Mulry B; Zhang L; Nalla V; Gastounioti A; Gichoya J; Seyyed-Kalantari L; Banerjee I; Woo M -
Evaluation of federated learning variations for COVID-19 diagnosis using chest radiographs from 42 US and European hospitals.
J Am Med Inform Assoc Volume: 30 Page(s): 54 - 63
12/13/2022 Authors: Peng L; Luo G; Walker A; Zaiman Z; Jones EK; Gupta H; Kersten K; Burns JL; Harle CA; Magoc T -
The Radiology: Artificial Intelligence Trainee Editorial Board: Initial Experience and Future Directions.
Acad Radiol Volume: 29 Page(s): 1899 - 1902
12/01/2022 Authors: Staziaki PV; Yi PH; Li MD; Daye D; Kahn CE; Gichoya JW -
Early Diagnosis of Chronic Obstructive Pulmonary Disease from Chest
X-Rays using Transfer Learning and Fusion Strategies
11/13/2022 Authors: Wang R; Chen L-C; Moukheiber L; Moukheiber M; Moukheiber D; Zaiman Z; Moukheiber S; Litchman T; Seastedt K; Trivedi H -
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.
Clin Imaging Volume: 91 Page(s): 134 - 140
11/01/2022 Authors: Lee SJ; Fan S; Guo M; Majdalany BS; Newsome J; Duszak R; Gichoya J; Benjamin ER; Kokabi N -
Intellectual property: A primer for radiologists.
Clin Imaging Volume: 91 Page(s): 60 - 63
11/01/2022 Authors: Vey BL; Hawkins CM; Linder L; Balthazar P; Gichoya JW; Duszak R; Prater A -
Performance of a Chest Radiograph AI Diagnostic Tool for COVID-19: A Prospective Observational Study.
Radiol Artif Intell Volume: 4 Page(s): e210217
07/01/2022 Authors: Sun J; Peng L; Li T; Adila D; Zaiman Z; Melton-Meaux GB; Ingraham NE; Murray E; Boley D; Switzer S -
Advances in Prediction of Readmission Rates Using Long Term Short Term
Memory Networks on Healthcare Insurance Data
06/30/2022 Authors: Khalid S; Matos F; Abunimer A; Bartlett J; Duszak R; Horny M; Gichoya J; Banerjee I; Trivedi H -
Towards Fairness in Artificial Intelligence for Medical Imaging: Identification and Mitigation of Biases in the Roadmap From Data Commons to Model Design and Deployment
Volume: 49 Page(s): E232 - E232
06/01/2022 Authors: Drukker K; Chen W; Gichoya J; Gruszauskas N; Kalpathy-Cramer J; Koyejo S; Myers K; Sa R; Sahiner B; Whitney H -
Operationalising fairness in medical algorithms.
BMJ Health Care Inform Volume: 29
06/01/2022 Authors: Parbhoo S; Wawira Gichoya J; Celi LA; de la Hoz MA; for MIT Critical Data -
AI recognition of patient race in medical imaging: a modelling study.
Lancet Digit Health Volume: 4 Page(s): e406 - e414
06/01/2022 Authors: Gichoya JW; Banerjee I; Bhimireddy AR; Burns JL; Celi LA; Chen L-C; Correa R; Dullerud N; Ghassemi M; Huang S-C -
Multi-Institutional Validation of a Mammography-Based Breast Cancer Risk Model.
J Clin Oncol Volume: 40 Page(s): 1732 - 1740
06/01/2022 Authors: Yala A; Mikhael PG; Strand F; Lin G; Satuluru S; Kim T; Banerjee I; Gichoya J; Trivedi H; Lehman CD -
Few-Shot Transfer Learning to improve Chest X-Ray pathology detection
using limited triplets
04/16/2022 Authors: Bhimireddy AR; Burns JL; Purkayastha S; Gichoya JW -
Utilization and Comparative Effectiveness of Uterine Artery Embolization versus Hysterectomy for Severe Postpartum Hemorrhage: A National Inpatient Sample Study.
J Vasc Interv Radiol Volume: 33 Page(s): 427 - 435.e4
04/01/2022 Authors: Webster LA; Newsome J; Guo M; Lee S; Majdalany BS; Gichoya J; Platner M; Garcia-Reyes K; Duszak R; Liu Y -
Systematic Review of Generative Adversarial Networks (GANs) for Medical Image Classification and Segmentation.
J Digit Imaging Volume: 35 Page(s): 137 - 152
04/01/2022 Authors: Jeong JJ; Tariq A; Adejumo T; Trivedi H; Gichoya JW; Banerjee I -
An interactive dashboard to track themes, development maturity, and global equity in clinical artificial intelligence research.
