Evidence map›Paper›PMID 42694022›Full record

ArticleLaryngoscope investigative otolaryngology2026

Noninvasive Speech Restoration After Total Laryngectomy Using Surface Electromyography: Pilot Study.

Naresh K Kaushal, Daniel C Comstock, Peter C Belafsky, Adolfo Ramirez-Aristizabal, Lee M Miller

Abstract read
In one paragraph

Article in Laryngoscope investigative otolaryngology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Naresh K KaushalCenter for Mind and Brain, University of California, Davis Davis California USA.ORCID https://orcid.org/0009-0002-4664-0700
Daniel C ComstockCenter for Mind and Brain, University of California, Davis Davis California USA.
Peter C BelafskyDepartment of Otolaryngology-Head and Neck Surgery University of California, Davis Davis California USA.
Adolfo Ramirez-AristizabalAccenture Labs San Francisco California USA.
Lee M MillerCenter for Mind and Brain, University of California, Davis Davis California USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To demonstrate the feasibility of restoring intelligible, own-voice speech after total laryngectomy using noninvasive surface electromyography. Methods: One post-laryngectomy patient and one healthy reference speaker silently articulated a closed-vocabulary corpus of 499 dates and times while surface electromyographic (sEMG) signals were recorded from a 20-electrode face, jaw, and neck montage. A decoder mapped sEMG into speaker-independent speech tokens, which a public token-to-speech stack converted into audible speech; for the patient, the output was re-rendered in his own pre-surgical voice using approximately 8 min of audio recorded before surgery. A per-subject procedure identified a reduced electrode subset, and performance was evaluated by five human listeners. Results: The system produced intelligible speech in the patient's own pre-surgical voice. Mean word error rate by human listeners was 20.2% (95% CI 11.0%-31.5%) for the patient and 14.9% (6.8%-24.9%) for the reference speaker. Electrode-selection analysis indicated that roughly half of the recorded electrodes captured 95% of the multi-channel signal (9 of 20 for the patient, 11 of 18 for the reference), supporting more compact hardware. Single-trial recordings showed coordinated muscle activity tracking each silently articulated word despite the absence of phonation. Conclusion: Noninvasive sEMG-based speech restoration is feasible after total laryngectomy. By decoding muscle activity into a speaker-independent representation, the approach sidesteps the absence of post-surgical own-voice audio and remains applicable to patients unable to phonate. Unlike existing alternatives (electrolarynx, esophageal speech, tracheoesophageal puncture), it can also restore the patient's own pre-surgical voice, offering a high-performing, low-complication path toward clinical use. Level of Evidence: 4.

Indexed as

laryngectomysilent speechspeech restorationsurface electromyographytracheoesophageal puncture

Identifiers

PMID42694022
PMCPMC13537912

What Socratic holds

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Registered trials

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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 Socratic graph.