Evidence map›Paper›PMID 39823647›Full record

ArticleJournal of neural engineering2025

Unsupervised, piecewise linear decoding enables an accurate prediction of muscle activity in a multi-task brain computer interface.

Xuan Ma, Fabio Rizzoglio, Kevin L Bodkin, Lee E Miller

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. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Xuan MaDepartment of Neuroscience, Northwestern University, Chicago, IL, United States of America.ORCID 0000-0003-3352-1905
Fabio RizzoglioDepartment of Neuroscience, Northwestern University, Chicago, IL, United States of America.ORCID 0000-0002-6744-4605
Kevin L BodkinDepartment of Neurobiology, Northwestern University, Evanston, IL, United States of America.ORCID 0000-0002-6329-7353
Lee E MillerDepartment of Neuroscience, Northwestern University, Chicago, IL, United States of America.ORCID 0000-0001-8675-7140

Funding

Primate model of an intracortically controlled FES prostR01NS053603 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI KENNEDY, ANN KATHRYN, MILLER, LEE · 2006 to 2021
$7.1M
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
Monkey-to-human transfer of trained iBCI decoders through nonlinear alignment of neural population dynamicsR21NS135413 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI MILLER, LEE · 2023 to 2023
$440k
NINDS NIH HHS R01 NS053603NINDS NIH HHS R01 NS074044NINDS NIH HHS R21 NS135413
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Brain-Computer InterfacesMotor CortexMuscle, SkeletalUnsupervised Machine LearningAlgorithmsAnimalsElectromyographyMacaca mulattaMaleEMGintracortical BCImulti-taskneural decodingpiecewise linear

Identifiers

PMID39823647
PMCPMC11775726

What OpenQuestion holds

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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.