Operation classification coding method based on original operation data
A coding method and surgical technology, which is applied in the fields of artificial intelligence and medical informatization, can solve problems such as differences in coding results, non-uniform standard surgical coding standards, and uneven understanding, achieving rapid classification, saving human resources, and fast coding speed Effect
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example 1
[0071] Example 1: Assume that the operation input by the doctor obtained in step 1 is cesarean section through the lower uterine segment, and the result of cesarean section lower uterine segment is obtained after step 2 (in order to eliminate the influence of punctuation marks on matching, the system replaces Punctuation marks, the standard surgery used for training in step 4 also removes all punctuation marks), the processing results of step 2 go through step 3, no corresponding standard surgery is found, and enter step 4. In step four, the calculation result of the two-way surgical data entity recognition model is 0.5831, and then enters the neural entity relationship discriminant network calculation to obtain the result of the standard surgery with the highest relationship as 0.999974.1x00 low uterine segment cesarean section. From this example, it can be found that the doctor's random writing order and a small amount of excess words for some operations will not affect the c...
example 2
[0072] Example 2: Assume that the operation inputted by the doctor obtained in step 1 is closed reduction and PFNA internal fixation of femoral fracture, and closed reduction and PFNA internal fixation of femoral fracture is obtained after step 2 (there are no special characters or punctuation marks, so step 2 is not performed. treatment), after step three, if no corresponding standard operation is found, go to step four. In step four, the calculation result of the two-way surgical data entity recognition model is 0.8013, and then enters the neural entity relationship discriminant network calculation to obtain the standard surgery with the highest relationship. The PFNA mentioned in this example is a new type of intramedullary nail. From this example, it can be found that some concepts not mentioned in detail in the standard diagnosis written by the doctor during the operation can be automatically identified by the system.
[0073] Deployment scheme of surgical automatic codin...
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