What Provider Frequently Asked Questions Miss: Evaluating Unmet Attention-Deficit/Hyperactivity Disorder Information Needs Through Comparison of Online Community Posts Using Large Language Model–Assisted Semantic Analysis in a Mixed Methods Study - Scorecard - MDSpire
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Assessing Unaddressed Information Needs in Attention-Deficit/Hyperactivity Disorder: A Mixed Methods Study Utilizing Large Language Model–Enhanced Semantic Analysis of Online Community Discussions

  • By

  • Jaeeun Baek

  • Hyeoneui Kim

  • September 11, 2026

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Clinical Scorecard: Assessing Unaddressed Information Needs in Attention-Deficit/Hyperactivity Disorder: A Mixed Methods Study Utilizing Large Language Model–Enhanced Semantic Analysis of Online Community Discussions

At a Glance

CategoryDetail
ConditionAttention-Deficit/Hyperactivity Disorder (ADHD)
Key MechanismsPersistent inattention, hyperactivity, and impulsivity symptoms.
Target PopulationChildren and adolescents with ADHD and their caregivers.
Care SettingMental health care and pediatric settings.

Key Highlights

  • ADHD represents 46.7% of reported behavioral disorders among children and adolescents.
  • Substantial unmet information needs exist among individuals with ADHD and their caregivers.
  • Inadequate ADHD knowledge may lead to maladaptive parenting practices.
  • Online ADHD information often fails to meet user satisfaction or informational requirements.
  • Effective ADHD management requires timely access to reliable information.

Guideline-Based Recommendations

Diagnosis

  • Accurate assessment of ADHD symptoms is essential for diagnosis.

Management

  • Timely access to reliable information is necessary for effective ADHD management.

Monitoring & Follow-up

  • Regular evaluation of information needs among patients and caregivers is recommended.

Risks

  • Insufficient patient information may lead to quality-of-life concerns and social stigma.

Patient & Prescribing Data

Children and adolescents with ADHD.

Parents often seek guidance from healthcare providers for ADHD management.

Clinical Best Practices

  • Combine reputable online health information with healthcare provider guidance.
  • Address accessibility barriers to ADHD services.

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Original Source(s)

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