1. Introduction 1.1 Background and Motivation 1.2 Objectives of the Study 1.3 Structure of the Thesis 2. Overview of AI-Driven Systems 2.1 Definition and Key Characteristics 2.2 Current Trends in AI Development 2.3 Applications in the Public Sector 3. Ethical Frameworks and Considerations 3.1 Traditional Ethical Theories 3.2 Specific Ethical Challenges in AI 3.3 Frameworks for Ethical AI Assessment 4. AI Decision Systems in Public Sector 4.1 Case Studies of Implementation 4.2 Mechanisms of Decision Making 4.3 Outcomes and Impacts 5. Legal and Regulatory Perspectives 5.1 Current Legislation Overview 5.2 Regulatory Challenges and Gaps 5.3 Future Trends in Regulation 6. Case Studies: Ethical Dilemmas 6.1 Analysis of Notable Cases 6.2 Implications for Public Trust 6.3 Lessons Learned 7. Recommendations for Ethical AI Use 7.1 Policy Recommendations 7.2 Best Practices for Implementation 7.3 Strategies for Stakeholder Engagement 8. Conclusion 8.1 Summary of Findings 8.2 Implications for Future Research 8.3 Final Remarks and Outlook
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