Evidence map›Paper›PMID 41846587›Full record

ArticlePreventive medicine reports2026

Do socioeconomic resources reshape maternal health behaviors? Evidence from a nationally representative network analysis.

Kyong Hee Park, Chulhyo Jeon

Abstract read
In one paragraph

Article in Preventive medicine 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.

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

2 authors.

Kyong Hee ParkCollege of Nursing, ShinHan University, Dongducheon-si, Republic of Korea.
Chulhyo JeonDepartment of Surgery, Uijeongbu St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Maternal health behaviors may co-occur as interconnected patterns. This study, guided by the Family Health Development framework, examined these behaviors as an interconnected system and investigated whether network structure varied by socioeconomic status. Methods: We conducted a cross-sectional secondary analysis of nationally representative data from Korea (Korea National Health and Nutrition Examination Survey [KNHANES], 2022-2023). Seven binary health behaviors were modeled using pairwise φ-correlation networks, and permutation-based Network Comparison Tests compared income and education strata. Results: Fruit and vegetable intake and non-smoking were central to the network, showing multiple connections with other health behaviors. Network structure and global connectivity did not significantly differ by household income or maternal education. Conclusions: Maternal health behaviors operate as an integrated system rather than independent choices in Korea. Targeting central behaviors (dietary behavior and smoking cessation) may yield spillover benefits across multiple health behaviors.

Indexed as

Dietary intakeHealth behaviorsKorea National Health and Nutrition Examination SurveyMothersNetwork analysisSmokingSocioeconomic status

Identifiers

PMID41846587
PMCPMC12990352

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LicenceCC BY-NC-ND
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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.