AI Disability Benefits: Denial Bias Audits

End-of-lesson check

15 questions · take it digitally for instant feedback at tendril.neural-forge.io/learn/quiz/end-ethics-safety-ai-disability-benefits-denial-bias-r10a4-adults

1. What is the core idea behind "AI Disability Benefits: Denial Bias Audits"?

   1. Auditing AI systems that score disability claims for systematic denial bias.
   2. Most platforms now have specific 'synthetic non-consensual imagery' report categ…
   3. Personal info: do not share name, address, phone, school.
   4. Generate emotionally calibrated emergency scripts

2. Which term best describes a foundational idea in "AI Disability Benefits: Denial Bias Audits"?

   1. claim scoring
   2. disparate impact
   3. audit
   4. Most platforms now have specific 'synthetic non-consensual imagery' report categ…

3. A learner studying AI Disability Benefits: Denial Bias Audits would need to understand which concept?

   1. disparate impact
   2. audit
   3. claim scoring
   4. Most platforms now have specific 'synthetic non-consensual imagery' report categ…

4. Which of these is directly relevant to AI Disability Benefits: Denial Bias Audits?

   1. disparate impact
   2. claim scoring
   3. Most platforms now have specific 'synthetic non-consensual imagery' report categ…
   4. audit

5. Which of the following is a key point about AI Disability Benefits: Denial Bias Audits?

   1. Compute approval rates by impairment category
   2. Surface features driving denial scores
   3. Compare model outcomes to ALJ reversals
   4. Most platforms now have specific 'synthetic non-consensual imagery' report categ…

6. What is one important takeaway from studying AI Disability Benefits: Denial Bias Audits?

   1. Override an administrative law judge
   2. Determine whether a claimant is disabled
   3. Resolve causation in benefits law
   4. Most platforms now have specific 'synthetic non-consensual imagery' report categ…

7. What is the key insight about "Disparate-impact slice prompt" in the context of AI Disability Benefits: Denial Bias Audits?

   1. Most platforms now have specific 'synthetic non-consensual imagery' report categ…
   2. Personal info: do not share name, address, phone, school.
   3. Run the audit across every impairment, race, and age slice and require a written justification for any group with >5% de…
   4. Generate emotionally calibrated emergency scripts

8. What is the key insight about "Past denials are not ground truth" in the context of AI Disability Benefits: Denial Bias Audits?

   1. Most platforms now have specific 'synthetic non-consensual imagery' report categ…
   2. Personal info: do not share name, address, phone, school.
   3. Generate emotionally calibrated emergency scripts
   4. Training on historical denials encodes historical injustice — audit against ALJ reversals, not original decisions.

9. Which statement accurately describes an aspect of AI Disability Benefits: Denial Bias Audits?

   1. Models trained on past adjudications inherit the same biases that produced wrongful denials, especially for invisible disabilities.
   2. Most platforms now have specific 'synthetic non-consensual imagery' report categ…
   3. Personal info: do not share name, address, phone, school.
   4. Generate emotionally calibrated emergency scripts

10. Which best describes the scope of "AI Disability Benefits: Denial Bias Audits"?

    1. It is unrelated to ethics-safety workflows
    2. It focuses on Auditing AI systems that score disability claims for systematic denial bias.
    3. It applies only to the opposite beginner tier
    4. It was deprecated in 2024 and no longer relevant

11. Which section heading best belongs in a lesson about AI Disability Benefits: Denial Bias Audits?

    1. Most platforms now have specific 'synthetic non-consensual imagery' report categ…
    2. Personal info: do not share name, address, phone, school.
    3. What AI does well here
    4. Generate emotionally calibrated emergency scripts

12. Which section heading best belongs in a lesson about AI Disability Benefits: Denial Bias Audits?

    1. Most platforms now have specific 'synthetic non-consensual imagery' report categ…
    2. Personal info: do not share name, address, phone, school.
    3. Generate emotionally calibrated emergency scripts
    4. What AI cannot do

13. Which of the following is a concept covered in AI Disability Benefits: Denial Bias Audits?

    1. disparate impact
    2. claim scoring
    3. audit
    4. Most platforms now have specific 'synthetic non-consensual imagery' report categ…

14. Which of the following is a concept covered in AI Disability Benefits: Denial Bias Audits?

    1. disparate impact
    2. claim scoring
    3. audit
    4. Most platforms now have specific 'synthetic non-consensual imagery' report categ…

15. Which of the following is a concept covered in AI Disability Benefits: Denial Bias Audits?

    1. disparate impact
    2. claim scoring
    3. audit
    4. Most platforms now have specific 'synthetic non-consensual imagery' report categ…