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Proof-of-concept: Differentiating upper trapezius muscle with myofascial trigger point using deep learning model on a small prospective sEMG dataset.

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Title: Proof-of-concept: Differentiating upper trapezius muscle with myofascial trigger point using deep learning model on a small prospective sEMG dataset.
Authors: Lu HE; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA., Koivisto D; Division of Physical Medicine and Rehabilitation, Department of Medicine, University of Toronto, Toronto, Canada., Zeng Z; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA., Yu T; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA., Wang J; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA., Meng X; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA., Wilson R; Department Chair of Physical Medicine and Rehabilitation, the MetroHealth System, Cleveland, OH 44109, USA; Case Western Reserve University School of Medicine, Cleveland, OH 44109, USA., Kumbhare D; Division of Physical Medicine and Rehabilitation, Department of Medicine, University of Toronto, Toronto, Canada. Electronic address: Dinesh.Kumbhare@uhn.ca., Pu J; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA; Department of Ophthalmology, University of Pittsburgh, Pittsburgh, PA 15213, USA. Electronic address: jip13@pitt.edu.
Source: Journal of electromyography and kinesiology : official journal of the International Society of Electrophysiological Kinesiology [J Electromyogr Kinesiol] 2026 Jun; Vol. 88, pp. 103132. Date of Electronic Publication: 2026 Mar 08.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: England NLM ID: 9109125 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-5711 (Electronic) Linking ISSN: 10506411 NLM ISO Abbreviation: J Electromyogr Kinesiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Proof-of-concept: Differentiating upper trapezius muscle with myofascial trigger point using deep learning model on a small prospective sEMG dataset.
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  Data: <searchLink fieldCode="AU" term="%22Lu+HE%22">Lu HE</searchLink>; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA.<br /><searchLink fieldCode="AU" term="%22Koivisto+D%22">Koivisto D</searchLink>; Division of Physical Medicine and Rehabilitation, Department of Medicine, University of Toronto, Toronto, Canada.<br /><searchLink fieldCode="AU" term="%22Zeng+Z%22">Zeng Z</searchLink>; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA.<br /><searchLink fieldCode="AU" term="%22Yu+T%22">Yu T</searchLink>; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA.<br /><searchLink fieldCode="AU" term="%22Wang+J%22">Wang J</searchLink>; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA.<br /><searchLink fieldCode="AU" term="%22Meng+X%22">Meng X</searchLink>; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA.<br /><searchLink fieldCode="AU" term="%22Wilson+R%22">Wilson R</searchLink>; Department Chair of Physical Medicine and Rehabilitation, the MetroHealth System, Cleveland, OH 44109, USA; Case Western Reserve University School of Medicine, Cleveland, OH 44109, USA.<br /><searchLink fieldCode="AU" term="%22Kumbhare+D%22">Kumbhare D</searchLink>; Division of Physical Medicine and Rehabilitation, Department of Medicine, University of Toronto, Toronto, Canada. Electronic address: Dinesh.Kumbhare@uhn.ca.<br /><searchLink fieldCode="AU" term="%22Pu+J%22">Pu J</searchLink>; Department of Radiology, University of Pittsburgh, Pittsburgh, PA 15213, USA; Department of Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA; Department of Ophthalmology, University of Pittsburgh, Pittsburgh, PA 15213, USA. Electronic address: jip13@pitt.edu.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9109125 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1873-5711 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2210506411%22">10506411 </searchLink><i>NLM ISO Abbreviation: </i>J Electromyogr Kinesiol <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.jelekin.2026.103132
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        Text: English
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      – TitleFull: Proof-of-concept: Differentiating upper trapezius muscle with myofascial trigger point using deep learning model on a small prospective sEMG dataset.
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              Text: 2026 Jun
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