Large language models in clinical psychiatry: Applications and optimization strategies

Figure 1 Comprehensive mental health support system based on a large model with Mixture of Experts architecture. Some of the design elements within it are officially licensed from the “Gaoding Design” platform (Licensee ID: 8032451674776512569). The integrated mental health support system relies on large language models that are trained to handle diverse clinical duties, including case structuring and interpretation of medical test results. These large language models operate in unison to manage various stages from outpatient reception to diagnosis, treatment, nursing care, and subsequent monitoring. Once established, this clinical framework can utilize internet-based methods to build a comprehensive mental health support system that integrates “hospital-society-family-school”, extending the hospital’s educational department structure into a unified management system.