Evidence mapPaperPMID 42598147Full record

ArticleSSM - population health2026

More than mirror images: Health associations of transitions between formal and informal employment.

Liwen Chen, Kun Liu

Abstract read
In one paragraph

Article in SSM - population 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.

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.

Liwen ChenSchool of Public Management, East China Normal University, No. 3663, North Zhongshan Road, Shanghai, 200062, China.
Kun LiuSchool of Public Management, East China Normal University, No. 3663, North Zhongshan Road, Shanghai, 200062, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Informal employment is an important social determinant of health, yet little is known about whether transitions into and out of informal employment are associated with health in similar ways. Using nationally representative panel data from the China Family Panel Studies from 2014 to 2020, this study examines whether transitions from formal to informal employment and from informal to formal employment are differently associated with self-rated health among non-agricultural workers in China. Asymmetric fixed-effects models show that transitioning from formal to informal employment is associated with a 0.078-point decline in self-rated health on a five-point scale, equivalent to approximately 0.07 standard deviations. The corresponding estimate for exit from informal employment is smaller and not statistically significant. Event-study analyses indicate that the entry-related health decline becomes apparent around the observed transition interval and is not preceded by differential health deterioration. The entry-related health decline amounts to approximately 0.16 standard deviations among workers over age 45 and 0.08 standard deviations among workers with a high school education or less, whereas the corresponding entry estimates are not statistically significant among younger and more-educated workers. These findings suggest that the direction of labor-market transition matters for health and highlight the importance of reducing avoidable movement into informal employment and extending social protection across employment forms.

Identifiers

PMID42598147
PMCPMC13470317

What Socratic 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 Socratic graph.