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Real-time closed-loop tissue-specific laser osteotomy using deep-learning-assisted optical coherence tomography.

Yakub A BayhaqiArsham HamidiAlexander A NavariniPhilippe C CattinFerda CanbazAzhar Zam
Published in: Biomedical optics express (2023)
This article presents a real-time noninvasive method for detecting bone and bone marrow in laser osteotomy. This is the first optical coherence tomography (OCT) implementation as an online feedback system for laser osteotomy. A deep-learning model has been trained to identify tissue types during laser ablation with a test accuracy of 96.28 %. For the hole ablation experiments, the average maximum depth of perforation and volume loss was 0.216 mm and 0.077 mm 3 , respectively. The contactless nature of OCT with the reported performance shows that it is becoming more feasible to utilize it as a real-time feedback system for laser osteotomy.
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