Fig. 3 Differentiation and classification of motor skill between Novice and Expert surgeons. Differentiation and classification of motor skill between.

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Fig. 3 Differentiation and classification of motor skill between Novice and Expert surgeons. Differentiation and classification of motor skill between Novice and Expert surgeons. (A) Brain region labels are shown for PFC, M1, and SMA regions. Average functional activation for all subjects in the Novice and Expert surgeon groups are shown as spatial maps while subjects perform the FLS task. (B) Average changes in hemoglobin concentration (conc.) during the FLS task duration with respect to specific brain regions for Novice (green) and Expert (red) surgeons. Two sample t tests were used for statistical tests. *P < 0.05. (C) LDA classification results for FLS scores and all combinations of fNIRS metrics. (D) Leave-one-out cross-validation results show the ratio of samples that are below MCE rates of 0.05 for FLS scores and all other combinations of fNIRS metrics. Arun Nemani et al. Sci Adv 2018;4:eaat3807 Copyright © 2018 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC).