The invention provides an intelligent diagnosis and treatment method and
system for teenager depression based on
large model collaboration, and the method comprises the steps: constructing a
remote sensing human living microenvironment and growth soft environment
data set, carrying out the preprocessing and
feature extraction of the
data set, carrying out the space-time matching and characterization of the environment and the brain-behavior clinical data of a subject individual, and carrying out the diagnosis and treatment of the teenager depression. Individual intervention
queue data and feature representation matched with the environment are collected; establishing a
knowledge graph based on a
large model based on the acquired multi-dimensional data; and performing intelligent diagnosis and intervention of environment-brain-behavior enhancement based on the established
knowledge graph. Based on a
knowledge organization system of environment-brain-behavior auxiliary diagnosis,
pathogenesis evaluation and individualized intervention, an environment-brain-behavior multi-dimensional
knowledge graph oriented to adolescent depression diagnosis is constructed, and based on a large-model collaborative reasoning mechanism enhanced by environment-brain-behavior multi-dimensional knowledge, the adolescent depression diagnosis is more accurate. An intelligent and precise method
system is provided for diagnosis and treatment of
juvenile depression, and the diagnosis and
treatment level is greatly improved.