Guide-linked quiz · Medium Level
AI in Pathology Quiz
Review digital pathology images, tile-based processing, weak slide labels and specific AI-assisted diagnostic tasks and their limits.
Question 1 of 8
What is a 'whole-slide image' in digital pathology?
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Answers and explanations appear as you take the quiz.
- What is a 'whole-slide image' in digital pathology?
- A gigapixel digital scan of an entire tissue slide
- A single cell photographed with a phone
- An X-ray of a patient's chest
- A handwritten lab report
- Why do AI models process slides in small tiles or patches?
- Because color is unimportant in pathology
- Because the full gigapixel image is too large to feed in at once
- Because tissue is always square
- To make the image black and white
- Multiple-instance learning helps when:
- There are no labels at all and no goal
- The model needs to translate text
- Only a slide-level label is known, not the exact tumor location
- The slide is a normal photograph
- What regulatory pathway did FDA use for Paige Prostate?
- It issued a blanket approval for all pathology AI
- It granted a drug marketing authorization
- It declared that pathologists are no longer needed
- It granted a De Novo classification for the specific device and intended use
- What does an AI Ki-67 count measure in a tumor?
- How quickly the tumor cells are proliferating
- The patient's blood pressure
- The size of the hospital
- The slide's thickness in millimeters
- What can an AI system provide in a pathology workflow, according to the scoped examples?
- A definitive cancer diagnosis without a pathologist
- A decision-support output that a pathologist reviews in context
- An automatic treatment prescription
- A replacement for tissue sampling
- What is a key idea in CLAM for whole-slide classification?
- Every patch must have a manually annotated pixel mask
- The model analyzes only patient age
- Attention-based multiple-instance learning can identify informative image patches from slide-level labels
- It replaces the slide image with a text report
- What did Paige Prostate receive De Novo authorization to assist pathologists with?
- Automatically selecting cancer treatment
- Replacing biopsies with blood tests
- Diagnosing every cancer type from MRI
- Identifying suspicious regions on digitized prostate biopsy slides
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