打破守门者:人工智能将如何彻底改变科学资金
1Department of Biomechanics, University of Nebraska at Omaha, Omaha, NE, United States.
Frontiers in artificial intelligence
|September 15, 2025
概括
人工智能 (AI) 可以通过减少偏见和促进功利主义来重塑科学资金. 人工智能驱动的评估可能会促进更广泛的参与,加速科学发现,超越传统的,共识驱动的系统.
科学领域:
- 科学和技术政策政策 科学和技术政策
- 生物医学研究资助
- 科学中的人工智能.
背景情况:
- 研究资金结构往往有利于资深科学家,可能阻碍早期职业研究人员和新的想法.
- 生物医学科学越来越多地表现出老年民主主义的资金模式,影响谁进行科学以及何时进行科学.
- 传统的授予同行评审系统可能会优先考虑共识,而不是真正的科学发现.
研究的目的:
- 分析人工智能 (AI) 如何破坏科学研究资金中的现有权力结构.
- 探索人工智能的潜力,为科学独立创造更公平,更有功利的途径.
- 检查人工智能在解决偏见和促进更广泛参与科学方面的作用.
主要方法:
- 对人工智能驱动的创新与生物医学科学的融资趋势进行比较分析.
- 检查塑造科学事业和研究机会的机构机制.
- 探索基于人工智能的评估框架,作为传统同行评审的替代方案.
主要成果:
- 人工智能为减少偏见和扩大参与研究的评估框架提供了潜力.
- 与传统的授予同行评审相比,算法评估可以提供更有功利的途径.
- 重新思考过时的守门实践,如学习部分,对于促进发现至关重要.
结论:
- 人工智能可以通过挑战传统的资金和评估实践来帮助建立一个更具包容性和创新的科学系统.
- 在科学评估中实施人工智能可能会扭转研究中的特权和时间趋势.
- 人工智能是一种工具,可以促进,但不仅仅是解决,需要一个更动态和多样化的科学景观.
相关概念视频
The Scientific Method
64.9K
Chemistry is an empirical science. Scientists often pose questions to understand the chemistry in everyday life and seek answers to these questions. To achieve this, scientists follow a definitive series of steps that together make up the Scientific Method. This approach involves making observations, asking questions, building a hypothesis, conducting experiments, analyzing results, and forming a conclusion.
64.9K
The Scientific Method
258.6K
The scientific method is a detailed, empirical problem-solving process used by biologists and other scientists. This iterative approach involves formulating a question based on observation, developing a testable potential explanation for the observation (called a hypothesis), making and testing predictions based on the hypothesis, and using the findings to create new hypotheses and predictions.
Generally, predictions are tested using carefully-designed experiments. Based on the outcome of these...
Generally, predictions are tested using carefully-designed experiments. Based on the outcome of these...
258.6K
The Scientific Method
64.8K
Research is what makes the difference between facts and opinions. Facts are observable realities, and opinions are personal judgments, conclusions, or attitudes that may or may not be accurate. In the scientific community, facts can be established only using evidence collected through empirical research.
64.8K
Scientific Laws and Theories
87.0K
Scientific Laws
87.0K
Experimental RNAi
7.3K
RNA interference (RNAi) is a cellular mechanism that inhibits gene expression by suppressing its transcription or activating the RNA degradation process. The mechanism was discovered by Andrew Fire and Craig Mello in 1998 in plants. Today, it is observed in almost all eukaryotes, including protozoa, flies, nematodes, insects, parasites, and mammals. This precise cellular mechanism of gene silencing has been developed into a technique that provides an efficient way to identify and determine the...
7.3K
Issues And Trends In Healthcare Delivery System
6.1K
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...
6.1K


