A medical multimodal large language model for future pandemics Liu et al, NPJ Digital Medicine, December 2, 2023

https://phgkb.cdc.gov/PHGKB/phgHome.action?action=archive&date=12/02/2023 From the paper: "With the goal of quick deployment of tools for rapid response to rare diseases, we present the medical multimodal large language model (Med-MLLM) framework. We evaluate the effectiveness of Med-MLLM using the COVID-19 pandemic “in replay”, showing that Med-MLLM is able to accomplish accurate COVID-19 decision-support tasks with limited labelled data. In contrast, existing efforts usually require thousands, or even more, labelled data to achieve similar performance. "