Evidence map›Paper›PMID 37457034›Full record

ArticleFrontiers in physiology2023

Edge Computing in Nature: Minimal pre-processing of multi-muscle ensembles of spindle signals improves discriminability of limb movements.

Jasmine A Berry, Ali Marjaninejad, Francisco J Valero-Cuevas

Abstract read
In one paragraph

Article in Frontiers in physiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
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  3. Article
  4. Review
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

3 authors.

Jasmine A BerryBrain-Body Dynamics Lab, Department of Computer Science, University of Southern California, Los Angeles, CA, United States.
Ali MarjaninejadDepartment of Biomedical Engineering, University of Southern California, Los Angeles, CA, United States.
Francisco J Valero-CuevasBrain-Body Dynamics Lab, Department of Computer Science, University of Southern California, Los Angeles, CA, United States.

Funding

Functional reorganization of reticulospinal drive in hemiparetic strokeR21NS113613 · NINDS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI VALERO-CUEVAS, FRANCISCO J · 2019 to 2020
$454k
NINDS NIH HHS R21 NS113613
6 · The paper itself

Abstract

Multiple proprioceptive signals, like those from muscle spindles, are thought to enable robust estimates of body configuration. Yet, it remains unknown whether spindle signals suffice to discriminate limb movements. Here, a simulated 4-musculotendon, 2-joint planar limb model produced repeated cycles of five end-point trajectories in forward and reverse directions, which generated spindle Ia and II afferent signals (proprioceptors for velocity and length, respectively) from each musculotendon. We find that cross-correlation of the 8D time series of raw firing rates (four Ia, four II) cannot discriminate among most movement pairs (∼ 29% accuracy). However, projecting these signals onto their 1

Indexed as

dimensionality reductionlimb movementmuscle spindle afferentmusculotendonproprioceptiontask discrimination

Identifiers

PMID37457034
PMCPMC10345157

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.