Orchestrating explainable AI, ChatGPT, and human expertise: a framework for extracting polymer design guidelines

Key Points

• The research aims to create a framework that combines explainable AI and expert knowledge to derive guidelines for polymer design.
• Developed an orchestrating framework integrating explainable AI and ChatGPT with expert insights.
• Conducted qualitative analysis of polymer design requirements.
• Evaluated the effectiveness of guidelines on polymer performance.
• Identified clear and actionable guidelines for designing functional polymers.
• Demonstrated the success of integrating AI and human expertise in polymer design.
• Produced insights that were chemically intuitive and performance-focused.