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个人简介
My research interest is imaging informatics--ways computers can work with images to leverage their rich information content and to help physicians use images to guide personalized care. Just as biology has been revolutionized by online genetic data, now clinical medicine can be transformed by mining huge image repositories and electronically correlating image data with pathology and molecular data. Work in our lab thus lies at the intersection of biomedical informatics and imaging science, and we are working in several major areas. We are developing methods to extract information and meaning from images for data mining. We are also developing statistical natural language processing methods to extract and summarize information in radiology reports and published articles. We are building resources to integrate images with related clinical and molecular data to discover novel image biomarkers of disease. Finally, we are translating these methods into practice by creating decision support applications that relate radiology findings to diagnoses and that will improve diagnostic accuracy and clinical effectiveness.
研究兴趣
论文共 715 篇作者统计合作学者相似作者
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BMC Geriatricsno. 1 (2024): 1-8
Journal of burn care & research : official publication of the American Burn Associationno. 3 (2024): 709-718
Medical Imaging 2024: Imaging Informatics for Healthcare, Research, and Applications (2024)
npj Digital Medicineno. 1 (2024): 1-9
Amani Allen,Mary Ann Francisco, Jessica Jatis, Yonous Turner,Rachel Nordgren,Daniel Rubin,Megan Huisingh-Scheetz,Darren S Bryan,Jessica Donington,Mark K Ferguson,Lauren J Gleason,Maria Lucia Madariaga
Journal of nursing care quality (2024)
Juan M. Zambrano Chaves,Leon Lenchik, Isabel O. Gallegos,Louis Blankemeier, Tie Liang,Daniel L. Rubin,Marc H. Willis,Akshay S. Chaudhari,Robert D. Boutin
EBIOMEDICINE (2024): 105116-105116
PATTERN RECOGNITION (2024): 110507
IEEE Trans. Artif. Intell.no. 4 (2024): 1473-1485
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICAno. 1 (2024): e2312204121-e2312204121
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