Evidence map›Paper›PMID 35366649›Full record

ArticleJournal of neural engineering2022

Estimating muscle activation from EMG using deep learning-based dynamical systems models.

Lahiru N Wimalasena, Jonas F Braun, Mohammad Reza Keshtkaran, David Hofmann, Juan Álvaro Gallego, Cristiano Alessandro, Matthew C Tresch, Lee E Miller, Chethan Pandarinath

Abstract read
In one paragraph

Article in Journal of neural engineering, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

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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

9 authors.

Lahiru N WimalasenaWallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA, United States of America.ORCID 0000-0002-8611-0192
Jonas F BraunDepartment of Electrical and Computer Engineering, Technical University of Munich, Munich, Germany.ORCID 0000-0002-1934-7464
Mohammad Reza KeshtkaranWallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA, United States of America.ORCID 0000-0003-3975-1074
David HofmannDepartment of Physics, Emory University, Atlanta, GA, United States of America.
Juan Álvaro GallegoDepartment of Bioengineering, Imperial College London, London, United Kingdom.ORCID 0000-0003-2146-0703
Cristiano AlessandroDepartment of Physiology, Northwestern University, Chicago, IL, United States of America.ORCID 0000-0003-0655-4189
Matthew C TreschDepartment of Physiology, Northwestern University, Chicago, IL, United States of America.ORCID 0000-0001-9994-3989
Lee E MillerDepartment of Physiology, Northwestern University, Chicago, IL, United States of America.ORCID 0000-0001-8675-7140
Chethan PandarinathWallace H. Coulter Department of Biomedical Engineering, Emory University and Georgia Institute of Technology, Atlanta, GA, United States of America.ORCID 0000-0003-1241-1432

Funding

Interdisciplinary Engineering Career Development Center in Movement and Rehabilitation SciencesK12HD073945 · NICHD · NORTHWESTERN UNIVERSITY AT CHICAGO · PI DEWALD, JULIUS P, REINKENSMEYER, DAVID JAY · 2012 to 2021
$7.9M
Primate model of an intracortically controlled FES prostR01NS053603 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI KENNEDY, ANN KATHRYN, MILLER, LEE · 2006 to 2021
$7.1M
Fusing motor neuroscience and artificial intelligence to create next-generation neural prostheses.DP2NS127291 · NINDS · EMORY UNIVERSITY · PI PANDARINATH, CHETHAN · 2021 to 2024
$2.4M
The Neural Control of Internal Joint StateR01NS086973 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI TRESCH, MATTHEW · 2014 to 2018
$1.8M
Robust modeling of within- and across-area population dynamics using recurrent neural networks - Admin SupplRF1DA055667 · NIDA · EMORY UNIVERSITY · PI MILLER, LEE, PANDARINATH, CHETHAN · 2021 to 2023
$1.6M
The representation of uncertainty in the sensorimotor systemR01NS074044 · NINDS · REHABILITATION INSTITUTE OF CHICAGO D/B/A SHIRLEY RYAN ABILITYLAB · PI KORDING, KONRAD P., MILLER, LEE · 2011 to 2015
$1.6M
NICHD NIH HHS K12 HD073945NIDA NIH HHS RF1 DA055667NINDS NIH HHS DP2 NS127291NINDS NIH HHS R01 NS053603NINDS NIH HHS R01 NS074044NINDS NIH HHS R01 NS086973
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Deep LearningAnimalsBayes TheoremElectromyographyLocomotionMuscle, SkeletalRatsdeep learningdynamical systemsEMGmotor control

Identifiers

PMID35366649
PMCPMC9628781

What OpenQuestion holds

Textmetadata
LicenceTDM
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.