Lancet Digit Health Volume: 4 Page(s): e212 - e213
04/01/2022 Authors: Zhang J; Whebell S; Gallifant J; Budhdeo S; Mattie H; Lertvittayakumjorn P; Del Pilar Arias Lopez M; Tiangco BJ; Gichoya JW; Ashrafian H -
Sources of bias in artificial intelligence that perpetuate healthcare disparities-A global review.
PLOS Digit Health Volume: 1 Page(s): e0000022
03/01/2022 Authors: Celi LA; Cellini J; Charpignon M-L; Dee EC; Dernoncourt F; Eber R; Mitchell WG; Moukheiber L; Schirmer J; Situ J -
Overview of Noninterpretive Artificial Intelligence Models for Safety, Quality, Workflow, and Education Applications in Radiology Practice.
Radiol Artif Intell Volume: 4 Page(s): e210114
03/01/2022 Authors: Tadavarthi Y; Makeeva V; Wagstaff W; Zhan H; Podlasek A; Bhatia N; Heilbrun M; Krupinski E; Safdar N; Banerjee I -
Automatic Localization and Brand Detection of Cervical Spine Hardware on Radiographs Using Weakly Supervised Machine Learning.
Radiol Artif Intell Volume: 4 Page(s): e210099
03/01/2022 Authors: Dutt R; Mendonca D; Phen HM; Broida S; Ghassemi M; Gichoya J; Banerjee I; Yoon T; Trivedi H -
Transfer language space with similar domain adaptation: a case study with hepatocellular carcinoma.
J Biomed Semantics Volume: 13 Page(s): 8
02/23/2022 Authors: Tariq A; Kallas O; Balthazar P; Lee SJ; Desser T; Rubin D; Gichoya JW; Banerjee I -
Towards an internet-scale overlay network for latency-aware decentralized workflows at the edge.
Comput Netw Volume: 203
02/11/2022 Authors: Kathiravelu P; Zaiman Z; Gichoya J; Veiga L; Banerjee I -
Best Practices and Scoring System on Reviewing A.I. based Medical
Imaging Papers: Part 1 Classification
02/03/2022 Authors: Kline TL; Kitamura F; Pan I; Korchi AM; Tenenholtz N; Moy L; Gichoya JW; Santos I; Blumer S; Hwang MY -
Multireader evaluation of radiologist performance for COVID-19 detection on emergency department chest radiographs.
Clin Imaging Volume: 82 Page(s): 77 - 82
02/01/2022 Authors: Gichoya JW; Sinha P; Davis M; Dunkle JW; Hamlin SA; Herr KD; Hoff CN; Letter HP; McAdams CR; Puthoff GD -
Margin-aware intraclass novelty identification for medical images.
J Med Imaging (Bellingham) Volume: 9 Page(s): 014004
01/01/2022 Authors: Guo X; Gichoya JW; Purkayastha S; Banerjee I -
Automatic Classification of Cancer Pathology Reports: A Systematic Review.
J Pathol Inform Volume: 13 Page(s): 100003
01/01/2022 Authors: Santos T; Tariq A; Gichoya JW; Trivedi H; Banerjee I -
Detecting Racial/Ethnic Health Disparities Using Deep Learning From Frontal Chest Radiography.
J Am Coll Radiol Volume: 19 Page(s): 184 - 191
01/01/2022 Authors: Pyrros A; Rodrguez-Fernndez JM; Borstelmann SM; Gichoya JW; Horowitz JM; Fornelli B; Siddiqui N; Velichko Y; Koyejo Sanmi O; Galanter W -
Optimizing risk-based breast cancer screening policies with reinforcement learning.
Nat Med Volume: 28 Page(s): 136 - 143
01/01/2022 Authors: Yala A; Mikhael PG; Lehman C; Lin G; Strand F; Wan Y-L; Hughes K; Satuluru S; Kim T; Banerjee I -
Balancing the Scales: An Analysis of Social Determinants of Health, Radiology Report Acuity, and Radiology Staffing Models in an Academic Health System.
J Am Coll Radiol Volume: 19 Page(s): 172 - 177
01/01/2022 Authors: Davis MA; Gichoya JW; Banerjee I; Sung D; Newsome J; Vey BL; Gerard R; Khan F; Zavaletta V; Mazaheri S -
MedShift: identifying shift data for medical dataset curation
12/27/2021 Authors: Guo X; Gichoya JW; Trivedi H; Purkayastha S; Banerjee I -
Beyond the AJR: "An Algorithmic Approach to Reducing Unexplained Pain Disparities in Underserved Populations".
