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Assessing Language ...
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Themistocleous, Charalambos,1980
(author)
Assessing Language Disorders using Artificial Intelligence: a Paradigm Shift
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Numbers
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LIBRIS-ID:oai:gup.ub.gu.se/331090
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https://gup.ub.gu.se/publication/331090URI
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https://doi.org/10.48550/arXiv.2305.20046DOI
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Subject category:vet swepub-contenttype
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Subject category:ovr swepub-publicationtype
Notes
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Speech, language, and communication deficits are present in most neurodegenerative syndromes. They enable the early detection, diagnosis, treatment planning, and monitoring of neurocognitive disease progression as part of traditional neurological assessment. Nevertheless, standard speech and language evaluation is time-consuming and resource-intensive for clinicians. We argue that using machine learning methodologies, natural language processing, and modern artificial intelligence (AI) for Language Assessment is an improvement over conventional manual assessment. Using these methodologies, Computational Language Assessment (CLA) accomplishes three goals: (i) provides a neuro-cognitive evaluation of speech, language, and communication in elderly and high-risk individuals for dementia; (ii) facilitates the diagnosis, prognosis, and therapy efficacy in at-risk and language-impaired populations; and (iii) allows easier extensibility to assess patients from a wide range of languages. By employing AI models, CLA may inform neurocognitive theory on the relationship between language symptoms and their neural bases. Finally, it signals a paradigm shift by significantly advancing our ability to optimize the prevention and treatment of elderly individuals with communication disorders, allowing them to age gracefully with social engagement.
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Tsapkini, Kyrana
(author)
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Kokkinakis, Dimitrios,1965Gothenburg University,Göteborgs universitet,Centrum för åldrande och hälsa (AgeCap),Institutionen för svenska, flerspråkighet och språkteknologi,Centre for Ageing and Health (Agecap),Department of Swedish, Multilingualism, Language Technology(Swepub:gu)xkokdi
(author)
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Göteborgs universitetCentrum för åldrande och hälsa (AgeCap)
(creator_code:org_t)
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