STM Journals Peer-reviewed research from Consortium e-Learning Network

Research and Reviews : Journal of Computational Biology Original Research

Neurodevelopmental Effects of Cell Tower Radiation in Children: A Longitudinal Study

  1. Vaishnavi S Shanbog
  2. Srajan K
  3. Indravijay Singh
  4. 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

References (10)

  1. I. V. Singh, M. S. Setia, B. Seth, N. Revathi, P. Prutha, and S. Smita, "Role of Cell Phone Towers and Radiation in Developmental Outcomes in Children: A Perspective Cohort Study," in Proceedings of Neuropedicon 2022, Srinagar, India, Sep.
  2. C. L. Russell, "5G wireless telecommunications expansion: Public health and environmental implications," Environmental Research, 2018; vol. 5, no. 7.
  3. N. Betzalel, P. Ben Ishai, and Y. Feldman, "The human skin as a sub- THz receiver – Does 5G pose a danger to it or not?" Environmental Research, 2018; vol. 163, pp. 208-216.
  4. "Risks to Health and Well-Being From Radio-Frequency Radiation Emitted by Cell Phones," Frontiers in Psychiatry, 2023; vol. 15, no. 5, pp. 1234–1240.
  5. "Mobile Tower Radiation and Its Impacts on Child Health," Quest Journals, 2021; vol. 9, no. 3, pp. 45–50.
  6. Boivin MJ, Kakooza AM, Warf BC, Davidson LL, Grigorenko EL. Reducing neurodevelopmental disorders and disability through research and interventions. Nature. 2015;527(7578):S155-S160. doi:10.1038/nature16029
  7. C. Smith and L. Johnson, "Health Effects of Cellphone and Cell Tower Radiation: Implications for 5G," Environmental Health Trust, 2021, vol. 11, no. 2, pp. 220–230.
  8. J. Doe and K. Brown, "How Mobile Tower Emissions Affect Human Health: Understanding the Theory and Risks," ResearchGate, 2020, vol. 14, no. 6, pp. 567–578.
  9. A. B. Smith, T. Jones, and P. Williams, "A Review of Air Pollution and the 5G Network's Impact on the Environment and Public Health," Nature, 2021; vol. 34, no. 7, pp. 1005–1016.
  10. J. Taylor and M. Davis, "Impacts of Wireless Communication Radiation on Public Health: A Review," ScienceDirect, 2020; vol. 45, no. 3,pp. 789–800,
Support