Student or educator? Sign up with your school email and get 6 months of Pro free.
Cited by 16

The DOI matches its Crossref record; 4 of the 4 references it cites were found in a registry or an index.

Educational and employment outcomes associated with childhood traumatic brain injury in Scotland: A population-based record-linkage cohort study

Visnick, Meghan J., Pell, Jill P., Mackay, Daniel F., Clark, David, King, Albert, Fleming, Michael·2023·PLOS Medicine

Abstract

Background: Traumatic brain injury (TBI) is a leading cause of death and disability among young children and adolescents and the effects can be lifelong and wide-reaching. Although there have been numerous studies to evaluate the impact of childhood head injury on educational outcomes, few large-scale studies have been conducted, and previous research has been limited by issues of attrition, methodological inconsistencies, and selection bias. We aim to compare the educational and employment outcomes of Scottish schoolchildren previously hospitalised for TBI with their peers. Methods and findings: A retrospective, record-linkage population cohort study was conducted using linkage of health and education administrative records. The cohort comprised all 766,244 singleton children born in Scotland and aged between 4 and 18 years who attended Scottish schools at some point between 2009 and 2013. Outcomes included special educational need (SEN), examination attainment, school absence and exclusion, and unemployment. The mean length of follow up from first head injury varied by outcome measure; 9.44 years for assessment of SEN and 9.53, 12.70, and 13.74 years for absenteeism and exclusion, attainment, and unemployment, respectively. Logistic regression models and generalised estimating equation (GEE) models were run unadjusted and then adjusted for sociodemographic and maternity confounders. Of the 766,244 children in the cohort, 4,788 (0.6%) had a history of hospitalisation for TBI. The mean age at first head injury admission was 3.73 years (median = 1.77 years). Following adjustment for potential confounders, previous TBI was associated with SEN (OR 1.28, CI 1.18 to 1.39,p< 0.001), absenteeism (IRR 1.09, CI 1.06 to 1.12,p< 0.001), exclusion (IRR 1.33, CI 1.15 to 1.55,p< 0.001), and low attainment (OR 1.30, CI 1.11 to 1.51,p< 0.001). The average age on leaving school was 17.14 (median = 17.37) years among children with a TBI and 17.19 (median = 17.43) among peers. Among children previously admitted for a TBI, 336 (12.2%) left school before age 16 years compared with 21,941 (10.2%) of those not admitted for TBI. There was no significant association with unemployment 6 months after leaving school (OR 1.03, CI 0.92 to 1.16,p= 0.61). Excluding hospitalisations coded as concussion strengthened the associations. We were not able to investigate age at injury for all outcomes. For TBI occurring before school age, it was impossible to be certain that SEN had not predated the TBI. Therefore, potential reverse causation was a limitation for this outcome. Conclusions: Childhood TBI, sufficiently severe to warrant hospitalisation, was associated with a range of adverse educational outcomes. These findings reinforce the importance of preventing TBI where possible. Where not possible, children with a history of TBI should be supported to minimise the adverse impacts on their education.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1371/journal.pmed.1004204

