Evidence map›Paper›PMID 39771944›Full record

ArticleSensors (Basel, Switzerland)2024

Real-Time Freezing of Gait Prediction and Detection in Parkinson's Disease.

Scott Pardoel, Ayham AlAkhras, Ensieh Jafari, Jonathan Kofman, Edward D Lemaire, Julie Nantel

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Sensors (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed, 1 pooled it
–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

5 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
  3. Article
  4. Article
  5. 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

6 authors.

Scott PardoelDepartment of Systems Design Engineering, University of Waterloo, Waterloo, ON N2L 3G1, Canada.
Ayham AlAkhrasDepartment of Systems Design Engineering, University of Waterloo, Waterloo, ON N2L 3G1, Canada.ORCID 0000-0003-1115-9554
Ensieh JafariSchool of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.
Jonathan KofmanDepartment of Systems Design Engineering, University of Waterloo, Waterloo, ON N2L 3G1, Canada.
Edward D LemaireFaculty of Medicine, Ottawa Hospital Research Institute, University of Ottawa, Ottawa, ON K1H 8M2, Canada.ORCID 0000-0003-4693-2623
Julie NantelSchool of Human Kinetics, Faculty of Health Sciences, University of Ottawa, Ottawa, ON K1N 6N5, Canada.ORCID 0000-0001-7253-9222

Funding

Microsoft CanadaNatural Sciences and Engineering Research Council of Canada (NSERC)Ontario Ministry of Colleges and UniversitiesUniversity of WaterlooWaterloo Artificial Intelligence Institute and Network for Aging Research at University of WaterlooWeston Family Foundation through its Weston Brain Institute
6 · The paper itself

Abstract

Freezing of gait (FOG) is a walking disturbance that can lead to postural instability, falling, and decreased mobility in people with Parkinson's disease. This research used machine learning to predict and detect FOG episodes from plantar-pressure data and compared the performance of decision tree ensemble classifiers when trained on three different datasets. Dataset 1 (

Indexed as

GaitMachine LearningParkinson DiseaseAgedFemaleGait Disorders, NeurologicHumansMaleMiddle Agedfreezing of gaitmachine learningParkinson’s diseaseplantar pressurepredictionwearable sensors

Identifiers

PMID39771944
PMCPMC11679006

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.