PROBLEM TO BE SOLVED: To provide a method for predicting infectious disease classification. The infectious disease classification prediction method of the present invention includes a step of training and testing an infectious disease prediction model, a step of obtaining an optimized infectious disease prediction model, and an optimized infectious disease prediction model. Steps to predict infectious disease monitoring data prior to the time of measurement using and step to determine the classification time window size based on the infectious disease prediction model, and prediction results at each time point prior to the time of measurement And the step of determining the infectious disease risk level at the time of measurement based on the classification time window size. The present invention also provides an infectious disease classification prediction device, a computer device, and a readable storage medium. According to the present invention, the accuracy of determining the infectious disease risk level is improved. [Selection diagram] Fig. 1
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