Key Takeaways
Extended Takeaways
- In this self-referred population, pretest probability was extremely high: 92.8% were ADHD-positive on clinical interview and 78.8% on the online assessment. Clinicians should interpret these performance characteristics as applying to help-seeking adults, not to general screening in lower-prevalence settings.
- A positive online result was rarely contradicted by the interview standard, with PPV of 94.9% (95% CI, 92.8–96.3%). This supports using a positive online assessment to expedite next-step treatment planning or confirmatory clinical review rather than restarting the diagnostic workup from scratch.
- Negative online results were much less reassuring, with NPV of 15.1% (95% CI, 9.8–22.6%), and over 80% of off-diagonal cases (62/76) were interview-positive but online-negative. Adults with persistent impairment despite a negative online result should still receive clinician follow-up rather than being screened out of care.
- Against adjudicated full-data diagnoses, the online assessment traded higher rule-in performance for lower rule-out performance: PPV was 98.5% (95% CI, 96.4%–99.4%) and specificity was 88.2% (95% CI, 72.6%–96.7%), while the clinical interview had higher sensitivity at 96.8% (95% CI, 94.2%–98.5%). In practice, the online tool appears better for avoiding false positives, whereas interview remains stronger when the priority is minimizing missed ADHD.
- The false-positive rate for the online assessment was 11.7%; 4/34 versus 55.9%; 19/34 for the clinical interview in discordant cases. For clinicians concerned about overdiagnosis or unnecessary stimulant exposure in telehealth pathways, this more conservative threshold is a clinically relevant strength.
- Subtype distribution did not explain disagreement: combined and inattentive presentations were most common, and no presentation was consistently misclassified or over-represented among off-diagonal cases. This suggests discordance was more about diagnostic threshold than systematic failure to detect a particular ADHD presentation.