Evidence map›Paper›PMID 40564378›Full record

ArticleBioengineering (Basel, Switzerland)2025

Digitalized Thermal Inspection Method of the Low-Frequency Stimulation Pads for Preventing Low-Temperature Burn in Sensitive Skin.

HyungTae Kim, Jong-Ik Song, Ji-Won Seo, CheolWoong Ko, Gi-Ho Seo, Sang Kuy Han

Abstract read
In one paragraph

Article in Bioengineering (Basel, Switzerland), 2025. 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
–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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

HyungTae KimKorea Institute of Industrial Technology, Ansan 15588, Republic of Korea.ORCID 0000-0001-5711-551X
Jong-Ik SongTRYCAM Technology, Ansan 15495, Republic of Korea.ORCID 0009-0001-1202-067X
Ji-Won SeoTRYCAM Technology, Ansan 15495, Republic of Korea.ORCID 0009-0001-2746-971X
CheolWoong KoKorea Institute of Industrial Technology, Ansan 15588, Republic of Korea.ORCID 0000-0002-5734-3990
Gi-Ho SeoTRYCAM Technology, Ansan 15495, Republic of Korea.ORCID 0009-0002-0849-1388
Sang Kuy HanKorea Institute of Industrial Technology, Ansan 15588, Republic of Korea.ORCID 0000-0003-0269-2429

Funding

Ansan city PIZ24060
6 · The paper itself

Abstract

An accurate thermal measurement of low-frequency stimulation (LFS) pads for thermotherapy was investigated using background subtraction (BGS) methods. The safety of LFS thermal pads must be investigated to prevent low-temperature burns (LTBs), because they frequently contact the sensitive skin in neck, shoulder and abdominal regions. The thermal measurement was based on thermal imaging using the active region-of-interest (ROI) from a foreground. The shape of the LFS thermal pad consists of complicated curves, thus it is difficult to extract the foreground using conventional shapes of ROIs. We proposed the foreground extraction using background subtraction (BGS) and digital and morphological filters to time-variant thermal images. The foreground extraction was implemented using open sources and experimented for abdominal, cervical and patellar pads. The results showed that the foreground can be separated from background regardless of the size, position, orientation and shape of the pad. The thermal characteristics of the LFS thermal pads were evaluated from the complicated shapes of the foreground with high accuracy. This study demonstrated that standard deviation of pixel history (SDPH) is a simple method for the BGS, but the SDPH is useful to find the safety risk of LTBs and prevent them in advance. The results also showed that the proposed SDPH was simple but had remarkable accuracy compared with the conventional BGS methods. These BGS methods are expected to increase the reliability of products used on the human body. Further, the BGS methods can be used to inspect the temperatures of static products in industrial processes.

Indexed as

data digitalizationlow frequency stimulationlow-temperature burnsafety evaluationthermal imaging

Identifiers

PMID40564378
PMCPMC12189898

What Socratic holds

Textmetadata
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 Socratic graph.