AJR Am J Roentgenol Volume: 217 Page(s): 1480
12/01/2021 Authors: Gichoya JW; Celi LA -
Challenges of Implementing Artificial Intelligence in Interventional Radiology.
Semin Intervent Radiol Volume: 38 Page(s): 554 - 559
12/01/2021 Authors: Mazaheri S; Loya MF; Newsome J; Lungren M; Gichoya JW -
Two-step adversarial debiasing with partial learning -- medical image
case-studies
11/16/2021 Authors: Correa R; Jeong JJ; Patel B; Trivedi H; Gichoya JW; Banerjee I -
Query bot for retrieving patients' clinical history: A COVID-19 use-case.
J Biomed Inform Volume: 123 Page(s): 103918
11/01/2021 Authors: Wang Y; Tariq A; Khan F; Gichoya JW; Trivedi H; Banerjee I -
CVAD: A generic medical anomaly detector based on Cascade VAE
10/29/2021 Authors: Guo X; Gichoya JW; Purkayastha S; Banerjee I -
PLHI-MC10: A dataset of exercise activities captured through a triple synchronous medically-approved sensor.
Data Brief Volume: 38 Page(s): 107287
10/01/2021 Authors: Mahajan Y; Bhimireddy A; Abid A; Gichoya JW; Purkayastha S -
SCU-Net: A deep learning method for segmentation and quantification of breast arterial calcifications on mammograms.
Med Phys Volume: 48 Page(s): 5851 - 5861
10/01/2021 Authors: Guo X; O'Neill WC; Vey B; Yang TC; Kim TJ; Ghassemi M; Pan I; Gichoya JW; Trivedi H; Banerjee I -
Managing Postembolization Syndrome-Related Pain after Uterine Fibroid Embolization.
Semin Intervent Radiol Volume: 38 Page(s): 382 - 387
08/01/2021 Authors: Chan P; Garcia-Reyes K; Cronan J; Newsome J; Bercu Z; Majdalany BS; Resnick N; Gichoya J; Kokabi N -
A DICOM Framework for Machine Learning and Processing Pipelines Against Real-time Radiology Images.
J Digit Imaging Volume: 34 Page(s): 1005 - 1013
08/01/2021 Authors: Kathiravelu P; Sharma P; Sharma A; Banerjee I; Trivedi H; Purkayastha S; Sinha P; Cadrin-Chenevert A; Safdar N; Gichoya JW -
Village mentoring and hive learning: The MIT Critical Data experience.
iScience Volume: 24 Page(s): 102656
06/25/2021 Authors: Cosgriff CV; Charpignon M; Moukheiber D; Lough ME; Gichoya J; Stone DJ; Celi LA -
A Prospective Observational Study to Investigate Performance of a Chest X-ray Artificial Intelligence Diagnostic Support Tool Across 12 U.S. Hospitals.
ArXiv
06/03/2021 Authors: Sun J; Peng L; Li T; Adila D; Zaiman Z; Melton GB; Ingraham N; Murray E; Boley D; Switzer S -
Patient-specific COVID-19 resource utilization prediction using fusion AI model.
NPJ Digit Med Volume: 4 Page(s): 94
06/03/2021 Authors: Tariq A; Celi LA; Newsome JM; Purkayastha S; Bhatia NK; Trivedi H; Gichoya JW; Banerjee I -
PATIENT-SPECIFIC COVID-19 RESOURCE UTILIZATION PREDICTION USING FUSION AI MODEL
Volume: 77 Page(s): 3194 - 3194
05/11/2021 Authors: Tariq A; Celi L; Newsome J; Purkayastha S; Bhatia N; Merchant F; Trivedi H; Gichoya J; Banerjee I -
Equity in essence: a call for operationalising fairness in machine learning for healthcare.
BMJ Health Care Inform Volume: 28
04/01/2021 Authors: Wawira Gichoya J; McCoy LG; Celi LA; Ghassemi M -
Performance of intensive care unit severity scoring systems across different ethnicities in the USA: a retrospective observational study.
Lancet Digit Health Volume: 3 Page(s): e241 - e249
04/01/2021 Authors: Sarkar R; Martin C; Mattie H; Gichoya JW; Stone DJ; Celi LA -
Uterine Artery Embolization for Secondary Postpartum Hemorrhage.
