This invention discloses an intelligent
system for HIV prevention and detection, belonging to the field of medical and
health data processing technology. The
system includes an intelligent testing kit, a user terminal, and a
disease control management terminal. The intelligent testing kit has a built-in
image acquisition unit for acquiring the colorimetric image of the HIV test strip; the user terminal receives the colorimetric image and extracts colorimetric feature parameters, generates a continuously variable
risk index through a risk mapping model, and simultaneously identifies high-risk scenarios through a behavior
perception module, dynamically pushing intervention information based on the
risk index and / or high-risk scenarios; the
disease control management terminal receives the desensitized
risk index and corresponding anonymous identifiers and spatiotemporal data, constructs a risk propagation model based on a graph neural network, traces the spatiotemporal companions of risk nodes, and pushes anonymous early warning information. This invention achieves a
closed loop from individual detection to group early warning, which can improve the
early detection rate of HIV, achieve precise intervention, and optimize
resource allocation.