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Vaishnavi S Shanbog,
Srajan K,
Indravijay Singh,
Amlan Basu,
Abstract
This study investigates the impact of radiation exposure from cell phone towers on the neurodevelopmental outcomes of children aged 0–5 years. A prospective cohort approach was employed to assess key developmental parameters, including Gross Motor Skills, Fine Motor Skills, and sleep disorders. Given the increasing presence of wireless communication infrastructure, understanding its potential effects on early childhood development is crucial for public health.To analyze the collected data, advanced machine learning models were applied, including Convolutional Neural Networks (CNNs), Ridge Regression, Lasso Regression, Polynomial Regression, and Decision Trees. Among these, CNN demonstrated the highest predictive accuracy in assessing the relationship between radiation exposure and neurodevelopmental outcomes. The findings indicate a significant impact of radiation on children’s motor skills and sleep patterns, suggesting that prolonged exposure may contribute to developmental delays or disorders. The study underscores the necessity for stricter public health guidelines and regulatory measures to minimize early-life radiation exposure. Policymakers and healthcare professionals may use these insights to formulate safety recommendations for urban planning and communication infrastructure deployment. By integrating machine learning into epidemiological studies, this research enhances our understanding of environmental risk factors affecting early childhood neurodevelopment.
Keywords: Cell Phone Towers, Radiation, Neurodevelopment, Machine Learning, Child Health.
[This article belongs to Research and Reviews : Journal of Computational Biology ]
Vaishnavi S Shanbog, Srajan K, Indravijay Singh, Amlan Basu. Neurodevelopmental Effects of Cell Tower Radiation in Children: A Longitudinal Study. Research and Reviews : Journal of Computational Biology. 2025; 14(02):-.
Vaishnavi S Shanbog, Srajan K, Indravijay Singh, Amlan Basu. Neurodevelopmental Effects of Cell Tower Radiation in Children: A Longitudinal Study. Research and Reviews : Journal of Computational Biology. 2025; 14(02):-. Available from: https://journals.stmjournals.com/rrjocb/article=2025/view=213107
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Research and Reviews : Journal of Computational Biology
| Volume | 14 |
| Issue | 02 |
| Received | 17/02/2025 |
| Accepted | 05/03/2025 |
| Published | 12/06/2025 |
| Publication Time | 115 Days |
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