%0 Conference Paper %B IEEE International Conference on Robot and Human Interactive Communication (IEEE RO-MAN 2026) %C Fukuoka, Japan %D 2026 %T Risk-Aware Response Refinement for Safer LLM-Powered Socially Assistive Robots in Elderly Care