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An Application of Item Response Theory and the Rasch Model in Speech Recognition Test Materials
- Source :
- American Journal of Audiology. 25:142-152
- Publication Year :
- 2016
- Publisher :
- American Speech Language Hearing Association, 2016.
-
Abstract
- PurposeThe purpose of this study was to describe an attempt to apply item-response theory (IRT) and the Rasch model to construction of speech-recognition tests. A set of word-recognition test items applicable to children as young as 3 years old—with any level of hearing sensitivity, with or without using hearing devices—was developed.MethodTest items were constructed through expert consultation and by reference to some established language corpora, validated with 121 participants with various degrees of hearing loss and 255 with typical hearing. IRT and the Rasch model were applied to evaluate item quality.ResultsEighty disyllabic word items were selected in accordance with IRT. The speech-recognition abilities of the 376 young participants are reported. The IRT analyses on this set of data are also discussed.ConclusionsA new set of speech-recognition test materials in Cantonese Chinese has been developed. Construction of short equivalent lists may be performed in accordance with IRT item qualities. Clinical applications of this test tool in the particular language population are discussed.
- Subjects :
- Male
medicine.medical_specialty
Speech perception
Adolescent
Computer science
Speech recognition
Audiology
Set (abstract data type)
Young Adult
030507 speech-language pathology & audiology
03 medical and health sciences
Speech and Hearing
0302 clinical medicine
Test item
Item response theory
medicine
Humans
Child
Hearing Loss
030223 otorhinolaryngology
Rasch model
Hearing Tests
Models, Theoretical
Test (assessment)
Case-Control Studies
Child, Preschool
Pattern Recognition, Physiological
Pattern recognition (psychology)
Speech Perception
Female
0305 other medical science
Subjects
Details
- ISSN :
- 15589137 and 10590889
- Volume :
- 25
- Database :
- OpenAIRE
- Journal :
- American Journal of Audiology
- Accession number :
- edsair.doi.dedup.....cafbaa247d62232cc664410ac12f7902