| 1 |
What is the primary goal of the article according to its introduction?
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To explore advancements, applications, and challenges of generative AI in medical imaging |
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It coves all content
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| 2 |
How do generative AI models differ from traditional discriminative models in healthcare applications?
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Generative models interpret data rather than create it |
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Generative Models only generate what we already know or discover things. They can create but might not correct.
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| 3 |
What is meant by the term “model as a dataset”?
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A dataset created manually by experts |
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| 4 |
Which statement correctly distinguishes physics-informed and statistical models?
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Physics-informed models incorporate biological or physical principles |
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| 5 |
According to the article, what does the “image generation trilemma” describe?
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Trade-offs among image diversity, quality, and speed |
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| 6 |
What is the Human Turing Test used for in medical image synthesis?
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To assess realism of synthetic medical images by experts |
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| 7 |
Which of the following is NOT mentioned as a potential benefit of synthetic data in healthcare?
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Enhancing data diversity |
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| 8 |
What is one major ethical concern associated with generative AI in medical imaging?
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Data copying and patient reidentification |
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| 9 |
What regulatory precedent did the article cite for synthetic data technologies?
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WHO approval of AI diagnostic models |
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| 10 |
What is the main purpose of the article?
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To compare and evaluate ASCVD risk prediction models in East Asia |
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| 11 |
Which of the following models was originally developed for a Western population?
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Korean Risk Prediction Model (KRPM) |
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| 12 |
Why might Western-based risk prediction models overestimate ASCVD risk in East Asian populations?
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East Asians have lower baseline incidence of ASCVD |
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| 13 |
What is the key advantage of the China-PAR model compared to Western-based models?
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It was calibrated using national data representing diverse regions in China |
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| 14 |
Which of the following variables is not typically included in ASCVD risk prediction models discussed in the article?
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Age |
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| 15 |
What is a major difference between the Suita Score and the Framingham Risk Score?
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Suita Score was designed for a Japanese population using local epidemiological data |
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| 16 |
According to the article, what is a potential benefit of developing East Asia–specific risk models?
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They improve accuracy and reduce overestimation of risk |
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| 17 |
Which factor was highlighted as influencing ASCVD risk differences among East Asian countries?
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Cultural and dietary variations, such as salt intake and lifestyle |
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| 18 |
What future direction does the article suggest for improving ASCVD risk prediction?
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Using multimodal AI-based prediction integrated with regional data |
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| 19 |
Which statement best explains the key difference in how VAEs, GANs, and DDPMs generate medical images according to the figure?
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DDPMs iteratively remove noise through reverse diffusion rather than using encoder–decoder or discriminator structures. |
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| 20 |
Which of the following best explains the trend shown in Figure comparing age-standardized and crude CVD mortality rates among East Asian countries?
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Despite differences in age structures, Japan maintains low mortality rates in both measures, suggesting effective prevention and healthcare systems. |
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