Motivators and Barriers to PA Preceptorship in North Carolina

This mixed-methods study of North Carolina physician assistant preceptors identifies that while student quality and institutional support are primary motivators, barriers such as burnout, inadequate compensation, and student preparedness significantly hinder preceptorship, suggesting that sustainable recruitment requires a holistic approach addressing relational, professional, and systemic factors beyond financial incentives alone.

Stabingas, K., Gerstner, L., Rachis, S.2026-02-17📄 medical education

AI-Driven Zero-Touch Network Orchestration for Tele-Radiology in Resource-Constrained Environments

This study proposes an AI-driven Zero-Touch Network Orchestration framework utilizing a Cross-Modal Latent Transformer and Edge-Gating mechanism to dynamically partition tele-radiology tasks between edge and cloud resources, achieving diagnostic accuracy comparable to full-cloud inference while significantly reducing bandwidth consumption and latency in resource-constrained environments.

Javed, M. Z., Majeed, R., Shafeeq, U. + 2 more2026-02-16📄 medical education