Cites

4 of 4 references verified0 citation errors · 0 not checkable

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Show all 4 references

Research works printed but not linked: 49

  1. CA Hawley, 2003, Prevalence of traumatic brain injury amongst children admitted to hospital in one health district: a population-based study, Injury, 34, 256, 10.1016/S0020-1383(02)00193-6 · DOI
  2. S Orlovska, 2014, Head injury as risk factor for psychiatric disorders: A nationwide register-based follow-up study of 113,906 persons with head injury., Am J Psychiatry, 171, 463, 10.1176/appi.ajp.2013.13020190 · DOI · Paper page
  3. CL Durish, 2018, Depression and depressive symptoms in paediatric traumatic brain injury: A scoping review, J Head Trauma Rehabil, 33, E18, 10.1097/HTR.0000000000000343 · DOI · Paper page
  4. RE Jorge, 2005, Neuropsychiatric consequences of traumatic brain injury: a review of recent findings, Curr Opin Psychiatry, 18, 289, 10.1097/01.yco.0000165600.90928.92 · DOI
  5. H Andruszkow, 2014, Physical and psychological long-term outcome after traumatic brain injury in children and adult patients, Health Qual Life Outcomes, 12
  6. M Albicini, 2018, Anxiety disorders in adults with childhood traumatic brain injury: Evidence of difficulties more than 10 years postinjury., J Head Trauma Rehabil, 33, 191, 10.1097/HTR.0000000000000312 · DOI
  7. M Albicini, 2015, Internalizing disorders in adults with a history of childhood traumatic brain injury, J Clin Exp Neuropsychol, 37, 776, 10.1080/13803395.2015.1053843 · DOI
  8. YF Richard, 2015, The association between traumatic brain injury and suicide: are kids at risk?, Am J Epidemiol, 182, 177, 10.1093/aje/kwv014 · DOI
  9. TL Jackson, 2017, The relationship between early childhood head injury and later life criminal behaviour: a longitudinal cohort study, J Epidemiol Community Health, 71, 800, 10.1136/jech-2016-208582 · DOI
  10. B Clasby, 2020, The consequences of traumatic brain injury from the classroom to the courtroom: understanding pathways through structural equation modelling, Disabil Rehabil, 42, 2412, 10.1080/09638288.2019.1635214 · DOI
  11. M Chevignard, 2020, Pediatric traumatic brain injury and abusive head trauma, Handb Clin Neurol, 173, 451, 10.1016/B978-0-444-64150-2.00032-0 · DOI
  12. H Câmara-Costa, 2020, Participation seven years after severe childhood traumatic brain injury, Disabil Rehabil, 42, 2402, 10.1080/09638288.2019.1594398 · DOI
  13. MH Beauchamp, 2013, Cognitive and psychopathological sequelae of pediatric traumatic brain injury, Handb Clin Neurol, 112, 913, 10.1016/B978-0-444-52910-7.00013-1 · DOI
  14. M Nacoti, 2020, Addressing key clinical care and clinical research needs in severe paediatric traumatic brain injury: Perspectives from a focused international conference, Front Pediatr, 8, 594425, 10.3389/fped.2020.594425 · DOI
  15. C Catroppa, 2009, Educational skills: Long-term outcome and predictors following paediatric traumatic brain injury, Neuropsychol Rehabil, 19, 716, 10.1080/09602010902732868 · DOI · Paper page
  16. T Babikian, 2015, Chronic aspects of pediatric traumatic brain injury: Review of the literature, J Neurotrauma, 32, 1849, 10.1089/neu.2015.3971 · DOI · Paper page
  17. R Keetley, 2019, A scoping review of the needs of children and young people with acquired brain injuries and their families, Brain Inj, 33, 1117, 10.1080/02699052.2019.1637542 · DOI
  18. A Di Battista, 2012, Quality of life in children andadolescents post-TBI: a systematic review and meta-analysis., J Neurotrauma., 29, 1717, 10.1089/neu.2011.2157 · DOI
  19. H Câmara-Costa, 2020, Self-and parent-reported Quality of Life 7years after severe childhood traumatic brain injury in the Traumatisme Grave de l’Enfant cohort: associations with objective and subjective factors and outcomes, Qual Life Res, 29, 515, 10.1007/s11136-019-02305-7 · DOI
  20. GP Prigatano, 2007, Parental concerns and distress after paediatric traumatic brain injury: a qualitative study, Brain Inj, 21, 721, 10.1080/02699050701481605 · DOI
  21. M Fleming, 2017, Using Scotland-wide record linkage to investigate the educational and health outcomes of children treated for chronic conditions.
  22. RD Wood, 2013, Novel cross-sectoral linkage of routine health and education data at an all-Scotland level: a feasibility study, Lancet (British edition)., 382, S10
  23. Summary Statistics for Follow-Up Leaver Destinations, No. 3: 2021 Edition, 2021, The Scottish Government;
  24. E Tweed, 2016, Five-minute Apgar score and educational outcomes: retrospective cohort study of 751,369 children, Arch Dis Child Fetal Neonatal Ed, 101, F121, 10.1136/archdischild-2015-308483 · DOI
  25. DF Mackay, 2010, Gestational age at delivery and special educational need: Retrospective cohort study of 407,503 schoolchildren., PLoS Med., 7, e1000289, 10.1371/journal.pmed.1000289 · DOI · Paper page
  26. DF Mackay, 2013, Obstetric factors and different causes of special educational need: retrospective cohort study of 407,503 schoolchildren., BJOG., 120, 297, 10.1111/1471-0528.12071 · DOI
  27. 2016, Scottish Index of Multiple Deprivation 2016: introductory booklet: The Scottish Government
