Evidence map›Paper›PMID 39943420›Full record

ArticleSensors (Basel, Switzerland)2025

Electrode Setup for Electromyography-Based Silent Speech Interfaces: A Pilot Study.

Inge Salomons, Eder Del Blanco, Eva Navas, Inma Hernáez

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Inge SalomonsHiTZ Basque Center for Language Technology, University of the Basque Country, Ingeniero Torres Quevedo Plaza, 1, 48013 Bilbao, Spain.ORCID 0000-0002-1490-8904
Eder Del BlancoHiTZ Basque Center for Language Technology, University of the Basque Country, Ingeniero Torres Quevedo Plaza, 1, 48013 Bilbao, Spain.ORCID 0000-0001-6510-778X
Eva NavasHiTZ Basque Center for Language Technology, University of the Basque Country, Ingeniero Torres Quevedo Plaza, 1, 48013 Bilbao, Spain.ORCID 0000-0003-3804-4984
Inma HernáezHiTZ Basque Center for Language Technology, University of the Basque Country, Ingeniero Torres Quevedo Plaza, 1, 48013 Bilbao, Spain.ORCID 0000-0003-4447-7575

Funding

Agencia Estatal de Investigación PID2019- 385 108040RB-C21/AEI/10.13039/501100011033
6 · The paper itself

Abstract

This paper describes a series of pilot experiments developed to define the electrode setup in order to record a novel parallel electromyography (EMG)-audio database. The main purpose of the database is to provide data useful for the development of an EMG-based silent speech interface for Spanish laryngectomized speakers. Motivated by the scarcity of information in related studies regarding this important decision-making process, we decided to carry out a set of experiments with multiple recording sessions and different setups. We included different electrode types (paired and concentric) and locations targeting different muscles in the face and neck involved in the speech production process. We then analyzed the results obtained in a phone classification task using frame-based phone accuracy. The final setup consists of eight channels with bipolar single-electrode pairs targeting eight specific muscles crucial for capturing speech-related information: the digastric, the depressor anguli oris, the risorius, the levator labii superioris, the masseter, the zygomaticus major, the depressor labii superioris, and the stylohyoid. This setup has been used for the final recordings in the database. By providing insight into the electrode setups that were used in related studies and the optimal setup that resulted from this pilot study, we hope that this research will help future researchers in the field in determining their experimental setup.

Indexed as

ElectromyographySpeechElectrodesFemaleHumansMalePilot Projectselectromyographyphone classificationsilent speech recognition

Identifiers

PMID39943420
PMCPMC11821129

What OpenQuestion holds

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.