This invention relates to the field of
computer data processing technology and discloses an intelligent review method for science and technology competitions and an evaluation method for the transformation of educational achievements. By collecting process data from participating projects, an innovation trajectory
event sequence is constructed, and multi-layer trajectory entropy is calculated based on a
state transition matrix. A
process innovation index is generated by combining this with a time consistency coefficient. Based on this, technology-related features, education-related features, and market-related features are extracted to construct a three-dimensional transformation coordinate
system and calculate the transformation
potential energy. A
system reference
score is generated by combining this with the basic completion degree. A review convergence mechanism is executed based on the
system reference
score to obtain the converged review result, ultimately generating a comprehensive review result. This invention solves the problem in existing technologies where review relies on result data and fails to reflect the innovation process by collecting process data from the entire process of participating projects and constructing an innovation trajectory
event sequence, combined with a
state transition matrix and multi-layer trajectory entropy to quantify the project evolution process.