Researchers introduce LiteMedCoT-VL, a pipeline that transfers chain-of-thought reasoning from a large teacher model to smaller student models through LoRA-based fine-tuning on explanation-enriched training data. This allows for more interpretable clinical decision support on portable clinical devices.