  28. J. Cui, 2007, QIC program and model selection in GEE analyses, Stata J, 7, 209, 10.1177/1536867X0700700205 · DOI · Paper page
  29. MG Boyer, 1991, Outcome 1 to 3 years after severe traumatic brain injury in children and adolescents, Injury, 22, 315, 10.1016/0020-1383(91)90014-6 · DOI
  30. L Ewing-Cobbs, 2006, Late intellectual and academic outcomes following traumatic brain injury sustained during early childhood, J Neurosurg, 105, 287
  31. L Ewing-Cobbs, 1998, Academic achievement and academic placement following traumatic brain injury in children and adolescents: a two-year longitudinal study, J Clin Exp Neuropsychol, 20, 769, 10.1076/jcen.20.6.769.1109 · DOI
  32. G Kinsella, 1995, Neuropsychological deficit and academic performance in children and adolescents following traumatic brain injury, J Pediatr Psychol, 20, 753, 10.1093/jpepsy/20.6.753 · DOI
  33. AK Dollman, 2017, Academic and behavioral outcomes in school-age South African children following severe traumatic brain injury, Front Neuroanat, 11, 121, 10.3389/fnana.2017.00121 · DOI
  34. CA Hawley, 2002, Children’s brain injury: a postal follow-up of 525 children from one health region in the UK., Brain Inj., 16, 969, 10.1080/02699050210147239 · DOI
  35. S Neumane, 2021, Functional outcome after severe childhood traumatic brain injury: Results of the TGE prospective longitudinal study, Ann Phys Rehabil Med, 64, 101375, 10.1016/j.rehab.2020.01.008 · DOI
  36. AI Greenspan, 1994, Functional outcome after pediatric head injury, Pediatrics, 94, 425, 10.1542/peds.94.4.425 · DOI
  37. CA Hawley, 2004, Behaviour and school performance after brain injury, Brain Inj, 18, 645, 10.1080/02699050310001646189 · DOI
  38. L Schwartz, 2003, Long-term behavior problems following pediatric traumatic brain injury: prevalence, predictors, and correlates, J Pediatr Psychol, 28, 251, 10.1093/jpepsy/jsg013 · DOI · Paper page
  39. A Treble-Barna, 2017, Long-term classroom functioning and its association with neuropsychological and academic performance following traumatic brain injury during early childhood, Neuropsychology, 31, 486, 10.1037/neu0000325 · DOI
  40. JB Rivara, 1994, Family functioning and children’s academic performance and behavior problems in the year following traumatic brain injury, Arch Phys Med Rehabil, 75, 369, 10.1016/0003-9993(94)90157-0 · DOI
  41. GC Fay, 1994, Outcome of pediatric traumatic brain injury at three years: a cohort study, Arch Phys Med Rehabil, 75, 733, 10.1016/0003-9993(94)90127-9 · DOI · Paper page
  42. C Catroppa, 2007, Recovery in memory function, and its relationship to academic success, at 24 months following pediatric TBI., Child Neuropsychol, 13, 240, 10.1080/09297040600837362 · DOI
  43. L Ewing-Cobbs, 2004, Modeling of longitudinal academic achievement scores after pediatric traumatic brain injury, Dev Neuropsychol, 25, 107, 10.1207/s15326942dn2501&2_7 · DOI
  44. KM Jaffe, 1993, Severity of pediatric traumatic brain injury and neurobehavioral recovery at one year—a cohort study, Arch Phys Med Rehabil, 74, 587, 10.1016/0003-9993(93)90156-5 · DOI
  45. RK De Netto, 2020, Impact of childhood traumatic brain injury on educational outcomes and adult standard of living, Disabil Rehabil, 42, 2444, 10.1080/09638288.2019.1637948 · DOI
  46. H Klonoff, 1993, Long-term outcome of head injuries: a 23 year follow up study of children with head injuries, J Neurol Neurosurg Psychiatry, 56, 410, 10.1136/jnnp.56.4.410 · DOI
  47. BJ Gabbe, 2014, The association between hospitalisation for childhood head injury and academic performance: evidence from a population e-cohort study., J Epidemiol Community Health, 68, 466, 10.1136/jech-2013-203427 · DOI
  48. DB Jackson, 2021, Traumatic brain injury and school readiness among preschool-aged children in the United States, Pediatr Neurol, 116, 2, 10.1016/j.pediatrneurol.2020.11.016 · doi:10.1016/j.pediatrneurol.2020.11.016
  49. T Babikian, 2011, The UCLA longitudinal study of neurocognitive outcomes following mild pediatric traumatic brain injury, J Int Neuropsychol Soc, 17, 886, 10.1017/S1355617711000907 · DOI

Cited by

See all 16

Metadata

Authors
Visnick, M. J., Pell, J. P., Mackay, D. F., Clark, D., King, A., & Fleming, M.
Venue
PLOS Medicine
Published
2023-03-28
Volume
20
Issue
3
Pages
e1004204
ISSN
1549-1676
Cited by
16
References
4
Language
en
Funders
Medical Research Foundation (MR/S003800/1)

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

How to cite

Cite CoChat for the checks on this page, and the paper for its own findings.

This page
CoChat. (2026). Citation check: Educational and employment outcomes associated with childhood traumatic brain injury in Scotland: A population-based record-linkage cohort study. https://app.cochat.ai/papers/10.1371/journal.pmed.1004204
The paper
Visnick, M. J., Pell, J. P., Mackay, D. F., Clark, D., King, A., & Fleming, M. (2023). Educational and employment outcomes associated with childhood traumatic brain injury in Scotland: A population-based record-linkage cohort study. PLOS Medicine. https://doi.org/10.1371/journal.pmed.1004204

Data sources

Bibliographic data: Semantic Scholar, OpenAlex, Crossref.

Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.