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The Effect of Different Algorithms on Prevalence of Attention Deficit Hyperactivity Disorder and Autism Spectrum Disorder in Secondary Healthcare Data in Five European Countries: A Contribution from the ConcePTION Project

Given, J; Paoletti, O; Bromley, R; Ballardini, E; Beau, A-B; Bartolini, C; Caillet, A; Coldea, A; Damase-Michel, C; Evans, HT; et al. Given, J; Paoletti, O; Bromley, R; Ballardini, E; Beau, A-B; Bartolini, C; Caillet, A; Coldea, A; Damase-Michel, C; Evans, HT; Jordan, S; Leinonen, MK; Manfrini, M; Martikainen, V; Morris, JK; Neville, AJ; Nordeng, H; Puccini, A; Coste, F; Loane, M (2025) The Effect of Different Algorithms on Prevalence of Attention Deficit Hyperactivity Disorder and Autism Spectrum Disorder in Secondary Healthcare Data in Five European Countries: A Contribution from the ConcePTION Project. Journal of Autism and Developmental Disorders. ISSN 0162-3257 https://doi.org/10.1007/s10803-025-06997-4
SGUL Authors: Morris, Joan Katherine

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Abstract

To assess the effect on prevalence estimates of using different algorithms to identify children with attention deficit hyperactivity disorder (ADHD) and autism spectrum disorder (ASD) in healthcare data. Three algorithms were developed and run on administrative/research data in Finland, France (Haute Garonne), Italy (Emilia Romagna), Norway and Wales: (1) ≥ 1 ADHD or ASD diagnoses recorded in specialist settings, (2) ≥ 2 ADHD or ASD diagnoses recorded in primary care and (3) ≥ 1 prescription for medication to manage ADHD. Prevalence rates per 1000 children for each algorithm were calculated. 3,130,162 children (born 1996–2020) with 29,291,204 years of follow-up were included. ADHD prevalence per 1000 children in specialist settings ranged from 3.9 (Emilia Romagna) to 24.1 (Finland); and was 7.0 in primary care (Finland). Based on prescriptions, ADHD prevalence ranged from 0.1 (Emilia Romagna) to 9.9 (Haute Garonne). ASD prevalence in specialist settings ranged from 5.6 (Wales) to 9.7 (Finland), and in primary care from 1.0 (Finland) to 2.0 (Wales). Prevalence of ADHD and ASD was greater among children with longer follow-up. In Finland and Wales, 1.7% and 19.4% of children were diagnosed with ASD in primary care only respectively. The male:female ratio was 3–4:1. Whilst there was considerable geographical variation in the length of follow-up available, and prevalence of ADHD and ASD, specialist diagnoses recorded in healthcare data were key to identifying children with these disorders. These data sources can be complemented by using primary care diagnoses and prescription data to identify affected children more comprehensively.

Item Type: Article
Additional Information: © The Author(s) 2025 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
Keywords: Attention deficit disorder with hyperactivity, Autism spectrum disorder, Data linkage, Routinely collected health data
SGUL Research Institute / Research Centre: Academic Structure > Population Health Research Institute (INPH)
Journal or Publication Title: Journal of Autism and Developmental Disorders
ISSN: 0162-3257
Language: en
Media of Output: Print-Electronic
Related URLs:
Publisher License: Creative Commons: Attribution 4.0
Projects:
Project IDFunderFunder ID
821520Innovative Medicines Initiativehttps://doi.org/10.13039/501100010767
PubMed ID: 40844687
Dates:
Date Event
2025-08-22 Published Online
2025-07-17 Accepted
Go to PubMed abstract
URI: https://openaccess.sgul.ac.uk/id/eprint/117828
Publisher's version: https://doi.org/10.1007/s10803-025-06997-4

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