A three-stage framework extracts action timelines from egocentric nursing simulation videos with frozen encoders and HMM decoding, revealing a negative correlation between recognition accuracy and instructor-rated competency.
Rep- etition without repetition: Challenges in understanding be- havioral flexibility in motor skill.Frontiers in Psychology, 11:2018
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
AI-Assisted Competency Assessment from Egocentric Video in Simulation-Based Nursing Education
A three-stage framework extracts action timelines from egocentric nursing simulation videos with frozen encoders and HMM decoding, revealing a negative correlation between recognition accuracy and instructor-rated competency.