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AIGP · Question #138

CASE STUDY Please use the following to answer the next question: A mid-size US healthcare network has decided to develop an AI solution to detect a type of cancer that is most likely to arise in…

The correct answer is A. Privacy risk. Combining datasets, even if de-identified, increases the risk of re-identification and other privacy concerns, making privacy risk the most significant in this context.

AI System Risks

Question

CASE STUDY Please use the following to answer the next question:

A mid-size US healthcare network has decided to develop an AI solution to detect a type of cancer that is most likely to arise in adults. Specifically, the healthcare network intends to create a recognition algorithm that will perform an initial review of all imaging and then route records to a radiologist for secondary review pursuant to agreed-upon criteria (e.g., a confidence score below a threshold). To date, the healthcare network has:

  • Defined its AI ethical principles.
  • Conducted discovery to identify the intended uses and success

criteria for the system.

  • Established an AI risk committee.
  • Assembled a cross-functional team with clear roles and

responsibilities.

  • Created policies and procedures to document standards, workflows,

timelines and risk thresholds during the project. The healthcare network intends to retain a cloud provider to host the solution. It also intends to retain a large consulting firm to supplement its small data science team and help develop the algorithm using the healthcare network’s existing data and de-identified data that is licensed from a large US clinical research partner. The most significant risk from combining the healthcare network’s existing data with the clinical research partner data is?

Options

  • APrivacy risk.
  • BSecurity risk.
  • COperational risk.
  • DReputational risk.

How the community answered

(27 responses)
  • A
    93% (25)
  • B
    4% (1)
  • C
    4% (1)

Explanation

Combining datasets, even if de-identified, increases the risk of re-identification and other privacy concerns, making privacy risk the most significant in this context.

Topics

#privacy risk#genetic data#sensitive data#healthcare AI

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