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- Presentation
AI Tools in Dermatology: Practical Uses, Risks, and Guiding Principles
Description
The speaker, a dermatology resident and member of the AAD Augmented Intelligence Committee, explains practical ways generative AI can already support dermatology while emphasizing its limitations and risks. She outlines how effective prompting works and demonstrates tools such as NotebookLM for turning uploaded sources into infographics, slide-style visuals, audio overviews, mind maps, quizzes, and video summaries. She also highlights AI-assisted administrative workflows, including reusable prompt templates for prior authorization letters and patient handouts, and discusses AI scribes as a way to reduce documentation burden, improve well-being, and save time, though more dermatology-specific research is needed. For medical education, she shows how AI can help study materials, practice conversations, and generate learning aids, while noting copyright concerns when uploading documents. For research, she demonstrates deep-research features that generate editable research plans and detailed reports. She reviews a consumer AI doctor service as an example of emerging patient-facing tools but warns that evidence is limited and vulnerabilities can lead to unsafe advice. A detailed case example illustrates hallucinations and citation errors, reinforcing the need to verify AI outputs carefully. The talk concludes with AAD/BAD guiding principles for LLM use in dermatology, centered on safety, privacy, fairness, and generalizability.
View moreConclusions
- Current AI tools in dermatology are already useful for streamlining administrative work, patient communication, documentation, education, and research.
- AI scribes and similar workflow tools appear to reduce clinician burden and may improve well-being, with early studies suggesting modest daily time savings.
- NotebookLM-style systems can effectively transform source documents into helpful educational outputs such as summaries, podcasts, mind maps, quizzes, infographics, and slide decks.
- Prompt quality matters, and effective use of generative AI requires clear goals, output formats, warnings, and context.
- Medical education can be enhanced by using AI to create study aids, practice difficult conversations, and organize complex topics for learners.
- Deep research tools can accelerate literature review and topic exploration, but their outputs still require human review and refinement.
- Consumer-facing AI medical advice tools may be appealing, but current evidence and security testing suggest important safety and reliability concerns.
- Even when AI cites references, its answers can be wrong or mis-cited, so clinicians must verify AI-generated information against primary sources.
- AI should be used as an augmenting tool rather than a replacement for clinical judgment, because current systems can still hallucinate or provide unsafe guidance.
- Guiding principles for dermatology AI use should prioritize safety, privacy, fairness, and generalizability.
- The overall conclusion is that AI is promising and immediately useful in dermatology, but it must be adopted cautiously and with strong human oversight.
- Maddox et al, NEJM, 2025.
- Berzin & Topol, Lancet, 2025.
- Wongvibulsin & Lee, Dermatologic Clinics, 2025.
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