Evidence map›Paper›PMID 41972803›Full record

ArticleInquiry : a journal of medical care organization, provision and financing

Disability and Employment Inclusion in a Transforming Economy: Epidemiological Evidence from National Survey Data.

Abdullah Alduais, Ahmed Alduais

Abstract read
In one paragraph

Article in Inquiry : a journal of medical care organization, provision and financing. 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.

Abdullah AlduaisSpecial Educational Needs Unit, English Language Institute, King Abdulaziz University, Jeddah, Saudi Arabia.
Ahmed AlduaisNorwegian University of Science and Technology, Trondheim, Norway.ORCID 0000-0003-0837-4915

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Employment inclusion for persons with disabilities is a critical public-health and social-justice priority. In Saudi Arabia, the intersection of disability, gender, and national reform under Vision 2030 presents unique challenges and opportunities for equitable labour participation. This study examined employment patterns, structural determinants, and potential policy pathways to enhance inclusion among Saudis with disabilities. A cross-sectional analytical design was applied using nationally representative data from the 2017 Saudi Disability Survey (n = 1 312 261 working-age individuals). Employment status served as the dependent variable, while severity, difficulty scope, sex, marital status, and access to Ministry of Labor and Social Development (MLSD) services were predictors. Weighted descriptive statistics and grouped logistic regression were used to identify correlates of employment, followed by counterfactual simulations estimating potential gains under alternative policy scenarios. National employment among persons with disabilities was 18.5%, with pronounced disparities by gender and severity. Men were 2.6 times more likely than women to be employed (AOR = 2.64,

Indexed as

EmploymentPersons with DisabilitiesAdultCross-Sectional StudiesFemaleHumansMaleMiddle AgedSaudi ArabiaSex FactorsSurveys and Questionnairesdisability inclusionemploymentepidemiologygender inequalitySaudi Arabiasocial policyVision 2030

Identifiers

PMID41972803
PMCPMC13080159

What Socratic holds

Textmetadata
LicenceCC BY
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.