@article{Mendez:2022:1741-2552/ac5f1a,
author = {Mendez, Guerra I and Barsakcioglu, DY and Vujaklija, I and Wetmore, DZ and Farina, D},
doi = {1741-2552/ac5f1a},
journal = {Journal of Neural Engineering},
title = {Far-field electric potentials provide access to the output from the spinal cord from wrist-mounted sensors},
url = {http://dx.doi.org/10.1088/1741-2552/ac5f1a},
volume = {19},
year = {2022}
}

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TY  - JOUR
AB  - OBJECTIVE: Neural interfaces need to become more unobtrusive and socially acceptable to appeal to general consumers outside rehabilitation settings. APPROACH: We developed a non-invasive neural interface that provides access to spinal motor neuron activities from the wrist, which is the preferred location for a wearable. The interface decodes far-field potentials present at the tendon endings of the forearm muscles using blind source separation. First, we evaluated the reliability of the interface to detect motor neuron firings based on far-field potentials, and thereafter we used the decoded motor neuron activity for the prediction of finger contractions in offline and real-time conditions. MAIN RESULTS: The results showed that motor neuron activity decoded from the far-field potentials at the wrist accurately predicted individual and combined finger commands and therefore allowed for highly accurate real-time task classification. SIGNIFICANCE: These findings demonstrate the feasibility of a non-invasive, neural interface at the wrist for precise real-time control based on the output of the spinal cord.
AU  - Mendez,Guerra I
AU  - Barsakcioglu,DY
AU  - Vujaklija,I
AU  - Wetmore,DZ
AU  - Farina,D
DO  - 1741-2552/ac5f1a
PY  - 2022///
SN  - 1741-2552
TI  - Far-field electric potentials provide access to the output from the spinal cord from wrist-mounted sensors
T2  - Journal of Neural Engineering
UR  - http://dx.doi.org/10.1088/1741-2552/ac5f1a
UR  - https://www.ncbi.nlm.nih.gov/pubmed/35303732
UR  - https://iopscience.iop.org/article/10.1088/1741-2552/ac5f1a
UR  - http://hdl.handle.net/10044/1/96001
VL  - 19
ER  - 

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