An agentic, human-in-the-loop framework that turns literature-derived scenarios into simulation-ready QSP interventions through entity definition, scenario extraction, and scenario mapping.
A comprehensive 2017–2024 survey of recommender systems, bridging traditional techniques and modern deep learning, graph-based, reinforcement learning, and LLM-based approaches across e-commerce, healthcare, and finance.