| 1 |
What is the primary goal of the article according to its introduction?
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3. To explore advancements, applications, and challenges of generative AI in medical imaging |
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Because the article they write about synthetic data in medical imaging and why they’re valuable.And in the article there are about how the AI learn and transform.
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Look overall especially in the Summary and introduction.
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| 2 |
How do generative AI models differ from traditional discriminative models in healthcare applications?
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2. Generative models produce new data rather than only classify or interpret |
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In the article they said that Generative AI models they learn to underlying data distribution so they can generate new realistic samples and recreate the underlying distribution of medical data rather than just classify each categories.So it allow Generative AI to generate synthetic realistic medical images.
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In the article they write about this in synthetic data set.Which they told about what is difference between Generative AI models and traditional discriminative models
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| 3 |
What is meant by the term “model as a dataset”?
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3. Sharing trained model weights instead of raw data |
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In the article They say about Models as a dataset is a new concept in data sharing and generative models learn and store patterns and characteristics of the original data in their internal parameters.
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scrole down and find the key word.Which is "model as a dataset".
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| 4 |
Which statement correctly distinguishes physics-informed and statistical models?
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3. Physics-informed models incorporate biological or physical principles |
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In the article they say that Physics-informed models are primarily rule-based approaches that incorporate domain-specific knowledge and physics principles
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find the key word and read all of the paragraph
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| 5 |
According to the article, what does the “image generation trilemma” describe?
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2. Trade-offs among image diversity, quality, and speed |
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In the article they write that image generation trilemma represent three keys of aspect, which is Diversity, Quality,and speed
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Find the key point then paraphase it
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| 6 |
What is the Human Turing Test used for in medical image synthesis?
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2. To assess realism of synthetic medical images by experts |
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According to the article ,Human Turing Test is for expert to recognize between real and derived images.
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Find the key word read overall Then paraphase it.
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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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4. Eliminating all medical biases permanently |
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According to the article,it act as a replacement of the original data.They didn't write that eliminate all medical baises
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read in Use cases in medical imaging sub topic
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| 8 |
What is one major ethical concern associated with generative AI in medical imaging?
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2. Data copying and patient reidentification |
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According to the article they wrote that They are concern about data leaking
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read in Use cases in medical imaging sub topic
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| 9 |
What regulatory precedent did the article cite for synthetic data technologies?
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2. FDA clearance of synthetic MRI as image-processing software |
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according to this paragraph"FDA requiring extensive clinical validation to show that the diagnostic performance of the radiologist remained equivalent when using synthetic images versus conventional images."
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read at the future direction sub-topic
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| 10 |
What is the main purpose of the article?
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4. To introduce new diagnostic imaging technologies |
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Because in the artical they wrote lots of synthetic data and creating medical image
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read overall and summise it
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| 11 |
Which of the following models was originally developed for a Western population?
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5. NIPPON Data80 Model |
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It say about USA
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read overall
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| 12 |
Why might Western-based risk prediction models overestimate ASCVD risk in East Asian populations?
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2. East Asians have lower baseline incidence of ASCVD |
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They wrote that there are less sample of East asia and Western and asia live in difference lifestyles
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find the key point and and try to understand it
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| 13 |
What is the key advantage of the China-PAR model compared to Western-based models?
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1. It includes both genetic and lifestyle factors |
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According to the article ,It involve in many risk factors ex.cholesterol.
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find the key point then summerise to myself
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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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5. Smoking status |
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According to the article ,They mention all of the choice except smoking status
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skimming overall
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| 15 |
What is a major difference between the Suita Score and the Framingham Risk Score?
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3. Framingham model excludes cholesterol levels |
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According to the article Framingham model include others risk factor except Cholesterol levels
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Find the key point and read that paragraph
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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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3. They improve accuracy and reduce overestimation of risk |
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According to the article ,Overestimate of risk cause immigrant to has bad health profile and others .So they want to improve the accuracy.
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Find the key point about the benefit then read whole paragraph
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| 17 |
Which factor was highlighted as influencing ASCVD risk differences among East Asian countries?
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2. Cultural and dietary variations, such as salt intake and lifestyle |
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According to the text ,There are difference of culture and lifestyle across the East asia.
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Find the key point then read whole paragraph
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| 18 |
What future direction does the article suggest for improving ASCVD risk prediction?
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2. Using multimodal AI-based prediction integrated with regional data |
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According to the text,They wrote that we use variety sample .So we need to use multimodels to collect the data and be as a base for each zone
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Find the key word Then read whole paragraph .Then summerise it.
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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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3. DDPMs iteratively remove noise through reverse diffusion rather than using encoder–decoder or discriminator structures. |
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the most possible answer after read answer and in the article
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find this picture then read and answer the most likely
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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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3. Despite differences in age structures, Japan maintains low mortality rates in both measures, suggesting effective prevention and healthcare systems. |
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most likely according to the text
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find the pick .Then read and answer it.
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