کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
10322221 660850 2015 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
SPELTA: An expert system to generate therapy plans for speech and language disorders
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
SPELTA: An expert system to generate therapy plans for speech and language disorders
چکیده انگلیسی
Speech and Language Pathologists have to treat a wide spectrum of disorders, working with a large set of exercises and activities to design personalized therapy plans for their patients. This paper presents an expert system designed to provide support in that labor by automatically generating therapy plans containing semiannual activities in the areas of hearing, oral structure and function, linguistic formulation, expressive language + articulation, and receptive language. The system relies on an implementation of the Partition Around Medoids (PAM) algorithm to generate clusters of subject profiles with two levels of granularity, first considering broad diagnosis terms and medical conditions, and then looking at the specific communication skills affected. The proposal has been tested in collaboration with expert pathologists from three special education institutions of Ecuador, who were about 90% satisfied with the quality of the therapy plans provided. It was found that the two-level clustering is a crucial feature to tell apart individuals who have similar speech-language limitations, but arising from different medical conditions and, therefore, requiring different treatment.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Expert Systems with Applications - Volume 42, Issue 21, 30 November 2015, Pages 7641-7651
نویسندگان
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