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Artificial intelligence (AI) has revolutionized nearly every industry worldwide, and the healthcare industry is no exception. From workflow optimization to data analysis and predictive analytics, AI has become critical in the healthcare system. One area where AI can be useful is radiology.Radiology encompasses multiple kinds of medical imaging, including X-rays, ultrasounds, and magnetic resonance imaging (MRI). AI has been used and is continuously being researched for its ability to assist and optimize medical imaging.Within radiology, AI technologies can be used in multiple ways, including image analysis and interpretation, computer-aided detection, workflow optimization, and more.Trained AI algorithms can be applied to image analysis and interpretation to analyze various medical images, including X-rays, computed tomography (CT) scans, MRIs, and ultrasounds, aiding in disease detection.
According to an article from Radiology Affiliates Imaging, AI tools use convolutional neural networks to analyze medical images. These neural networks are, ideally, trained on vast and diverse datasets to identify patterns or abnormalities in medical images.One of the primary challenges in using AI is data quality. AI algorithms and tools are trained based on existing datasets to detect and identify patterns in images. While training offers a foundation for AI conclusions, it means that the data being used must be high-quality, diverse, and unbiased.
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