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From EHR chaos to clinical clarity: enhancing foundational encoders with task-specific attention for domain-oriented representation learning in downstream clinical application
Author: Ahmad, Ibtihaj; Qu, Jing; Zhang, Qi; Zhou, Xiaoyan; Chu, Qingyin; Ran, WenHao; Xue, Fuzhong
Journal: HEALTH INFORMATION SCIENCE AND SYSTEMS. 2026; Vol. 14, Issue 1, pp. -. DOI: 10.1007/s13755-026-00452-z
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PhenoRareAI: Phenotype-based intelligent diagnosis for rare neuromuscular disorders of glycogen storage disease and spinal muscular atroph
Author: Zhai, Weiqi; Jiao, Kexin; Wang, Ningning; Yu, Liqiang; Huang, Xiaodi; Li, Wenhui; Hu, Chaoping; Chen, Xinyu; Zhu, Bochen; Zhang, Jialong; Chang, Xuechun; Zhong, Huahua; Zhao, Chongbo; Huang, Zhi; Yang, Guangyao; Zhu, Shanfeng; Zhu, Wenhua
Journal: HEALTH INFORMATION SCIENCE AND SYSTEMS. 2026; Vol. 14, Issue 1, pp. -. DOI: 10.1007/s13755-026-00455-w
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PKFAR: psychiatry knowledge-fused augmented reasoning with large language model
Author: Wang, Rongzheng; Yu, Cheng; Dong, Qian; Qiu, Jianqing; Wen, Tao; Zhang, Wei; Qin, Ke
Journal: HEALTH INFORMATION SCIENCE AND SYSTEMS. 2026; Vol. 14, Issue 1, pp. -. DOI: 10.1007/s13755-026-00447-w
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Parameter-efficient fine-tuning with layer pruning on medical sequence-to-sequence modelin
Author: Zhu, Yunqi; Wu, Yuanyuan; Zhang, Wensheng; Yang, Xuebing
Journal: HEALTH INFORMATION SCIENCE AND SYSTEMS. 2026; Vol. 14, Issue 1, pp. -. DOI: 10.1007/s13755-026-00453-y
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UMEval: a unified framework for explainable medical term semantic evaluation with large language model
Author: Liu, Shuyu; Feng, Linkun; Luo, Youwei; Wang, Bijiang; Chen, Panfeng; Wang, Xiaohua; Xu, Huarong; Ma, Dan; Chen, Mei; Chen, Cen; Li, Hui; Wang, Yanhao
Journal: HEALTH INFORMATION SCIENCE AND SYSTEMS. 2026; Vol. 14, Issue 1, pp. -. DOI: 10.1007/s13755-026-00448-9
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Detecting stress from videos via intra-subject and inter-subject learnin
Author: Ding, Yang; Dai, Yi; Cao, Lei; Tian, Junrui; Lin, Zexi; Feng, Ling
Journal: HEALTH INFORMATION SCIENCE AND SYSTEMS. 2026; Vol. 14, Issue 1, pp. -. DOI: 10.1007/s13755-026-00450-1
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ConsTCM: aligning fundus images with constitution differentiation in multimodal language model for Traditional Chinese Medicin
Author: Ji, Xiangyu; Rao, Guozheng; Zhuang, Pengwei; Xing, Hanshuo; Cao, Jinli; Cao, Yang; Zhang, Meihan; Wang, Xin
Journal: HEALTH INFORMATION SCIENCE AND SYSTEMS. 2026; Vol. 14, Issue 1, pp. -. DOI: 10.1007/s13755-026-00442-1
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Enhancing LLM-based medical decision-making by test-time knowledge acquisitio
Author: Li, Shipeng; Bao, Liuxin; Li, Shikun; Wan, Bo
Journal: HEALTH INFORMATION SCIENCE AND SYSTEMS. 2026; Vol. 14, Issue 1, pp. -. DOI: 10.1007/s13755-026-00449-8
