Development and External Validation of an Explainable Machine Learning Model to Identify Positive Dysphagia Screening Results in People with Dementia: A Multicenter Cross-Sectional Study.
Clinical interventions in aging · 2026
Abstract e pubblicazione originale
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HumansDeglutition DisordersDementiaCross-Sectional StudiesFemaleMachine LearningMaleAgedLogistic ModelsAged, 80 and overRandom ForestBoosting Machine Learning AlgorithmsROC CurvePredictive Learning ModelsSupport Vector MachineArea Under CurveMass ScreeningSensitivity and SpecificitySHAP analysisdementiadysphagiamachine learningscreening model
Come citare questo studio
Jie Du, Huipin Zhang, Xiaomeng Wen, Xianwei Guo, Juanjuan Hu, Zhunzhun Liu, Xiaobao Li, Claire Shuiqing Zhang, Yun Ye. (2026). Development and External Validation of an Explainable Machine Learning Model to Identify Positive Dysphagia Screening Results in People with Dementia: A Multicenter Cross-Sectional Study.. Clinical interventions in aging. DOI: 10.2147/cia.s625367
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