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Full-Text Articles in Medicine and Health Sciences
Dual Task Effects On Story Retell For Participants With Moderate, Mild, Or No Aphasia: Quantitative And Qualitative Findings, Tyson G. Harmon, Adam Jacks, Katarina L. Haley, Antoine Bailliard
Dual Task Effects On Story Retell For Participants With Moderate, Mild, Or No Aphasia: Quantitative And Qualitative Findings, Tyson G. Harmon, Adam Jacks, Katarina L. Haley, Antoine Bailliard
Faculty Publications
Purpose: To determine dual task effects on content accuracy, delivery speed, and perceived effort during narrative discourse in people with moderate, mild, or no aphasia and to explore subjective reactions to retelling a story with a concurrent task.
Method: Two studies (one quantitative and one qualitative) were conducted. In study 1, participants with mild or moderate aphasia and neurotypical controls retold short stories in isolation and while simultaneously distinguishing between high and low tones. Story retell accuracy (speech productivity and efficiency), speed (speech rate, repetitions, and pauses), and perceived effort were measured and compared. In study 2, participants completed semi-structured …
Nmd-12: A New Machine-Learning Derived Screening Instrument To Detect Mild Cognitive Impairment And Dementia, Pai-Yi Chiu, Haipeng Tang, Cheng-Yu Wei, Chaoyang Zhang, Guang-Uei Hung, Weihua Zhou
Nmd-12: A New Machine-Learning Derived Screening Instrument To Detect Mild Cognitive Impairment And Dementia, Pai-Yi Chiu, Haipeng Tang, Cheng-Yu Wei, Chaoyang Zhang, Guang-Uei Hung, Weihua Zhou
Faculty Publications
Introduction
Using machine learning techniques, we developed a brief questionnaire to aid neurologists and neuropsychologists in the screening of mild cognitive impairment (MCI) and dementia.
Methods
With the reduction of the survey size as a goal of this research, feature selection based on information gain was performed to rank the contribution of the 45 items corresponding to patient responses to the specified questions. The most important items were used to build the optimal screening model based on the accuracy, practicality, and interpretability. The diagnostic accuracy for discriminating normal cognition (NC), MCI, very mild dementia (VMD) and dementia was validated in …