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Profile

Judy Gichoya

  • Department of Radiology and Imaging Sciences
    Associate Professor
  • judywawira@emory.edu
  • Personal
  • Lab Website
Head shot of Judy Gichoya

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
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