CalcPal: Mobile Application to Comprehensively Screen and Provide Remedial Activities for Dyscalculia

Dyscalculia, is a significant learning disorder affecting math skills. About 3-6% of the population is said to be affected. Therefore, there is a need for an interactive solution that addresses all variants of Dyscalculia and is tailored to Sri Lanka. This research presents a comprehensive screening and intervention approach for identifying and supporting primary school students with dyscalculia, tailored to the Sri Lankan school syllabus. Using machine learning techniques such as CNN, RNN, XGBoost, Random Forest, and SVM, this application screens for all 8 variants of Dyscalculia, accommodating both Sinhala and English languages. The subtypes addressed by this application are Verbal, Lexical, Operational, Ideognostic, Practognostic, Sequential, Graphical and Visual Spatial Dyscalculia. The developed app predicts the risk of the student having any of the types more than 90% accuracy. Overall, the gaming environment provided by this app creates an accessible environment to all students and help overcome Math anxiety.

Authors

Institutions

Publication Details

Published
2024-11-19
DOI
https://doi.org/10.1109/cenim64038.2024.10882642
Citations
2
Primary Topic
Cognitive and developmental aspects of mathematical skills
Type
article
Field-Weighted Citation Impact
1.42
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

CalcPal: Mobile Application to Comprehensively Screen and Provide Remedial Activities for Dyscalculia

Sankalpa Athukorala, Samantha Thelijjagoda, Jenny Krishara, Vihanga Gunasekare et al.
2 citations
Cognitive and developmental aspects of mathematical skills
1.42
article

CalcPal: Mobile Application to Comprehensively Screen and Provide Remedial Activities for Dyscalculia

Sankalpa Athukorala, Samantha Thelijjagoda, Jenny Krishara, Vihanga Gunasekare, Lakindu De Zoysa, Vimukthi Serasinghe
article en
2 citations

Abstract

Dyscalculia, is a significant learning disorder affecting math skills. About 3-6% of the population is said to be affected. Therefore, there is a need for an interactive solution that addresses all variants of Dyscalculia and is tailored to Sri Lanka. This research presents a comprehensive screening and intervention approach for identifying and supporting primary school students with dyscalculia, tailored to the Sri Lankan school syllabus. Using machine learning techniques such as CNN, RNN, XGBoost, Random Forest, and SVM, this application screens for all 8 variants of Dyscalculia, accommodating both Sinhala and English languages. The subtypes addressed by this application are Verbal, Lexical, Operational, Ideognostic, Practognostic, Sequential, Graphical and Visual Spatial Dyscalculia. The developed app predicts the risk of the student having any of the types more than 90% accuracy. Overall, the gaming environment provided by this app creates an accessible environment to all students and help overcome Math anxiety.

Sri Lanka Institute of Information Technology (LK)
Openalex Percentile: Top 15%
Cognitive and developmental aspects of mathematical skills
1.42
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.