Evidence map›Paper›PMID 39819752›Full record

ArticleJournal of neural engineering2025

Transformer-based neural speech decoding from surface and depth electrode signals.

Junbo Chen, Xupeng Chen, Ran Wang, Chenqian Le, Amirhossein Khalilian-Gourtani, Erika Jensen, Patricia Dugan, Werner Doyle, Orrin Devinsky, Daniel Friedman and 2 more

Abstract read
In one paragraph

Article in Journal of neural engineering, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

12 authors.

Junbo ChenElectrical and Computer Engineering Department, New York University, 370 Jay Street, Brooklyn, NY 11201, United States of America.
Xupeng ChenElectrical and Computer Engineering Department, New York University, 370 Jay Street, Brooklyn, NY 11201, United States of America.ORCID 0009-0003-3519-1863
Ran WangElectrical and Computer Engineering Department, New York University, 370 Jay Street, Brooklyn, NY 11201, United States of America.
Chenqian LeElectrical and Computer Engineering Department, New York University, 370 Jay Street, Brooklyn, NY 11201, United States of America.
Amirhossein Khalilian-GourtaniNeurology Department, New York University, 223 East 34th Street, Manhattan, NY 10016, United States of America.
Erika JensenNeurology Department, New York University, 223 East 34th Street, Manhattan, NY 10016, United States of America.
Patricia DuganNeurology Department, New York University, 223 East 34th Street, Manhattan, NY 10016, United States of America.
Werner DoyleNeurosurgery Department, New York University, 550 1st Avenue, Manhattan, NY 10016, United States of America.
Orrin DevinskyNeurology Department, New York University, 223 East 34th Street, Manhattan, NY 10016, United States of America.
Daniel FriedmanNeurology Department, New York University, 223 East 34th Street, Manhattan, NY 10016, United States of America.
Adeen FlinkerNeurology Department, New York University, 223 East 34th Street, Manhattan, NY 10016, United States of America.ORCID 0000-0003-1247-1283
Yao WangElectrical and Computer Engineering Department, New York University, 370 Jay Street, Brooklyn, NY 11201, United States of America.

Funding

Diagnostic validity and safety of high-gamma language mapping with intracranial EEGR01NS115929 · NINDS · JOHNS HOPKINS UNIVERSITY · PI Ravindra Arya, NATHAN E CRONE · 2020 to 2026
$3.9M
Characterizing the temporal processing of speech in the human auditory cortexR01DC018805 · NIDCD · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI FLINKER, ADEEN, MESGARANI, NIMA · 2021 to 2025
$3.3M
Spatiotemporal Organization of the Inferior Frontal Gyrus During Speech Production - Resubmission - 1R01NS109367 · NINDS · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI FLINKER, ADEEN · 2019 to 2023
$2.8M
NIDCD NIH HHS R01 DC018805NINDS NIH HHS R01 NS109367NINDS NIH HHS R01 NS115929
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ElectrocorticographyElectrodes, ImplantedSpeechAdultBrain-Computer InterfacesDeep LearningElectroencephalographyFemaleHumansMaleECoGelectrocorticographicneural speech decodingneural speech prosthesisspeech synthesis

Identifiers

PMID39819752
PMCPMC11773629

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.