Evidence map›Paper›PMID 40140545›Full record

ArticleScientific reports2025

A vertical-horizontal approach to examine social inequalities in early onset type 2 diabetes in the German workforce through occupational sector, education and income.

Batoul Safieddine, Siegfried Geyer, Stefanie Sperlich, Julia Grasshoff, Johannes Beller

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

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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

2 citing papers in PubMed.

  1. Article
  2. Observational
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

5 authors.

Batoul SafieddineMedical Sociology Unit, Hannover Medical School, OE 5420 Carl-Neuberg-Street 1, 30625, Hannover, Germany. Safieddine.Batoul@mh-hannover.de.
Siegfried GeyerMedical Sociology Unit, Hannover Medical School, OE 5420 Carl-Neuberg-Street 1, 30625, Hannover, Germany.
Stefanie SperlichMedical Sociology Unit, Hannover Medical School, OE 5420 Carl-Neuberg-Street 1, 30625, Hannover, Germany.
Julia GrasshoffMedical Sociology Unit, Hannover Medical School, OE 5420 Carl-Neuberg-Street 1, 30625, Hannover, Germany.
Johannes BellerMedical Sociology Unit, Hannover Medical School, OE 5420 Carl-Neuberg-Street 1, 30625, Hannover, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Early onset type 2 diabetes (T2D) is increasingly recognized as a significant public health concern, leading to more severe complications and a greater decline in quality of life compared to T2D diagnosed later in life. This can have a profound impact on the workforce. Social status-whether assessed vertically through levels of income, education or job position or horizontally through occupational groups-can play a critical role in the risk of developing early onset T2D. While research focusing on vertical socioeconomic inequalities related to T2D is abundant, there is currently no study that combines both vertical and horizontal perspectives to explore vulnerable groups. We aim to combine the vertical and horizontal approaches to examine vulnerable groups within the employed population regarding early onset T2D. Using data from the largest statutory health insurance provider in the state of lower Saxony, Germany for the year 2019 "Allgemeine Ortskrankenkasse Niedersachsen" (AOKN), we examined education and income inequalities in early onset T2D among nine occupational sectors using logistic regression analyses (N = 365059). Age and gender adjusted prevalence rates as illustrated by predicted probabilities were displayed to compare rates of early onset T2D among different education and income levels and occupational groups. Regression tree analysis was used to examine intersectionality between the vertical (levels of income and education) and the horizontal (occupational sector) dimensions in order to determine the most vulnerable groups. Both vertical and horizontal inequalities in early onset T2D exist within the employed population. On the one hand, disparities in education and income were present across various occupational sectors. On the other hand, significant differences in T2D prevalence could be observed within the same education and income levels across different sectors. Notably, affiliation to occupational sector was the primary factor influencing vulnerability to early onset T2D, followed by educational attainment. Individuals with low education working in the "Transport, logistics, protection and security" and "Health, social work, teaching, and education" sectors were among the most vulnerable. It is important to simultaneously examine both vertical and horizontal dimensions of inequalities to identify vulnerable groups within the workforce. Future research should adopt this approach while also exploring other populations and health outcomes.

Indexed as

Diabetes Mellitus, Type 2IncomeOccupationsAdultAge of OnsetEducational StatusFemaleGermanyHumansMaleMiddle AgedPrevalenceSocial ClassSocioeconomic FactorsClaims dataEarly onset T2DGermanyIntersectionalityOccupational groupSocial inequalities

Identifiers

PMID40140545
PMCPMC11947208

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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.