Evidence map›Paper›PMID 36174534›Full record

ArticleJournal of neural engineering2022

Fast inference of spinal neuromodulation for motor control using amortized neural networks.

Lakshmi Narasimhan Govindarajan, Jonathan S Calvert, Samuel R Parker, Minju Jung, Radu Darie, Priyanka Miranda, Elias Shaaya, David A Borton, Thomas Serre

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 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.

  1. Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Article
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.

Lakshmi Narasimhan GovindarajanCognitive, Linguistic & Psychological Sciences, Brown University, Providence, RI, United States of America.ORCID 0000-0002-0936-2919
Jonathan S CalvertSchool of Engineering, Brown University, Providence, RI, United States of America.ORCID 0000-0001-7197-9082
Samuel R ParkerSchool of Engineering, Brown University, Providence, RI, United States of America.
Minju JungCognitive, Linguistic & Psychological Sciences, Brown University, Providence, RI, United States of America.
Radu DarieSchool of Engineering, Brown University, Providence, RI, United States of America.
Priyanka MirandaSchool of Engineering, Brown University, Providence, RI, United States of America.
Elias ShaayaDepartment of Neurosurgery, Brown University and Rhode Island Hospital, Providence, RI, United States of America.
David A BortonCarney Institute for Brain Science, Brown University, Providence, RI, United States of America.ORCID 0000-0003-0710-3005
Thomas SerreCognitive, Linguistic & Psychological Sciences, Brown University, Providence, RI, United States of America.

Funding

Training Program in Recovery and Restoration of CNS health and functionT32NS100663 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI LEIGH R HOCHBERG, JONATHAN ROSAND · 2017 to 2026
$2.5M
Brain Science Compute ClusterS10OD025181 · OD · BROWN UNIVERSITY · PI SANES, JEROME N · 2019 to 2019
$600k
NIH HHS S10 OD025181NINDS NIH HHS T32 NS100663
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Spinal Cord InjuriesSpinal Cord StimulationAnimalsElectromyographyEpidural SpaceNeural Networks, ComputerSheepSpinal Cordapproximate Bayesian inferenceartificial neural networksepidural electrical stimulationmachine learningneuromodulationspinal cord stimulation

Identifiers

PMID36174534
PMCPMC9668352

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.