Prostate nodule ultrasonic-assisted diagnosis system, storage medium and electronic equipment
An ultrasound-assisted and diagnostic system technology, applied in medical automated diagnosis, computer-aided medical procedures, character and pattern recognition, etc., can solve the problem of low prediction accuracy, achieve the effect of improving reasoning accuracy, avoiding subjectivity, and improving diagnostic accuracy
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Embodiment 1
[0084] Such as figure 1 Shown, the present invention provides a kind of prostate nodule ultrasonic auxiliary diagnosis system, and this system comprises:
[0085] The data processing module is used to obtain standardized diagnostic data of prostate nodules and corresponding pathological results of prostate nodules based on the prostate history examination report, and construct a training set;
[0086] The basic extended confidence rule base system construction module is used to construct S basic extended confidence rule base systems based on the training set; the basic extended confidence rule base system includes an extended confidence rule base and an inference framework;
[0087] The weight optimization module is used to optimize the weight in each basic extended belief rule base system by solving the optimization model;
[0088] The diagnosis result output module is used to use the standardized diagnosis data to be detected as the input of each optimized basic extended co...
Embodiment 2
[0229] A computer-readable storage medium, which stores a computer program for ultrasound-assisted diagnosis of prostate nodules, wherein the computer program causes the computer to perform the following steps:
[0230] Based on the prostate history examination report, the standardized diagnostic data of the prostate nodule and the corresponding pathological results of the prostate nodule are obtained, and the training set is constructed;
[0231] Based on the training set, construct S basic extended confidence rule base systems; the basic extended confidence rule base system includes an extended confidence rule base and an inference framework;
[0232] By solving the optimization model, the weights in each basic extended belief rule base system are optimized;
[0233] The standardized diagnostic data to be detected is used as the input of each optimized basic extended confidence rule base system to obtain S inference results, and the output diagnostic results of prostate nodu...
Embodiment 3
[0235] An electronic device comprising:
[0236] one or more processors;
[0237] storage; and
[0238] One or more programs, wherein the one or more programs are stored in the memory and configured to be executed by the one or more processors, the programs comprising steps for performing the following:
[0239] Based on the prostate history examination report, the standardized diagnostic data of the prostate nodule and the corresponding pathological results of the prostate nodule are obtained, and the training set is constructed;
[0240] Based on the training set, construct S basic extended confidence rule base systems; the basic extended confidence rule base system includes an extended confidence rule base and an inference framework;
[0241] By solving the optimization model, the weights in each basic extended belief rule base system are optimized;
[0242] The standardized diagnostic data to be detected is used as the input of each optimized basic extended confidence r...
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