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COVID-19 is predominantly transmitted through person-to-person contact via respiratory droplets, resulting in consistent risk transmission through traditional contact. This pandemic primarily affects older people and those with pre-existing hypertension and diabetes. Although existing solutions are ineffective, the researchers press that the EHR-based method is quite influential. The COVID-19 pandemic has demonstrated significant problems and risks to humanity. Thus, data portability, healthcare framework modeling, interpretation, standardized procedures to cope with various data privacy standards, data management, and sustainability are currently viewed as the most significant parameters to increase collaborative research. In this day and age, sharing accurate and thorough clinical data gathered by health care adopted Electronic Health Records (EHR) systems is crucial. Electronic health records system data is not only advisable for day-to-day operations but can also be used to enhance research and support fundamental choices concerning the efficacy of medications and treatment.