Brainbow: A Real-Time Inclusivity Index for Neurodiversity using Sentiment Analysis of News and Social Media

The BrainBow platform is designed to raise awareness about neurodiversity by analyzing real-time sentiment data from news articles and social media [1]. The system collects data from various sources and applies sentiment analysis to create an inclusivity index, helping families, educators, and communities understand public sentiment on neurodiversity. However, experiments show that while the platform performs well in explicit sentiment analysis, it struggles with nuanced topics such as gender and disability. To improve its accuracy, the platform could benefit from advanced NLP models and more comprehensive datasets [2]. Despite these challenges, BrainBow is a valuable tool for promoting inclusivity and understanding neurodiverse issues.

Authors

Publication Details

Published
2024-10-19
DOI
https://doi.org/10.5121/csit.2024.141917
Primary Topic
Online Learning and Analytics
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Brainbow: A Real-Time Inclusivity Index for Neurodiversity using Sentiment Analysis of News and Social Media

Zhengwen Zhang, Rodrigo Onate
Online Learning and Analytics
article

Brainbow: A Real-Time Inclusivity Index for Neurodiversity using Sentiment Analysis of News and Social Media

Zhengwen Zhang, Rodrigo Onate
article en

Abstract

The BrainBow platform is designed to raise awareness about neurodiversity by analyzing real-time sentiment data from news articles and social media [1]. The system collects data from various sources and applies sentiment analysis to create an inclusivity index, helping families, educators, and communities understand public sentiment on neurodiversity. However, experiments show that while the platform performs well in explicit sentiment analysis, it struggles with nuanced topics such as gender and disability. To improve its accuracy, the platform could benefit from advanced NLP models and more comprehensive datasets [2]. Despite these challenges, BrainBow is a valuable tool for promoting inclusivity and understanding neurodiverse issues.

Gender equality
Openalex Percentile: Top 78%
Online Learning and Analytics
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.