AI Tools Slowly Gain Traction in Medical Imaging, But Full Automation Remains Distant
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Early predictions that AI would replace radiologists have not come to pass, but AI tools are increasingly used in medical imaging.
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Current AI tools serve specific functions like flagging abnormalities, but have limitations like focusing on common issues rather than full diagnostic assessment.
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Researchers are exploring "foundation models" trained on huge datasets that can be adapted for diverse tasks, with potential to act more like a physician.
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Tech companies are developing multimodal models combining images, text, genomics data, etc. aiming to improve on current tools' capabilities.
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Experts say while capabilities are advancing, there is a long way to go to demonstrate these new AI tools can be safely implemented in clinical care.