Orchestrating explainable AI, ChatGPT, and human expertise: a framework for extracting polymer design guidelines | Synapse
April 16, 2026Open Access
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.
Abstract
Orchestrating XAI, ChatGPT, and expert knowledge to extract actionable and chemically intuitive guidelines for designing high-performance functional polymers.