Air absorbed dose rate is a key indicator of environmental radiation exposure. In China, automated environmental radiation monitoring systems have been established in multiple cities to continuously measure air absorbed dose rates. Nevertheless, developing effective preventive strategies based solely on data monitoring remains challenging. To address the issue, this study proposes a prediction framework for urban air absorbed dose rates based on historical data. The framework encompasses model construction, data preprocessing, outcome evaluatio...