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The model generated structured reports with total scores (mean = 13.9 \u00b1 1.2) comparable to human ratings (mean = 12.8 \u00b1 2.9). Scenario-level analyses indicated variation in some cases but overall reliable performance across simulation runs. The pipeline demonstrated lower inter-rater variability (SD = 0.7\u20131.7) than human examiners (SD = 1.3\u20132.9), indicating greater internal consistency. The findings inform a forthcoming prospective evaluation.<\/jats:p>","DOI":"10.3233\/shti260639","type":"book-chapter","created":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T22:11:11Z","timestamp":1779401471000},"source":"Crossref","is-referenced-by-count":2,"title":["Feasibility of LLM-Assisted Communication Feedback in Simulation-Based Medical Education: A Pilot Study"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9983-1554","authenticated-orcid":false,"given":"Mohamed","family":"Alhaskir","sequence":"first","affiliation":[{"name":"Institute of Med. 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