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.
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.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
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
Identifiers
What OpenQuestion holds
Registered trials
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.