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Advancing AI Data Ethics in Nursing: Future Directions for Nursing Practice, Research, and Education
Patricia A Ball Dunlap1,2, Martin Michalowski1
1School of Nursing, University of Minnesota, 5-140 Weaver-Densford Hall, 308 Harvard Street SE, Minneapolis, MN, 55455, United States, 16126245959.
Ethical artificial intelligence (AI) requires prioritizing data ethics in collection, processing, and usage. Nurses play a key role in ensuring responsible AI development and high-quality data for machine learning applications.
Area of Science:
- * Computer Science
- * Ethics
- * Nursing
Background:
- * Growing recognition of artificial intelligence (AI) ethical concerns, including bias, opacity, trust, security, and fairness.
- * Machine learning (ML) algorithms are central to AI, necessitating ethically sound systems.
- * Data is crucial for AI, emphasizing the need for ethical data collection, processing, and usage.
Purpose of the Study:
- * To explore data ethics principles for responsible AI development.
- * To examine the data-centric AI paradigm and its focus on data quality.
- * To address ethical considerations for nurses in AI and data ethics.
Main Methods:
- * Formal literature review to identify relevant data ethics frameworks and strategies.
- * Examination of principles applicable to real-world and synthetic data in AI/ML.
- * Analysis of ethical considerations specific to nursing practice, research, and education.
Main Results:
- * Data ethics principles are essential for responsible AI and ML.
- * The data-centric AI paradigm highlights the importance of data quality and human-centered expertise.
- * Specific ethical considerations and case studies for nurses in AI are presented.
Conclusions:
- * Nurses should actively engage in AI and data ethics.
- * This engagement is crucial for developing high-quality, relevant data for ML applications.
- * Recommendations are provided for nursing practice, research, and education to foster ethical AI integration.
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