Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia

Vojtech Zvoncak, J. Mekyska, Katarina Safarova, Z. Galaz, Jan Mucha, Tomas Kiska, Z. Smékal, Barbora Losenicka, Barbora Cechova, Pavlina Francova, M. Faúndez-Zanuy, S. Rosenblum
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引用次数: 4

Abstract

Developmental dysgraphia (DD) can negatively influence writing speed, legibility of written product, and even planning and content generation. This could have a detrimental impact on self-expression, and communication in childhood. The goal of this study is to investigate new intra-writer and self-esteem normalization methods (IWN) in direction of improving computerized DD assessment based on the quantitative analysis of online handwriting. For this purpose we enrolled 97 children who wrote a paragraph using a digitizing tablet. Their handwriting proficiency was rated by the Handwriting Proficiency Screening Questionnaire (HPSQ). The handwriting was parametrized using a conventional set of features that were consequently normalized by four newly designed IWN. Based on the results we observed that a stroke-level £2 norm normalization decreased the computerized DD assessment error from 23 % to 18 %. This study proves that the stroke-level IWN has the significant potential in the field of computerized DD diagnosis and assessment.
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脑卒中水平书写归一化对发展性书写障碍计算机评估的影响
发展性书写障碍(DD)会对写作速度、书面产品的易读性、甚至计划和内容生成产生负面影响。这可能会对儿童时期的自我表达和沟通产生不利影响。本研究的目的是探讨新的写作者和自尊归一化方法(IWN),以改进基于在线笔迹定量分析的计算机化DD评估。为此,我们招募了97名儿童,他们使用数字化平板电脑写了一段话。采用笔迹能力筛选问卷(HPSQ)评定其笔迹能力。笔迹使用一组常规特征进行参数化,这些特征随后由四个新设计的IWN规范化。根据结果,我们观察到脑卒中水平£2规范归一化将计算机DD评估误差从23%降低到18%。本研究证明脑卒中水平的IWN在DD的计算机诊断和评估领域具有重要的潜力。
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