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The infectious disease brought on by COVID-19 is the pandemic that has put the lives and economy of the entire planet in jeopardy. The only alternatives available before the creation of a vaccine are how to take preventive measures and how to best employ the restricted medical equipment following patient need. Due to the lead durations in vaccine development, this will hold for potential pandemics in the future. An accurate estimation of the Infection Level (IL) in a particular patient is essential to determine if a patient needs to be in quarantine, isolation, or a ventilator. In the case of COVID-19, however, physical contact between a patient and a doctor or any other person is extremely dangerous; as a result, an accurate prediction model is essential for estimating the IL without any physical contact. In this study, innovative mathematical model for estimating the intensity of infection in the human body after a specified …