Taking the competition event of “Classification of Public Health Questions” algorithm evaluation contest as an example, the paper presents a method to improve the model's ability to identify public health questions by training open-source annotated data, expounds the model construction method, data description and preprocessing, model algorithm and so on, and provides references for related study.