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Leveraging explainable artificial intelligence with ensemble of deep learning model for dementia prediction to enhance clinical decision support systems.

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第一作者： Mohamed,Medani

第一单位： Department of Information Systems, Applied College at Mahayil, King Khalid University, Abha, Kingdom of Saudi Arabia.

作者： Mohamed,Medani ^[1] ; Ghada Moh Samir,Elhessewi ^[2] ; Mohammed,Alqahtani ^[3] ; Somia A,Asklany ^[4] ; Sulaiman,Alamro ^[5] ; Da'ad,Albalawneh ^[6] ; Menwa,Alshammeri ^[7] ; Mohammed,Assiri ^[8]

作者单位： Department of Information Systems, Applied College at Mahayil, King Khalid University, Abha, Kingdom of Saudi Arabia. ^[1] Department of Health Sciences, College of Health and Rehabilitation Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, 11671, Riyadh, Kingdom of Saudi Arabia. ^[2] Department of Information System and Cyber Security, College of Computing and Information Technology, University of Bisha, 61922, Bisha, Kingdom of Saudi Arabia. ^[3] Department of Computer Science and Information Technology, Faculty of Sciences and Arts, Northern Border University, 91431, Turaif, Arar, Kingdom of Saudi Arabia. somia.asklany@nbu.edu.sa. ^[4] Department of Computer Science College of Computer, Qassim University, 51452, Buraydah, Kingdom of Saudi Arabia. ^[5] Department of Computer Science, University College in Umluj, University of Tabuk, Tabuk, Kingdom of Saudi Arabia. ^[6] Department of Computer Science, College of Computer and Information Sciences, Jouf University, Sakakah, Kingdom of Saudi Arabia. ^[7] Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam Bin Abdulaziz University, P.O. BOX 16273, 3963, Al-Kharj, Kingdom of Saudi Arabia. ^[8]

关键词 Data normalization Dementia prediction Explainability artificial intelligence Feature selection Gazelle optimization algorithm

医学主题词人类(Humans);痴呆(Dementia);决策支持系统, 临床(Decision Support Systems, Clinical);人工智能(Artificial Intelligence);算法(Algorithms);危险因素(Risk Factors);老年人(Aged)

DOI 10.1038/s41598-025-97102-3

PMID 40360623

发布时间 2025-05-13

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准确一般字义偏差语意偏离译文作用小提交