Stages and steps of the LLM-based chatbot design. The process consists of three stages: Health Outcome Explanation, Learning Enhancement, and Patient Engagement, with five sequential steps that guide user interaction, personalize information delivery, and incorporate feedback for continuous improvement. Credit: npj Digital Medicine (2025). DOI:…