Novel AI framework enables efficient collaboration between generalist and specialist models for disease diagnosis

MedicalXpress | 七月 30, 2026

A research team from The Hong Kong University of Science and Technology (HKUST) has developed a novel AI framework, the Generalist–Specialist Collaboration (GSCo), which enables a generalist foundation model and specialist models to collaborate on disease diagnosis. GSCo outperforms both standalone models in tasks such as medical imaging, visual question answering and radiology report generation, while significantly reducing the cost of adapting medical models to new clinical tasks.