Evidence map›Paper›PMID 42855683›Full record

ArticleBMC health services research2026

Long-term changes in employment status as a predictor of catastrophic health expenditure in South Korea.

Jeong Min Yang, Jieun Hwang

Abstract read
PubMed Publisher
In one paragraph

Article in BMC health services research, 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.

Jeong Min YangOffice of Public Healthcare, National Medical Center, Seoul, Republic of Korea.
Jieun HwangDepartment of Health Administration, College of Health Science, Dankook University, Cheonan, Republic of Korea. hwang0310@dankook.ac.kr.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSouth Korea faces persistent challenges in healthcare financing, with high out-of-pocket payments driving catastrophic health expenditure (CHE) among vulnerable households. Employment instability is a critical yet understudied determinant of CHE. Prior studies have largely examined employment changes in binary terms over short time frames. This study investigated the longitudinal association between employment status trajectories (EST) and CHE among Korean adults.

methodsThis study utilized data from the 9th to 17th waves of the National Survey of Tax and Benefit. Of the 7,809 participants enrolled in the 9th wave, 1,123 were excluded due to missing data on employment status or covariates, yielding a final analytical sample of 6,686 participants. The study period was divided into two sequential analytic phases. In the first phase, group-based trajectory modeling was applied to waves 9-12 to identify distinct EST groups separately for adults aged under 50 and those aged 50 and above. In the second phase, generalized estimating equations were applied to waves 12-17 to estimate the association between the identified EST groups and CHE occurrence; the 12th wave served as both the endpoint for trajectory identification and the baseline for this follow-up. This two-phase sequential design minimized potential reverse causality by establishing EST patterns independently, prior to CHE occurrence, thereby preserving temporal order. CHE was defined following World Health Organization criteria as out-of-pocket medical expenditure exceeding household capacity to pay, with sensitivity analyses conducted at 20%, 30%, and 40% thresholds.

resultsAmong adults under 50 years, no significant association was observed between EST and CHE. Among those aged 50 and above, however, the sustained unemployment group showed 1.26, 1.25, and 1.34 times higher odds of CHE at the 20%, 30%, and 40% thresholds, respectively, compared to the sustained standard white-collar group. The "changed white-collar to unemployment" group similarly exhibited 1.32, 1.32, and 1.35 times higher odds at each threshold.

conclusionsEmployment instability, particularly sustained unemployment and transitions into unemployment, significantly increases the risk of CHE among adults aged 50 and older in South Korea. Targeted medical cost support policies addressing groups with sustained unemployment or frequent employment transitions are essential to reducing household financial burdens from healthcare expenditure.

Indexed as

Catastrophic IllnessEmploymentFinancing, PersonalHealth ExpendituresAdultFemaleHumansJob SecurityLongitudinal StudiesMaleMiddle AgedRepublic of KoreaCatastrophic health expenditureEmployment status trajectoryGroup-based trajectory modelingPrecarious employment

Identifiers

What OpenQuestion holds

Textmetadata
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 OpenQuestion graph.