Evidence map›Paper›PMID 41502087›Full record

ArticleKorean journal of family medicine2026

Tobacco use among older Korean men: a classification and regression tree analysis.

Sung Seek Moon, Hyeouk Chris Hahm, Jinwon Lee

Erratum issuedAbstract read
In one paragraph

Article in Korean journal of family medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

3 authors.

Sung Seek MoonDiana R. Garland School of Social Work, Baylor University, Waco, TX, USA.
Hyeouk Chris HahmSchool of Social Work, Boston University, Boston, MA, USA.
Jinwon LeeSchool of Social Work, Boston University, Boston, MA, USA. jinwonlee52@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Tobacco use among older adults remains a pressing public health concern in South Korea, particularly among men. Despite the decline in tobacco use rates with age, a range of sociodemographic, psychological, and behavioral factors persist to influence tobacco use behaviors. However, prior studies have primarily relied on linear modeling approaches, which may overlook indirect associations. This study addressed this gap using classification and regression tree (CART) analysis to identify hierarchical and interactive patterns among factors associated with tobacco use. Methods: We analyzed data from the 2023 Korea Community Health Survey, which included 34,924 Korean men aged ≥65 years. Using CART analysis, we identified distinct subgroups and patterns across multiple predictors of tobacco use behavior, including demographic factors, lifestyle characteristics, and chronic health conditions. Results: CART analysis identified age as the strongest predictor of tobacco use. Men aged ≤72.5 years had higher tobacco use rates, especially those with low social engagement (24.8%). Younger men with higher social activity and aged ≤67.5 years had the lowest rate (12.9%). Among men ≥72.5 years, alcohol use was the key predictor. Non-drinkers had the lowest tobacco use rate (9.3%), whereas drinkers aged ≤78.5 years showed elevated rates (22.0%), suggesting persistent risk even in later life. Conclusion: These findings underscore the importance of promoting social engagement and reducing alcohol use to decrease tobacco use among older men, particularly those under 73 years of age.

Indexed as

Decision TreeKoreaLife StyleSocial ParticipationTobacco Use

Identifiers

PMID41502087
PMCPMC13424862

What Socratic holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.