Method of AAV different treatment regimen prognosis prediction model based on AI technology
A technology of treatment plan and prediction model, applied in medical simulation, medical automatic diagnosis, computer-aided medical procedure, etc., can solve problems such as prediction, different renal survival rate, etc.
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Embodiment 1
[0082] Embodiment 1: as figure 1 , 2 As shown, a method for predicting the prognosis of different treatment options for AAV based on AI technology includes the following steps:
[0083] S1. Collect data on renal survival and prognosis of existing ANCA-associated nephritis patients treated with different treatment regimens. The data on renal survival and prognosis after different treatment regimens include different treatment regimens, medical characteristic data, and renal survival prognosis. The prognosis of renal survival includes renal survival and renal non-survival. The renal survival prognosis data is used as test data and training data.
[0084] The different treatment schemes come from the collected data on renal survival and prognosis of patients with ANCA-associated nephritis. The data includes different treatment schemes. The collected different treatment schemes are manually grouped, and the treatment scheme set is summarized.
[0085] S2, Cox regression analysi...
Embodiment 2
[0091] Embodiment 2: as figure 1 , 2 As shown, a method for predicting the prognosis of different treatment options for AAV based on AI technology includes the following steps:
[0092] S1. Collect data on renal survival and prognosis of existing ANCA-associated nephritis patients treated with different treatment regimens. The data on renal survival and prognosis after different treatment regimens include different treatment regimens, medical characteristic data, and renal survival prognosis. The prognosis of renal survival includes two situations of renal survival and renal non-survival; the data of the prognosis of renal survival are used as test data and training data;
[0093] The different treatment schemes come from the collected data on renal survival and prognosis of patients with ANCA-associated nephritis. The data includes different treatment schemes. The collected different treatment schemes are manually grouped, and the treatment scheme set is summarized.
[0094...
Embodiment 3
[0145] Embodiment 3: The present invention also proposes a prognosis prediction model based on AI technology for different AAV treatment options, the prediction model includes Cox regression to construct a prognosis prediction model and XGboost prognosis prediction model; Cox regression to construct a prognosis prediction model and XGboost prognosis prediction model in parallel .
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