This talk explores Human-Centered AI (HCAI) designed to support better decision-making, with a focus on applications in health and care. It highlights recent research including AI-based nutritional assessment systems for older adults with diabetes and interpretable AI models through data visualization. Emphasizing fairness and transparency, the presentation discusses the development of stakeholder-responsive AI tools in healthcare and future research directions in human-centered design.