visionMC: A Low-Cost AI System Using Facial Recognition and Voice Interaction to Optimize Primary Care Workflows

This pilot study evaluated the visionMC system, a low-cost artificial intelligence system integrating HOG-based facial recognition and voice notifications, for workflow optimization in a family medicine practice. Implemented on a Raspberry Pi 4, the system was tested over two weeks with 50 patients....

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Bibliographic Details

Main Authors:	Marius Cioca, Adriana Lavinia Cioca
Format:	Artigo
Language:	Inglês
Published:	MDPI AG 2026-01-01
Series:	Inventions
Subjects:	artificial intelligence facial recognition workflow optimization embedded systems voice interaction
Online Access:	https://www.mdpi.com/2411-5134/11/1/6
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