Prediction of Seronegative Hashimoto's thyroiditis using machine learning models based on ultrasound radiomics: a multicenter study Authors Liying Gong (ORCID: https://orcid.org/0000-0002-9569-8450) Zhengshuai Liu (ORCID: https://orcid.org/0009-0003-2544-947X) Daming Liu (ORCID: https://orcid.org/0000-0002-5408-249X) Xingai Ju Mengyou Liu Shijie Chang (ORCID: https://orcid.org/0000-0003-2877-684X) Liwei Lu (ORCID: https://orcid.org/0000-0002-8634-0967) Jianchun Cui (ORCID: https://orcid.org/0000-0001-7432-5260) Yang Gao (ORCID: https://orcid.org/0000-0001-6811-0183) Mingming Xiao (ORCID: https://orcid.org/0000-0003-0862-2501) Yihan Sun Jiahao Wang (ORCID: https://orcid.org/0000-0003-2957-764X) Chang Liu (ORCID: https://orcid.org/0000-0002-4708-4470) Shihua Li (ORCID: https://orcid.org/0000-0001-9044-7137) Xiang Fei (ORCID: https://orcid.org/0000-0002-4190-479X) Ying Zhang (ORCID: https://orcid.org/0000-0001-8665-2744) Xuanyu Chen (ORCID: https://orcid.org/0000-0002-0194-9133) Huimei Cao (ORCID: https://orcid.org/0000-0002-9642-5358) Wenjun Wu (ORCID: https://orcid.org/0000-0002-6502-4893) Zuoxin Ma Ting Ruan Xi Niu Qi Zhang (ORCID: https://orcid.org/0000-0003-2539-4846) Wanli Zheng Shengsheng Yao (ORCID: https://orcid.org/0009-0000-2977-5465) Yuan Luo Xiao Yang (ORCID: https://orcid.org/0000-0003-0712-0550) Institutions Liaoning University of Traditional Chinese Medicine (CN) Jinzhou Central Hospital (CN) Liaoning Provincial People's Hospital (CN) Zoucheng People's Hospital (CN) Jinzhou Medical University (CN) China Medical University (CN) Publication Details Journal BMC Immunology Published 2025-04-07 DOI https://doi.org/10.1186/s12865-025-00708-5 Citations 1 Primary Topic Radiomics and Machine Learning in Medical Imaging Type article Field-Weighted Citation Impact 1.36 Funders Xinjiang Production and Construction Corps Department of Science and Technology of Liaoning Province Explore the Global Research Space Interactive Map