Evidence map›Paper›PMID 37627828›Full record

ArticleBioengineering (Basel, Switzerland)2023

Development and Application of a Stability Index Estimation Algorithm Based on Machine Learning for Elderly Balance Ability Diagnosis in Daily Life.

Jeong-Woo Seo, Taehong Kim, Joong Il Kim, Youngjae Jeong, Kyoung-Mi Jang, Junggil Kim, Jun-Hyeong Do

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

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

  1. Pooled it
  2. 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

7 authors.

Jeong-Woo SeoDigital Health Research Division, Korea Institute of Oriental Medicine, Daejeon 34054, Republic of Korea.ORCID 0000-0003-2661-349X
Taehong KimOpen XR Platform Convergence Research Center, Korea Institute of Science and Technology Information, Daejeon 34141, Republic of Korea.ORCID 0000-0003-4646-9114
Joong Il KimDigital Health Research Division, Korea Institute of Oriental Medicine, Daejeon 34054, Republic of Korea.ORCID 0000-0001-5538-6674
Youngjae JeongDigital Health Research Division, Korea Institute of Oriental Medicine, Daejeon 34054, Republic of Korea.
Kyoung-Mi JangDigital Health Research Division, Korea Institute of Oriental Medicine, Daejeon 34054, Republic of Korea.
Junggil KimDepartment of Biomedical Engineering, Konkuk University, Chungju 27478, Republic of Korea.
Jun-Hyeong DoDigital Health Research Division, Korea Institute of Oriental Medicine, Daejeon 34054, Republic of Korea.

Funding

Ministry of Science ICT and Future Planning Grant No. CRC 21011
6 · The paper itself

Abstract

backgroundThe stability index estimation algorithm was derived and applied to develop and implement a balance ability diagnosis system that can be used in daily life.

methodsThe system integrated an approach based on sensory function interaction, called the clinical test of sensory interaction with balance. A capacitance and resistance sensing type force mat was fabricated, and a stability index prediction algorithm was developed and applied using the center of pressure variables. The stability index prediction algorithm derived a center of pressure variable for 103 elderly people by Nintendo Wii Balance Board to predict the stability index of the balance system (Biodex SD), and the accuracy of this approach was confirmed.

resultsAs a result of testing with the test set, the linear regression model confirmed that the

conclusionThe system developed in this study will be applicable to daily life in the home in the form of a floor mat.

Indexed as

balance ability diagnosisclinical test of sensory interactions with balanceforce platemachine learningstability index

Identifiers

PMID37627828
PMCPMC10451387

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.