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Diagnosing attention-deficit hyperactivity disorder (ADHD) using artificial intelligence: a clinical study in the UK.

Tianhua Chen1, Ilias Tachmazidis1, Sotiris Batsakis1,2

  • 1Department of Computer Science, University of Huddersfield, Huddersfield, United Kingdom.

Frontiers in Psychiatry
|June 26, 2023
PubMed
Summary

A new hybrid AI algorithm aids adult ADHD diagnosis, achieving 93.61% accuracy. This advanced model, utilizing machine learning and knowledge-based systems, offers a cost-effective diagnostic tool for attention-deficit hyperactivity disorder.

Keywords:
artificial intelligenceattention-deficit hyperactivity disorder (ADHD)diagnostic systemexplainable AImachine learningmental health

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Attention-Deficit/Hyperactivity Disorder01:30

Attention-Deficit/Hyperactivity Disorder

Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder characterized by persistent inattention, hyperactivity, and impulsivity. It affects approximately 5-8% of children globally, with around 60-70% of cases persisting into adulthood. ADHD has significant implications for educational attainment, social interactions, and occupational success.
Diagnostic Criteria and Symptoms
To diagnose ADHD, symptoms must manifest before age 12 and be evident across multiple settings....
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