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.
Analyzing em- bodied learning in classroom settings: A human-in-the-loop ai approach for multimodal learning analytics.Learning and Instruction, 103:102274
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.