The invention provides a mental disorder aided decision-making method and
system based on multi-
modal data, and belongs to the technical field of
disease aided decision-making, the method is applied to a
system comprising a
data acquisition module, a preliminary screening module and an aided decision-making module, and the method specifically comprises the following steps: preprocessing the multi-
modal data of a patient; in combination with the mental disorder
risk level of the patient of the preliminary screening model, decision assistance is triggered according to the mental disorder
risk level, or corresponding decision suggestions are matched and output; when decision assistance is triggered, the
disease classification probability and severity are obtained through a diagnosis model based on a cross-
modal attention mechanism, meanwhile, according to a time-dependent risk prediction model, a
survival probability curve of a
recurrence risk is generated in combination with historical diagnosis data of a patient, and decision assistance suggestions are determined by integrating outputs of the two models. According to the method, on the basis of multi-
modal data, multiple types of intelligent models are fused,
objective data support is provided in the assessment and intervention process, and the
missed diagnosis and misdiagnosis risks of mental disorders are reduced.