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Generative Artificial Intelligence in Dermatology: A Primer.
1Department of Medicine, Florida State University College of Medicine, Tallahassee, FL 32304, USA; Center for Global Health; Center for Clinical Epidemiology and Biostatistics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA; Department of Engineering Science, University of Oxford, Oxford, UK.
Advanced generative artificial intelligence (AI) models are transforming medicine. Understanding how these AI systems function and their potential risks is crucial for responsible clinical application and improved patient care.
Area of Science:
- Medical Informatics
- Artificial Intelligence in Healthcare
- Clinical Decision Support Systems
Background:
- The rapid advancement of transformer-based generative artificial intelligence (AI) models is significantly impacting the medical field.
- These AI systems have the potential to influence various aspects of healthcare, including medical education and surgical decision-making.
Purpose of the Study:
- To elucidate the fundamental workings of advanced generative AI models in medicine.
- To explore the responsible application of these AI systems for enhancing patient care.
- To highlight the importance of understanding potential risks associated with AI implementation.
Main Methods:
- Discussion of the core principles behind transformer-based generative AI.
- Exploration of prompt engineering as a method for clinician customization.
- Analysis of potential direct and indirect risks of AI in clinical settings.
Main Results:
- Generative AI models offer transformative potential across the medical landscape.
- Prompt engineering enables clinicians to tailor AI tools for specific needs.
- Awareness of AI's potential risks is paramount for safe integration.
Conclusions:
- Clinicians, educators, and researchers must understand both the capabilities and risks of generative AI.
- Responsible AI adoption requires a thorough appreciation of its underlying mechanisms and potential consequences.
- The integration of AI into healthcare necessitates a proactive approach to risk management and ethical considerations.
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