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Published on: March 18, 2020
AI-Powered Laryngoscopy: Exploring the Future With Google Gemini.
Sean A Setzen1, Katerina Andreadis2, Olivier Elemento3
1Sean Parker Institute for the Voice, Department of Otolaryngology-Head and Neck Surgery, Weill Cornell Medical College, New York, New York, USA.
Google Gemini 1.5 Pro, a powerful AI foundation model (FM), shows promise in interpreting laryngoscopy images and videos. This AI tool could aid otolaryngology by supporting clinical decisions in complex procedures.
Area of Science:
- Artificial Intelligence in Medicine
- Otolaryngology
- Medical Imaging Analysis
Background:
- Foundation models (FMs) are versatile AI systems trained on diverse data.
- Multimodal FMs can process various data types, including video.
- AI's role in clinical decision support is rapidly expanding.
Purpose of the Study:
- To evaluate Google Gemini 1.5 Pro's performance in interpreting laryngoscopy images and videos.
- To assess the potential of advanced foundation models in otolaryngology.
Main Methods:
- Google Gemini 1.5 Pro was used to analyze laryngoscopy frames and videos from Google Images and YouTube.
- The model's ability to recognize the procedure, diagnose pathology, and identify lesion sides was tested.
- Performance was evaluated without specific fine-tuning for the task.
Main Results:
- Gemini 1.5 Pro recognized laryngoscopy in 98.9% of frames and 100% of videos.
- Accurate pathology diagnosis was achieved in 62.5% of frames and 20.0% of videos.
- The model identified lesion sides in 65.9% of frames and 40.0% of videos, and narrated operative videos.
Conclusions:
- Google Gemini 1.5 Pro demonstrates significant potential for analyzing laryngoscopy procedures.
- Foundation models show promise as clinical decision support tools in specialized medical fields like otolaryngology.
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