Tech Vasc Interv Radiol Volume: 24 Page(s): 100728
03/01/2021 Authors: Loya MF; Garcia-Reyes K; Gichoya J; Newsome J -
Failures Hiding in Success for Artificial Intelligence in Radiology.
J Am Coll Radiol Volume: 18 Page(s): 517 - 519
03/01/2021 Authors: Purkayastha S; Trivedi H; Gichoya JW -
Performance of intensive care unit severity scoring systems across different ethnicities.
medRxiv
01/20/2021 Authors: Sarkar R; Martin C; Mattie H; Gichoya JW; Stone DJ; Celi LA -
A Fusion NLP Model for the Inference of Standardized Thyroid Nodule Malignancy Scores from Radiology Report Text.
AMIA Annu Symp Proc Volume: 2021 Page(s): 1079 - 1088
01/01/2021 Authors: Santos T; Kallas ON; Newsome J; Rubin D; Gichoya JW; Banerjee I -
The State of Radiology AI: Considerations for Purchase Decisions and Current Market Offerings.
Radiol Artif Intell Volume: 2 Page(s): e200004
11/01/2020 Authors: Tadavarthi Y; Vey B; Krupinski E; Prater A; Gichoya J; Safdar N; Trivedi H -
Current Clinical Applications of Artificial Intelligence in Radiology and Their Best Supporting Evidence.
J Am Coll Radiol Volume: 17 Page(s): 1371 - 1381
11/01/2020 Authors: Tariq A; Purkayastha S; Padmanaban GP; Krupinski E; Trivedi H; Banerjee I; Gichoya JW -
Generalization of Deep Convolutional Neural Networks -- A Case-study on
Open-source Chest Radiographs
07/11/2020 Authors: Mashhaditafreshi N; Tariq A; Gichoya JW; Banerjee I -
A Modern Non-SQL Approach to Radiology-Centric Search Engine Design with
Clinical Validation
07/04/2020 Authors: Li N; Maresh G; Cretcher M; Farsad K; Al-Hakim R; Kaufman J; Gichoya J -
Was there COVID-19 back in 2012? Challenge for AI in Diagnosis with
Similar Indications
06/23/2020 Authors: Banerjee I; Sinha P; Purkayastha S; Mashhaditafreshi N; Tariq A; Jeong J; Trivedi H; Gichoya JW -
Artificial Intelligence for Global Health: Learning From a Decade of
Digital Transformation in Health Care
05/20/2020 Authors: Mathur V; Purkayastha S; Gichoya JW -
How Might AI and Chest Imaging Help Unravel COVID-19's Mysteries?
Radiol Artif Intell Volume: 2 Page(s): e200053
05/01/2020 Authors: Kundu S; Elhalawani H; Gichoya JW; Kahn CE -
Multi-label natural language processing to identify diagnosis and
procedure codes from MIMIC-III inpatient notes
03/16/2020 Authors: Singh AKB; Guntu M; Bhimireddy AR; Gichoya JW; Purkayastha S -
Just in Time Radiology Decision Support Using Real-time Data Feeds.
J Digit Imaging Volume: 33 Page(s): 137 - 142
02/01/2020 Authors: Burns JL; Hasting D; Gichoya JW; McKibben B; Shea L; Frank M -
The Artificial Intelligence Journal Club (#RADAIJC): A Multi-Institutional Resident-Driven Web-Based Educational Initiative.
Acad Radiol Volume: 27 Page(s): 136 - 139
01/01/2020 Authors: Balthazar P; Tajmir SH; Ortiz DA; Herse CC; Shea LAG; Seals KF; Cohen-Addad D; Purkayastha S; Gichoya JW -
Association of pancreatic fat content with type II diabetes mellitus.
Clin Radiol Volume: 75 Page(s): 51 - 56
01/01/2020 Authors: Nadarajah C; Fananapazir G; Cui E; Gichoya J; Thayalan N; Asare-Sawiri M; Menias CO; Sandrasegaran K -
Natural language processing of MIMIC-III clinical notes for identifying
diagnosis and procedures with neural networks
12/27/2019 Authors: Nuthakki S; Neela S; Gichoya JW; Purkayastha S -
Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement.
Can Assoc Radiol J Volume: 70 Page(s): 329 - 334
11/01/2019 Authors: Geis JR; Brady AP; Wu CC; Spencer J; Ranschaert E; Jaremko JL; Langer SG; Kitts AB; Birch J; Shields WF -
Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement.
J Am Coll Radiol Volume: 16 Page(s): 1516 - 1521
11/01/2019 Authors: Geis JR; Brady AP; Wu CC; Spencer J; Ranschaert E; Jaremko JL; Langer SG; Kitts AB; Birch J; Shields WF -
Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement.
