Background: The symptoms of coronavirus disease 2019 (COVID-19) range from moderate to critical conditions, leading to death in some patients, and the early warning indicators of the COVID-19 progress
From 2023 to 2024, the Huangpu District CDC in Guangzhou established refined quality control rules for a Python-based application, guided by the national specifications for infectious disease informat