Evidence map›Paper›PMID 37547656›Full record

ArticleArXiv2023

An Explainable Geometric-Weighted Graph Attention Network for Identifying Functional Networks Associated with Gait Impairment.

Favour Nerrise, Qingyu Zhao, Kathleen L Poston, Kilian M Pohl, Ehsan Adeli

Open access · greenAbstract readPreprint
PubMed Full text at PMC
In one paragraph

Article in ArXiv, 2023. 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
9.6field-weighted citation impact, top 1% of its field
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, 8 citations in OpenAlex.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors at 1 institution in 1 country.

Favour NerriseDepartment of Electrical Engineering, Stanford University, Stanford, CA, USA.
Qingyu ZhaoDept. of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA.
Kathleen L PostonDept. of Neurology & Neurological Sciences, Stanford University, Stanford, CA, USA.
Kilian M PohlDept. of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA.
Ehsan AdeliDept. of Psychiatry & Behavioral Sciences, Stanford University, Stanford, CA, USA.
Stanford University · US

Funding

Stanford Alzheimer's Disease Research CenterAdmin Supp: Developing iPSC models for AD and PDP30AG066515 · NIA · STANFORD UNIVERSITY · PI ELIZABETH MORMINO · 2020 to 2026
$29.0M
CEREBELLAR STRUCTURE AND FUNCTION IN ALCOHOLISMR01AA010723 · NIAAA · STANFORD UNIVERSITY · PI SULLIVAN, EDITH VIONI, ZAHR, NATALIE M · 1996 to 2025
$8.3M
Cerebellar Structure and Function in AlcoholismR37AA010723 · NIAAA · STANFORD UNIVERSITY · PI SULLIVAN, EDITH VIONI · 2010 to 2019
$5.4M
The impact of early Tau pathology on cognitive progression and neuropsychiatric symptoms in Parkinson's diseaseR01NS115114 · NINDS · STANFORD UNIVERSITY · PI ANDREASSON, KATRIN I., POSTON, KATHLEEN LOMBARD · 2019 to 2023
$4.2M
NIAAA NIH HHS R01 AA010723NIAAA NIH HHS R37 AA010723NIA NIH HHS P30 AG066515NINDS NIH HHS R01 NS115114
6 · The paper itself

Abstract

One of the hallmark symptoms of Parkinson's Disease (PD) is the progressive loss of postural reflexes, which eventually leads to gait difficulties and balance problems. Identifying disruptions in brain function associated with gait impairment could be crucial in better understanding PD motor progression, thus advancing the development of more effective and personalized therapeutics. In this work, we present an explainable, geometric, weighted-graph attention neural network (

Indexed as

Attention mechanismExplainabilityGait impairmentGeometric learningNeuroimaging biomarkersResting-state fMRI

Identifiers

PMID37547656
PMCPMC10402187
OpenAlexW4385620591

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.