A machine learning approach for predicting post-stroke aphasia recovery: A pilot study
The potential recovery of post-stroke aphasia is highly variable and the rehabilitation
outcomes are difficult to predict. This interdisciplinary collaboration builds on data collected …
outcomes are difficult to predict. This interdisciplinary collaboration builds on data collected …
An exploration of machine learning methods for predicting post-stroke aphasia recovery
Predicting the potential recovery outcome of post-stroke aphasia remains a challenging task.
Our previous work [10] applied machine learning algorithms to predict participant response …
Our previous work [10] applied machine learning algorithms to predict participant response …
Multimodal neural and behavioral data predict response to rehabilitation in chronic poststroke aphasia
Background: Poststroke recovery depends on multiple factors and varies greatly across
individuals. Using machine learning models, this study investigated the independent and …
individuals. Using machine learning models, this study investigated the independent and …
How does severity of aphasia influence individual responsiveness to rehabilitation? Using big data to understand theories of aphasia rehabilitation
S Kiran - Seminars in speech and language, 2016 - thieme-connect.com
Our ability to make great progress in delivering, optimizing, and predicting rehabilitation
outcomes for individuals with aphasia is challenged by factors that influence rehabilitation …
outcomes for individuals with aphasia is challenged by factors that influence rehabilitation …
Neuroimaging of stroke recovery from aphasia–Insights into plasticity of the human language network
G Hartwigsen, D Saur - Neuroimage, 2019 - Elsevier
The role of left and right hemisphere brain regions in language recovery after stroke-induced
aphasia remains controversial. Here, we summarize how neuroimaging studies increase the …
aphasia remains controversial. Here, we summarize how neuroimaging studies increase the …
[HTML][HTML] Defining Trajectories of Linguistic, Cognitive-Communicative, and Quality of Life Outcomes in Aphasia: Longitudinal Observational Study Protocol
LR Cherney, AJ Kozlowski, AA Domenighetti… - … Research and Clinical …, 2024 - Elsevier
Objective To describe the trajectories of linguistic, cognitive-communicative, and health-
related quality of life (HRQOL) outcomes after stroke in persons with aphasia. Design …
related quality of life (HRQOL) outcomes after stroke in persons with aphasia. Design …
Predicting post-stroke aphasia from brain imaging
MD Rosenberg, H Song - Nature Human Behaviour, 2020 - nature.com
Stroke can lead to debilitating consequences, including loss of language. An important goal
of stroke research is to use machine learning to predict outcomes and response to therapy …
of stroke research is to use machine learning to predict outcomes and response to therapy …
Machine Learning Algorithms for the Prediction of Language and Cognition Rehabilitation Outcomes of Post-stroke Patients: A Scoping Review
Stroke is one of the leading causes of long-term disabilities in motor and cognition
functionality. An early and accurate prediction of rehabilitation outcomes can lead to a tailor …
functionality. An early and accurate prediction of rehabilitation outcomes can lead to a tailor …
Enhanced estimations of post‐stroke aphasia severity using stacked multimodal predictions
The severity of post‐stroke aphasia and the potential for recovery are highly variable and
difficult to predict. Evidence suggests that optimal estimation of aphasia severity requires the …
difficult to predict. Evidence suggests that optimal estimation of aphasia severity requires the …
[HTML][HTML] The role of the hippocampus in statistical learning and language recovery in persons with post stroke aphasia
K Schevenels, L Michiels, R Lemmens, B De Smedt… - NeuroImage: Clinical, 2022 - Elsevier
Although several studies have aimed for accurate predictions of language recovery in post
stroke aphasia, individual language outcomes remain hard to predict. Large-scale prediction …
stroke aphasia, individual language outcomes remain hard to predict. Large-scale prediction …