Evidence map›Paper›PMID 41946852›Full record

ArticleScientific reports2026

Multivariate structure and time-segmented exposure characteristics of indoor air quality in childcare centers.

Joon-Sig Jung, Hyung-Jin Jeon, Min-Jeong Ko, So-Young Lee, Jong-Hee Jang, SungChul Seo

Abstract read
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Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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.

Joon-Sig JungNakdong River Basin Environment Office, Seongsan-gu, Changwon, 51439, Republic of Korea. jsjung080@korea.kr.
Hyung-Jin JeonAirther Inc, #608, 68, Gajeongbuk-ro, Yuseong-gu, Daejeon, 34111, Republic of Korea.
Min-Jeong KoNakdong River Basin Environment Office, Seongsan-gu, Changwon, 51439, Republic of Korea.
So-Young LeeNakdong River Basin Environment Office, Seongsan-gu, Changwon, 51439, Republic of Korea.
Jong-Hee JangNakdong River Basin Environment Office, Seongsan-gu, Changwon, 51439, Republic of Korea.
SungChul SeoMajor of Environmental & Chemical Engineering, School of Future Convergence, Seokyeong University, 124 Seogyeong-ro Seongbuk-gu, Seoul, 02173, Republic of Korea. haha0694@skuniv.ac.kr.

Funding

Korea Environmental Industry and Technology Institute RS-2025-02183090
6 · The paper itself

Abstract

Understanding indoor air quality (IAQ) in childcare environments is critical for safeguarding young children, who are physiologically vulnerable to airborne pollutants due to higher inhalation rates and developing respiratory systems. This study characterized daypart-specific IAQ patterns and their multivariate structures by using high-resolution monitoring at seven childcare centers in Korea. Continuous 1-min measurements of PM₂.₅, PM₁₀, total volatile organic compounds (TVOC), CO₂, radon, temperature, and relative humidity were collected and aggregated into 5-min averages for analysis. PM₂.₅ (8.9-13.9 µg·m⁻³), PM₁₀ (18.4-25.8 µg·m⁻³), CO₂ (445-1,029 ppm), and radon (16-191 Bq·m⁻³) largely complied with domestic and WHO guidelines. In contrast, TVOC concentrations exceeded recommended reference ranges at all facilities and showed substantial inter-facility variability. Pollutant levels varied clearly by time of day: particles increased during active classroom periods and declined afterward; CO₂ temporarily exceeded 1,000 ppm during peak occupancy; TVOC showed activity-related peaks with evening persistence; and radon increased in one facility before morning ventilation. Exploratory principal component analysis (PCA) showed that the three components accounted for 83.5% of the total variance, reflecting increases in activity-related particulates, ventilation-dependent gaseous accumulation, and temperature-related variations in TVOC levels. K-means clustering grouped similar daypart profiles across centers, indicating recurring multivariate IAQ patterns beyond the daily average concentrations. The pollutant peaks did not occur simultaneously. Particulate matter aligned with occupancy, whereas gaseous pollutants accumulated under limited ventilation. These findings suggest that IAQ in childcare settings is better interpreted in relation to operational time segments rather than daily averages alone, and that ventilation strategies should consider both timing and pollutant-specific behavior when managing exposure in sensitive indoor environments.

Indexed as

Air PollutantsAir Pollution, IndoorChild Day Care CentersCarbon DioxideEnvironmental MonitoringHumansMultivariate AnalysisParticulate MatterPrincipal Component AnalysisRadonRepublic of KoreaTemperatureTime FactorsVolatile Organic CompoundsAir PollutantsCarbon DioxideParticulate MatterRadonVolatile Organic CompoundsChildcare centerCluster analysisIndoor air qualityPCATime-segmented exposure

Identifiers

PMID41946852
PMCPMC13216262

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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.