bioRxiv / medRxiv
open access
Zero-Cost Digital Automation for Scalable Assessment in a National Mechanical Ventilation Curriculum
BackgroundAs medical education transitions toward competency-based models, longitudinal programs emphasizing deliberate practice and repeated assessment are essential for mastery of complex concepts. Frequent formative assessment requirements, limited expert pools, and growing cohorts that outpace t
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