The novel coronavirus disease 2019 (COVID-19) current pandemic is a
worldwide health emergency like no other. It is not the only COVID-19
infection in infants, children, and adolescents that is causing concern among
their families and professionals; there are also other serious issues that must
be carefully detected and addressed. Major things are identified due to
COVID-19, some elements are affecting children’s healthcare in direct or
indirect ways, affecting them not just from a medical standpoint but also
from social, psychological, economic, and educational perspectives. All
these factors may have affected children’s mental development, particularly
in rural settings. As Bangladesh faces a major challenge such as a lack of
public mental health facilities, especially in rural areas. So, we discovered a
method to predict the mental development condition of rural children that
they are facing at this time of COVID-19 using machine learning
technology. This research work can predict whether a rural child is mentally
developed or mentally hampered in Bangladesh and this prediction gives
nice feedback.

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