The IRMA Community
Newsletters
Research IRM
Click a keyword to search titles using our InfoSci-OnDemand powered search:
|
Crime and Childhood on OSN: A Machine Learning Approach to Analyzing Media Narratives and Their Effects
|
|
Author(s): Vivek Bhardwaj (School of Computer Science and Engineering, Manipal University Jaipur, India), Tanima Thakur (School of Computer Science and Engineering, Lovely Professional University, Phagwara, India), Mrinalini Rana (School of Computer Science and Engineering, Lovely Professional University, Phagwara, India)and Jeyaganesh Viswanathan (Zoetis, USA)
Copyright: 2026
Pages: 24
Source title:
Child Protection Laws and Crime in the Digital Era
Source Author(s)/Editor(s): Romil Rawat (LabGeoInf-Research LABoratory in GEOmatics and INFormation systems, National Research Council in Italy, Rome, Italy), Sanjaya Kumar Sarangi (Utkal University, India), A. Samson Arun Raj (Karunya Institute of Technology and Sciences, India), Janet Olivia Richmond (Karunya Institute of Technology and Sciences, India)and Purvee Bhardwaj (Rabindranath Tagore University, India)
DOI: 10.4018/979-8-3373-5132-2.ch002
Purchase
|
Abstract
The rising popularity of crime-related content on online streaming platforms has sparked concern over its impact on children's behavior and psychology. This study uses a machine learning-based framework to explore how crime narratives in digital media influence young audiences. By applying Natural Language Processing (NLP) techniques such as BERT for sentiment analysis and convolutional neural networks (CNNs) for visual content evaluation, the research assesses how exposure to violent themes shapes children's views on justice, authority, and social behavior. Drawing from data sources like OSN Streaming Metadata (2023), Twitter Child Media Perception Dataset (2023), and IMDb Crime Show Reviews (2023), results show a 35% increase in fear responses and a 20% rise in aggressive tendencies among frequent viewers. With an 87% success rate in identifying crime-heavy content, the AI models prove effective for automated media screening. The study emphasizes the role of AI in creating safer content environments for children.
Related Content
|
Vivek Bhardwaj, Bilal Ahmed, Mirza Shuja, Deepak Thakur, Tanya Gera, Mukesh Kumar.
© 2026.
26 pages.
|
|
Vivek Bhardwaj, Tanima Thakur, Mrinalini Rana, Jeyaganesh Viswanathan.
© 2026.
24 pages.
|
|
Abhishek Sharma, Abhishek Mishra, Shweta Jain, Khushboo Karodiya, Priyanka Sharma.
© 2026.
10 pages.
|
|
Akash Mishra, Nandini Bansod, Dinesh Baban Kamble.
© 2026.
18 pages.
|
|
Anjali Rawat, George Kurian, Romil Rawat, Janet Olivia Richmond, Anand Rajavat, Purvee Bhardwaj.
© 2026.
28 pages.
|
|
Antonio Gonzalez-Torres.
© 2026.
26 pages.
|
|
Anjali Rawat, A. Samson Arun Raj, Janet Olivia Richmond, Anand Rajavat, Antonio González-Torres, Purvee Bhardwaj.
© 2026.
22 pages.
|
|
|