Evidence map›Paper›PMID 42893283›Full record

ArticleInternational journal of women's health2026

Factors Associated with Sedentary Behavior in Pregnant Women: Insights from Multiple Linear Regression and Random Forest Model.

Lei Zeng, Rongrong Han, Jiayuan Ma, Lingling Gao

Abstract read
In one paragraph

Article in International journal of women's health, 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

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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.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Lei Zeng *School of Nursing, Sun Yat-Sen University, Guangzhou, People's Republic of China.ORCID 0009-0000-2606-7586
Rongrong Han *School of Nursing, Sun Yat-Sen University, Guangzhou, People's Republic of China.ORCID 0000-0002-0325-0051
Jiayuan MaSchool of Computer Science and Technology, Anhui University, Hefei, People's Republic of China.ORCID 0009-0001-7096-0301
Lingling GaoFaculty of Health Sciences and Sports, Macao Polytechnic University, Macau City, Macau Special Administrative Region, People's Republic of China.ORCID 0000-0002-0159-4344

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: High levels of sedentary behavior (sitting for more than 6 hours a day) during pregnancy are a public health concern. Understanding the prevalence, patterns, and associated factors of sedentary behavior is important to develop targeted interventions, yet contemporary evidence remains limited. This study aimed to investigate the prevalence and patterns of sedentary behavior and identify its associated factors among pregnant women using the Systems of Sedentary Behavior framework. Patients and Methods: A cross-sectional study was conducted in Guangzhou, China, from October 2024 to April 2025. We recruited 655 pregnant women from a single tertiary hospital who completed the sedentary behavior subscale and physical activity subscale of the Pregnancy Physical Activity Questionnaire, the Pregnancy Discomforts Questionnaire, the Physical Activity Neighborhood Environment Scale, and a sociodemographic and obstetrics data sheet. Multiple linear regression and random forest models were conducted to explore the associated factors. Results: The prevalence of high sedentary behavior in pregnant women was 57.3%, with a mean sedentary time of 44.11 (27.71) hours per week. Occupational sedentary behavior consumed the most time. Both models identified household physical activity, pregnancy discomfort, access to destinations, occupation, and insurance as significant factors. Additionally, age and residence were specific to the multiple linear regression model, while income was unique to the random forest model. Conclusion: Healthcare providers should focus on younger, employed, high-income, and urban women who are at high risk for high sedentary behavior. Increasing household physical activity and alleviating pregnancy-related discomfort may be associated with less sedentary time, while improving access to exercise facilities and insurance coverage may also warrant consideration; however, these should be framed as potential targets requiring further prospective evaluation.

Indexed as

discomfortphysical activitypregnancysedentary behavior

Identifiers

PMID42893283
PMCPMC13676288

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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.