Evidence map›Paper›PMID 37834800›Full record

ArticleJournal of clinical medicine2023

Back Extensor Strength as a Potential Marker of Frailty Using Propensity Score Matching and Machine Learning.

Taewook Kim, Gowun Kim, Hee-Won Park, Eun Kyoung Kang, Sora Baek

Abstract read
In one paragraph

Article in Journal of clinical medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

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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

5 authors.

Taewook KimDepartment of Education & Human Resources Development, Seoul National University Hospital, Seoul 03080, Republic of Korea.ORCID 0000-0002-1544-2931
Gowun KimDepartment of Rehabilitation Medicine, Kangwon National University College of Medicine, Chuncheon-si 24341, Republic of Korea.ORCID 0000-0002-5694-8111
Hee-Won ParkDepartment of Rehabilitation Medicine, Kangwon National University College of Medicine, Chuncheon-si 24341, Republic of Korea.
Eun Kyoung KangTechnological Laboratory, KakaoHealthcare Corp., Seongnam-si 13529, Republic of Korea.
Sora BaekDepartment of Rehabilitation Medicine, Kangwon National University College of Medicine, Chuncheon-si 24341, Republic of Korea.ORCID 0000-0003-3404-6202

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study assessed the potential of back extensor strength as an alternative marker of frailty. A total of 560 farmers were included. Computed tomography scans measured fat and muscle mass volumes at the mid-L4 vertebral level. Back extensor strength was measured in a seated posture. Multivariate linear regression was used to analyze the associations between back extensor strength and trunk muscle/fat compositions. The participants were divided into two groups based on back extensor strength. Propensity score matching, multivariate logistic regression, and Extreme Gradient Boosting (XGBoost) were employed to evaluate the relationship between Fried's frailty criteria and back extensor strength. Back extensor strength exhibited positive associations with abdominal muscle volume (r = 1.12) as well as back muscle volume (r = 0.89) (

Indexed as

frailtymachine learningmuscle strength

Identifiers

PMID37834800
PMCPMC10573638

What OpenQuestion holds

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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.