Beyond Funnel-Style High-Throughput Screening: An Expert-Guided Multi-Scale Nexus for Polynary Perovskite Electrocatalyst Exploration
Navigating the vast compositional landscape of polynary oxide electrocatalysts is traditionally limited by funnel-style screening paradigms that treat high-fidelity data as binary gates rather than informative training signals. Here, we present an expert-guided multiscale framework for Pr–Sr–Co-Fe perovskites. By int...