Evidence map›Paper›PMID 42886759›Full record

ArticlePLoS medicine2026

Associations of major congenital anomalies, long-term health conditions, and socioeconomic deprivation with educational attainment in Wales: A population-based data linkage study.

Ieuan Scanlon, Anna Rawlings, David Tucker, Daniel S Thayer, Hywel T Evans, Joanne Given, Sam Jones, Maria Loane, Chloe Morgan, Joan K Morris and 1 more

Abstract read
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Article in PLoS medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

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No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Ieuan ScanlonFaculty of Medicine, Health and Life Sciences, Swansea University, Swansea, United Kingdom.ORCID https://orcid.org/0000-0002-7479-5497
Anna RawlingsFaculty of Medicine, Health and Life Sciences, Swansea University, Swansea, United Kingdom.ORCID https://orcid.org/0000-0003-3929-474X
David TuckerCongenital Anomaly Registers & Information Service for Wales (CARIS), Public Health Knowledge & Research, Public Health Wales, Swansea, United Kingdom.ORCID https://orcid.org/0000-0003-3077-5918
Daniel S ThayerData Solutions Division, Mathematica Policy Research, Princeton, New Jersey, United States of America.ORCID https://orcid.org/0000-0003-1847-4362
Hywel T EvansFaculty of Medicine, Health and Life Sciences, Swansea University, Swansea, United Kingdom.ORCID https://orcid.org/0000-0001-6745-4187
Joanne GivenFaculty of Life & Health Sciences, Ulster University, Belfast, United Kingdom.ORCID https://orcid.org/0000-0003-4921-1944
Sam JonesFaculty of Medicine, Health and Life Sciences, Swansea University, Swansea, United Kingdom.ORCID https://orcid.org/0000-0003-1583-1985
Maria LoaneFaculty of Life & Health Sciences, Ulster University, Belfast, United Kingdom.ORCID https://orcid.org/0000-0002-1206-3637
Chloe MorganFaculty of Medicine, Health and Life Sciences, Swansea University, Swansea, United Kingdom.
Joan K MorrisSchool of Health and Medical Sciences, City St George's, University of London, London, United Kingdom.ORCID https://orcid.org/0000-0002-7164-612X
Sue JordanFaculty of Medicine, Health and Life Sciences, Swansea University, Swansea, United Kingdom.ORCID https://orcid.org/0000-0002-5691-2987

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundEducation outcomes are associated with life chances. However, deprivation, ill-health and disability are barriers to achievement. We aimed to investigate educational attainment of children with and without major congenital anomalies in state-funded mainstream schools at ages 11 and 16 (key stages [KS] 2 and 4), accounting for maternal and child socioeconomic deprivation, demographic factors, comorbidities, and special education needs (SEN) provision. METHODS AND

findingsWe conducted a retrospective population-based cohort study using the Secure Anonymised Information Linkage (SAIL) Databank to link routinely collected electronic health and education records of children born in Wales between January 1st, 1998 and December 31st, 2007, who were followed up until December 31st, 2019. Education outcomes were explored using logistic regression, adjusting for: major congenital anomalies, maternal and child socioeconomic deprivation, medicated co-morbidities, hospitalisation, gestation length, child sex, year of birth, and SEN provision. Children with major congenital anomalies were less likely to achieve national academic standards, including those required for some professional courses: however, attainment was more strongly associated with socioeconomic deprivation. At age 11, 81.9% (7167/8754) with and 93.8% (232,450/247,814) without major congenital anomalies attained established standards (odds ratio [OR] 0.30; 95% confidence intervals [CI] [0.28,0.32]). At age 16, 46.8% (2070/4427) with and 56.1% (69,732/124,300) without major congenital anomalies achieved 5 General Certificates of Secondary Education (GCSEs) at grades C-A*, including English/Welsh, Maths and Science (EWMS) (OR 0.69; 95% CI [0.65,0.73]). Discrepancies narrowed in adjusted analyses, particularly when SEN provision was accounted: aOR 0.72; 95% CI [0.66,0.78] at KS2, age 11, and aOR 0.93; 95% CI [0.87,1.00] for 5 GCSEs C-A* with EWMS. These GCSEs were achieved by 29.7% (307/1034) children with major congenital anomalies and 38.4% (10,875/28,305) of unaffected children in the most deprived quintile (using maternal Welsh Index of Multiple Deprivation: in the least deprived quintile, figures were 67.6% (547/810) and 75.0% (16,978/22,644), respectively. Children with major congenital anomalies, receiving maximum SEN support, and eligible for Free School Meals (FSM) were the least likely to achieve national academic standards: 5/192 (2.6%) obtained 5 GCSEs C-A* with EWMS, as did 37/354 (10.4%) ineligible for FSM. The strongest associations with 5 GCSEs C-A* with EWMS, were SEN statements (aOR 0.07; 95% CI [0.06,0.07]), FSM eligibility (aOR 0.39; 95% CI [0.37,0.41]), and epilepsy (aOR 0.60; 95% CI [0.45,0.80]). Study limitations included absence of data for 15%-18% of children, mainly those educated outside mainstream schools, and for some comorbidities; generalisation of findings to other settings or other countries is uncertain.

conclusionsMany children with major congenital anomalies from least deprived quintiles attained national academic standards, including 5 GCSEs C-A* with EWMS. The children living in the most deprived quintiles or eligible for FSM and with ill-health from major congenital anomalies and/or epilepsy were two to four times less likely to attain these standards. SEN provision mitigated the associations with disadvantage, but children from socioeconomically deprived quintiles with major congenital anomalies were unlikely to achieve 5 GCSEs C-A* with EWMS.

Indexed as

Congenital AbnormalitiesEducational StatusSocial DeprivationAdolescentChildEducation, SpecialFemaleHumansInformation Storage and RetrievalLow Socioeconomic StatusMaleRetrospective StudiesSocioeconomic Disparities in HealthSocioeconomic FactorsWales

Identifiers

PMID42886759
PMCPMC13705610

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