Radiology Volume: 293 Page(s): 436 - 440
11/01/2019 Authors: Geis JR; Brady AP; Wu CC; Spencer J; Ranschaert E; Jaremko JL; Langer SG; Borondy Kitts A; Birch J; Shields WF -
Ethics of artificial intelligence in radiology: summary of the joint European and North American multisociety statement.
Insights Imaging Volume: 10 Page(s): 101
10/01/2019 Authors: Geis JR; Brady A; Wu CC; Spencer J; Ranschaert E; Jaremko JL; Langer SG; Kitts AB; Birch J; Shields WF -
Machine Learning for the Interventional Radiologist.
AJR Am J Roentgenol Volume: 213 Page(s): 782 - 784
10/01/2019 Authors: Meek RD; Lungren MP; Gichoya JW -
The Application of Machine Learning to Quality Improvement Through the Lens of the Radiology Value Network.
J Am Coll Radiol Volume: 16 Page(s): 1254 - 1258
09/01/2019 Authors: Makeeva V; Gichoya J; Hawkins CM; Towbin AJ; Heilbrun M; Prater A -
The Role of Generative Adversarial Networks in Radiation Reduction and Artifact Correction in Medical Imaging.
J Am Coll Radiol Volume: 16 Page(s): 1273 - 1278
09/01/2019 Authors: Vey BL; Gichoya JW; Prater A; Hawkins CM -
Comparison of Open-Source Electronic Health Record Systems Based on Functional and User Performance Criteria.
Healthc Inform Res Volume: 25 Page(s): 89 - 98
04/01/2019 Authors: Purkayastha S; Allam R; Maity P; Gichoya JW -
A Platform for Innovation and Standards Evaluation: a Case Study from the OpenMRS Open-Source Radiology Information System.
J Digit Imaging Volume: 31 Page(s): 361 - 370
06/01/2018 Authors: Gichoya JW; Kohli M; Ivange L; Schmidt TS; Purkayastha S -
Phronesis of AI in radiology: Superhuman meets natural stupidity
03/27/2018 Authors: Gichoya JW; Nuthakki S; Maity PG; Purkayastha S -
Proving Value in Radiology: Experience Developing and Implementing a Shareable Open Source Registry Platform Driven by Radiology Workflow.
J Digit Imaging Volume: 30 Page(s): 602 - 608
10/01/2017 Authors: Gichoya JW; Kohli MD; Haste P; Abigail EM; Johnson MS -
Using cognitive fit theory to evaluate patient understanding of medical images.
Volume: 2017 Page(s): 2430 - 2433
07/01/2017 Authors: Gichoya JW; Alarifi M; Bhaduri R; Tahir B; Purkayastha S -
Toward better public health reporting using existing off the shelf approaches: The value of medical dictionaries in automated cancer detection using plaintext medical data.
J Biomed Inform Volume: 69 Page(s): 160 - 176
05/01/2017 Authors: Kasthurirathne SN; Dixon BE; Gichoya J; Xu H; Xia Y; Mamlin B; Grannis SJ -
Implementation of a single sign-on system between practice, research and learning systems.
Appl Clin Inform Volume: 8 Page(s): 306 - 312
03/29/2017 Authors: Purkayastha S; Gichoya JW; Addepally SA -
Providers' Access of Imaging Versus Only Reports: A System Log File Analysis.
J Am Coll Radiol Volume: 14 Page(s): 217 - 223
02/01/2017 Authors: Jung H-Y; Gichoya JW; Vest JR -
Toward better public health reporting using existing off the shelf approaches: A comparison of alternative cancer detection approaches using plaintext medical data and non-dictionary based feature selection.
J Biomed Inform Volume: 60 Page(s): 145 - 152
04/01/2016 Authors: Kasthurirathne SN; Dixon BE; Gichoya J; Xu H; Xia Y; Mamlin B; Grannis SJ -
Information architecture considerations in designing a comprehensive tuberculosis enterprise system in Western Kenya.
Volume: 192 Page(s): 1120
01/01/2013 Authors: Gichoya J; Pearce C; Wickramasinghe N -
An evaluation of the rates of repeat notifiable disease reporting and patient crossover using a health information exchange-based automated electronic laboratory reporting system.
AMIA Annu Symp Proc Volume: 2012 Page(s): 1229 - 1236
01/01/2012 Authors: Gichoya J; Gamache RE; Vreeman DJ; Dixon BE; Finnell JT; Grannis S