A symptom monitoring and early warning method based on the symptom ratio r value
A technology for monitoring, early warning, and symptoms, applied in the field of symptom monitoring and early warning based on the R value of the symptom ratio, can solve problems such as low processing efficiency, poor data quality, and large differences in diagnosis and treatment data, and reduce the process of preprocessing and processing efficiency. High and good portability
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[0082] Aiming at the problem of poor timeliness of traditional monitoring methods, the present invention applies a symptom monitoring method to realize early warning and prediction of infectious diseases. In order to solve the problems of low data preprocessing efficiency, poor versatility and poor transplantability in the current symptom monitoring and early warning system, the present invention proposes a symptom monitoring and early warning method based on the symptom ratio R value. Such as figure 2 As shown, the specific process of the method is as follows:
[0083] (1) Acquisition of hospital diagnosis and treatment data: Obtain outpatient and inpatient data of hospitals and regional health information platforms for 2-3 consecutive years.
[0084] (2) Clean the data and screen out the hospital data to be analyzed.
[0085] The process can be further broken down into the following steps:
[0086] (1) Select hospital data that is continuous by day, week, month, and year...
no. 2 example
[0099] The symptom ratio R value calculation process of the present embodiment is as follows:
[0100] (1) In the data of qualified hospitals, organize the data.
[0101] Taking influenza-like illness surveillance (ILI) as an example, the data is organized as follows:
[0102] (1) Determine the name of the disease.
[0103] There are two ways to determine the disease name:
[0104] a. Use the DELPTH (Delphi) method to find out the types of diseases whose ICD diagnosis names include the diagnosis of influenza-like diseases, and there are about 42 types in total.
[0105] b. Self-defined diagnosis name search method: open the database, remove the name of ICD diagnosis and search for the field of disease diagnosis. In the self-defined diagnosis name, use machine learning or manual judgment to find out the diagnosis that may be "cold" , such as "Shanggan", "Heatness" and "Shangyan", there are about 500 kinds of diagnoses, and then arranged in order of frequency, and the top 50 ...
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