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Deep learning-based automated segmentation and quantification of aortic arch calcification at chest radiograph.

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Title: Deep learning-based automated segmentation and quantification of aortic arch calcification at chest radiograph.
Authors: Yin L; Department of Cardiology, Joint Laboratory of Guangdong-Hong Kong-Macao Universities for Nutritional Metabolism and Precise Prevention and Control of Major Chronic Diseases, the Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China., Li S; Department of Cardiology, Joint Laboratory of Guangdong-Hong Kong-Macao Universities for Nutritional Metabolism and Precise Prevention and Control of Major Chronic Diseases, the Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China., Zhang L; Department of Cardiology, the Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China., Gao Z; Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China., Liu Y; Department of Cardiology, Joint Laboratory of Guangdong-Hong Kong-Macao Universities for Nutritional Metabolism and Precise Prevention and Control of Major Chronic Diseases, the Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China., Wang Q; Department of Radiology, the Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China., Zhang H; Department of Cardiology, Joint Laboratory of Guangdong-Hong Kong-Macao Universities for Nutritional Metabolism and Precise Prevention and Control of Major Chronic Diseases, the Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China. huanji13688808979@163.com., Zhang T; Department of Cardiology, Joint Laboratory of Guangdong-Hong Kong-Macao Universities for Nutritional Metabolism and Precise Prevention and Control of Major Chronic Diseases, the Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China. zhangtt73@mail.sysu.edu.cn., Chen J; Department of Radiotherapy, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China. 1450517759@qq.com., Huang H; Department of Cardiology, Joint Laboratory of Guangdong-Hong Kong-Macao Universities for Nutritional Metabolism and Precise Prevention and Control of Major Chronic Diseases, the Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen, China. huangh8@mail.sysu.edu.cn.
Source: BMC geriatrics [BMC Geriatr] 2026 May 11; Vol. 26 (1). Date of Electronic Publication: 2026 May 11.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968548 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2318 (Electronic) Linking ISSN: 14712318 NLM ISO Abbreviation: BMC Geriatr Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1471-2318
DOI:10.1186/s12877-026-07615-3