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Computerised Assessment of Graphomotor Difficulties in a Cohort of School-aged Children
- Source :
- ICUMT
- Publication Year :
- 2019
- Publisher :
- IEEE, 2019.
-
Abstract
- Although graphomotor difficulties (GD) are present in up to 30% of school-aged children, the field of GD diagnosis and assessment is not fully explored and several research gaps can be identified. This study aims to explore the impact of specific elementary graphomotor tasks analysis on the accuracy of computerised diagnosis and assessment of GD. We analysed seven basic graphomotor tasks from 76 children (assessed by special educational counsellors and using the handwriting proficiency screening questionnaire for children HPSQ–C). Employing a differential analysis, we observed that the most discriminative tasks are based on combined loops, sawtooth and small Archimedean spiral drawings. Features with the highest discrimination power quantify kinematics, especially in the vertical projection. Using a multivariate mathematical model, we were able to identify GD with 50% sensitivity and 90% specificity, and to estimate the total score of HPSQ–C with 31% error.
- Subjects :
- Multivariate statistics
medicine.medical_specialty
School age child
Computer science
4. Education
Vertical projection
Archimedean spiral
02 engineering and technology
Audiology
Screening questionnaire
03 medical and health sciences
symbols.namesake
0302 clinical medicine
Discriminative model
Handwriting
Cohort
0202 electrical engineering, electronic engineering, information engineering
symbols
medicine
020201 artificial intelligence & image processing
030217 neurology & neurosurgery
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2019 11th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)
- Accession number :
- edsair.doi...........8885264a38fbb390909047d2403bf28a
- Full Text :
- https://doi.org/10.1109/icumt48472.2019.8970767