| 1 |
How does the concept of “model as a dataset” reshape traditional data-sharing practices in medical imaging?
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2. It replaces all clinical data with textual descriptions. |
|
Because I think so |
Medical theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 2 |
Which analytical conclusion can be drawn about the trade-offs between physics-informed and statistical models?
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5. Physics-informed models always produce higher diversity. |
|
|
|
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 3 |
Why is “mode collapse” considered a critical problem in GAN-based medical image synthesis?
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2. It reduces image realism and variety by producing repetitive outputs. |
|
|
Medical theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 4 |
Why are healthcare-specific metrics preferred over general-purpose metrics such as FID or SSIM?
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2. They better capture clinical accuracy and diagnostic relevance. |
|
Because it felt right |
Medical theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 5 |
What does the article identify as the key tension between privacy preservation and image fidelity?
|
4. Data encryption solves all privacy issues. |
|
|
Medical theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 6 |
Why is the FDA’s approval of synthetic MRI technology significant for future AI-generated data?
|
It establishes a framework for validating synthetic data equivalence in clinical use. |
|
|
Medical theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 7 |
Which strategy would best mitigate demographic bias in generative models according to the article?
|
2. Applying diversity-aware training and fairness constraints |
|
|
Medical theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 8 |
How do DDPMs exemplify versatility in healthcare image synthesis?
|
2. They can perform multiple tasks such as denoising, inpainting, and anomaly detection without retraining. |
|
Because it felt right |
Medical theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 9 |
What analytical insight does the article provide about integrating AI-generated medical images into education and research?
|
1. It risks lowering academic standards. |
|
Maybe one day Ai will cover The Whole entire world, in my opinion, I think if ai controls us we won’t have any Brain anymore, unless we know how or when to use it, unlike use it all the time when we don’t know this question, we will never get to practice or learn from our mistakes. |
My theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
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| 10 |
Why is regional calibration essential when applying risk prediction models across countries?
|
2. To adjust for population-specific incidence and lifestyle differences |
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|
|
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
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| 11 |
What analytical conclusion can be drawn when comparing the China-PAR and Framingham models?
|
5. Both models are equally accurate globally. |
|
They are quite the same |
Physics theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
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| 12 |
Based on CVD mortality data, what analytical inference can be made about Japan’s position compared to neighboring countries?
|
1. Japan’s low CVD mortality suggests effective prevention and healthcare systems. |
|
Based on the graphing table on part 1 |
Biology theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
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| 13 |
What analytical limitation arises when using Western-derived coefficients in East Asian models?
|
5. It eliminates the need for validation. |
|
|
|
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 14 |
What policy implication can be derived from country-specific risk models?
|
3. They are unnecessary for modern health systems. |
|
Because it felt right |
Biology theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 15 |
If a model excludes socioeconomic variables, what analytical consequence might occur?
|
5. Increased computational efficiency |
|
|
Biology theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 16 |
How might AI improve next-generation ASCVD risk prediction in East Asia?
|
2. By integrating multimodal data, including imaging and lifestyle information |
|
You know how advance the ai could be |
Physics theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 17 |
What conclusion can be drawn from comparing Mongolia’s and South Korea’s CVD mortality rates?
|
3. South Korea’s mortality is inflated by reporting bias. |
|
Based on the graphing table |
Physics theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 18 |
What is the most logical future direction for improving ASCVD models across East Asia?
|
1. Establishing multinational data-sharing platforms to harmonize regional models |
|
|
|
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 19 |
According to the “image generation trilemma” shown in the figure, what analytical conclusion can be drawn about the relative strengths of VAEs, GANs, and DDPMs in medical image synthesis?
|
2. GANs provide a between image quality and diversity but may suffer from mode collapse. |
|
Because it felt right |
Physics theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|
| 20 |
Based on Figure, what analytical conclusion can be drawn regarding the distribution of cardiovascular disease (CVD) subtypes across East Asian countries?
|
2. Stroke dominates as the primary cause of CVD death in all East Asian countries equally. |
|
|
Biology theory |
7 |
-.50
-.25
+.25
เต็ม
0
-35%
+30%
+35%
|