This invention belongs to the field of healthcare
informatics, specifically relating to a method and apparatus for the automatic generation and evaluation of psychological scales for different subject populations. The method is based on expert-designed expert factors, utilizing a large-
scale model to perform semantic analysis and structural induction on existing psychological scales, extracting psychological constructs and construct dimensions to form a
knowledge base of psychological scale items. Based on this
knowledge base, and given the scale design requirements such as target psychological constructs and subject
population characteristics, the method combines the item
knowledge base with the structural validity constraint mechanism of the expert-designed psychological scales to achieve the generation of customized psychological scales for different subject populations. Furthermore, it proposes a multi-dimensional automatic
evaluation system for psychological scales that meets psychometric requirements, covering multiple different dimensions, providing feedback information for scale content optimization, and realizing the transformation of psychological scales from manual design to automated and controllable generation.