信任和值得信赖的人工智能:环境科学中人工智能的研究议程
Ann Bostrom1, Julie L Demuth2, Christopher D Wirz2
1Evans School of Public Policy & Governance, University of Washington, Seattle, Washington, USA.
概括
管理人工智能 (AI) 风险需要值得信赖的AI,特别是在环境科学领域. 研究强调需要利益相关者参与和上下文理解,以开发可靠的AI系统.
科学领域:
- 环境科学 环境科学
- 人工智能的人工智能
背景情况:
- 人工智能风险管理日益增长的需求需要值得信赖的人工智能,特别是在环境科学应用中.
- 对人工智能信任和可信度的现有研究揭示了由于忽视的上下文和社会因素导致的模糊性和测量挑战.
研究的目的:
- 对环境科学中人工智能信任和可信度的研究进行审查,评估和综合.
- 提出一个研究议程,以推进可信的人工智能在这个领域.
主要方法:
- 对现有关于信任和人工智能可信度的研究进行了融合性审查和综合.
- 对信任研究的概念和证据历史的分析.
- 整合人类-人工智能合作的观点和共同发展战略.
主要成果:
- 在人工智能信任研究中发现了持续的模两可和测量缺陷.
- 强调了吸引人工智能用户和利益相关者的重要性被低估了.
- 强调需要共同开发,以使绩效标准与动态信任概念保持一致.
结论:
- 在环境科学中推进值得信赖的人工智能需要解决上下文依赖关系和信任的社会动态.
- 通过共同开发吸引用户和利益相关者对可靠的AI至关重要.
- 来自风险沟通的见解可以提高对人工智能信任和可信度的理解.
更多相关视频
05:47Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
241
11:21Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
8.2K
相关概念视频
Ethics in Research
23.0K
Today, scientists agree that good research is ethical in nature and is guided by a basic respect for human dignity and safety. However, this has not always been the case. Modern researchers must demonstrate that the research they perform is ethically sound.
23.0K
Environmental Influences on Intelligence
308
Despite the strong genetic influence on traits like intelligence, environmental factors significantly shape outcomes. For example, while over 90% of height variation is due to genetic differences, environmental factors such as nutrition also have a notable impact. Similarly, for intelligence, changes in a child's surroundings can significantly alter their IQ. Research shows that enriched environments boost children's academic success and help them develop key cognitive skills. Children...
308
Naturalistic Observations
15.5K
If you want to understand how behavior occurs, one of the best ways to gain information is to simply observe the behavior in its natural context. However, people might change their behavior in unexpected ways if they know they are being observed. How do researchers obtain accurate information when people tend to hide their natural behavior? As an example, imagine that your professor asks everyone in your class to raise their hand if they always wash their hands after using the restroom. Chances...
15.5K
Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
Biodiversity and Human Values
13.1K
Human civilization relies on biodiversity in many ways. Sudden changes in species biodiversity result in environmental changes that can modify weather patterns and therefore human civilizations.
13.1K
