The invention discloses a trauma
triage method, device and
system, and relates to the technical field of medical assistance, and the method comprises the steps: S1, constructing an initial
triage model which comprises a
feature extraction network, a multipath local polynomial
attention network, a global
attention network and a fusion prediction network; s2, acquiring a training
data set; s3, performing training optimization on the initial
triage model by using the training
data set to obtain an optimized triage model; s4, acquiring trauma data to be triage; s5, using the optimized triage model to predict and analyze the trauma data to be triage, and outputting a triage result; according to the method, the trauma data are aggregated according to the similarity, local polynomial attention
feature extraction capable of being adaptively updated is carried out, and meanwhile, a patient-symptom-diagnosis heterogeneous graph is constructed to carry out polynomial attention learning on global features, so that the relevance between the trauma data can be learned more accurately while the calculation complexity is reduced, and the accuracy of the trauma data is improved. And a triage prediction result is given.