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A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Disability, chronic illness, and risk selection.
1School of Policy and Management, College of Health and Urban Affairs, Florida International University, North Miami, Florida, USA. batavia1957@hotmail.com
People with disabilities face health insurance risks due to risk selection. Reforms must ensure fair coverage and prevent discrimination for vulnerable populations.
Area of Science:
- Health Economics
- Disability Studies
- Insurance Law
Background:
- Individuals with disabilities and chronic conditions are high-cost health care users, making them susceptible to risk selection in insurance.
- Preferred risk selection by insurers can limit access to coverage for high-risk individuals.
- Adverse selection, where high-risk individuals choose generous plans, can destabilize insurance markets.
Purpose of the Study:
- To analyze the multifaceted issue of risk selection in health insurance from a disability perspective.
- To identify necessary components for addressing risk selection equitably for individuals with disabilities.
- To propose solutions that ensure fair market conditions and prevent discrimination in health insurance.
Main Methods:
- Analysis of existing insurance practices and regulations, including the Americans with Disabilities Act.
- Examination of the impact of risk selection on individuals with disabilities and the healthcare market.
- Review of potential risk adjustment mechanisms sensitive to disability-related healthcare costs.
Main Results:
- The Americans with Disabilities Act offers partial protection but does not eliminate all disability-based distinctions in insurance.
- Risk selection poses significant threats to both access to coverage for high-risk individuals and the financial stability of responsive insurance plans.
- Effective solutions require a balanced approach that accounts for healthcare costs, prevents adverse selection, avoids stigma, and promotes market fairness.
Conclusions:
- Addressing risk selection is crucial for maintaining a viable market-based healthcare system that serves individuals with disabilities.
- Risk adjustment strategies, such as those based on prior expenditures or disability-sensitive diagnostic indicators, may be effective.
- Future reforms must prioritize equity, non-discrimination, and the specific healthcare needs of people with disabilities.
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