The present application relates to a kind of
vertebral body fracture postoperative secondary
fracture risk prediction model, construction method and
prediction system, including the
multidimensional data of collection
research object;The
multidimensional data of the
research object meeting the requirements is standardized pre-
processing;Fractured
vertebral body positioning sub-network is constructed, and the output ROI of injured
vertebra is input into image parameter measurement sub-network, and the output result is converted to obtain standardized image parameter set;Standardized image parameter set and clinical data are merged, and independent
predictive factor is screened;Based on independent
predictive factor, the risk prediction model of
vertebral body fracture postoperative secondary fracture based on
nomogram is constructed.The present application realizes the automatic, standardized extraction of
multimodal image parameters by cascading CNN network, integrates multi-center patient
baseline data,
surgery-related data and postoperative
nursing data, and can be used for accurately predicting the risk of secondary OVCF within 2 years after operation by
feature screening and model construction;Solve the problems of poor generalization, strong subjectivity and insufficient
patient compliance in the prior art.