保护证据合成的新机遇和挑战来自自然语言处理的进步
Charlotte H Chang1, Susan C Cook-Patton2, James T Erbaugh3
1Department of Biology and Environmental Analysis Program, Pomona College, Claremont, California, USA.
概括
人工智能 (AI),机器学习 (ML) 和自然语言处理 (NLP) 可以加速保护社会科学中的证据合成. 这些计算工具有助于自动化文献审查和数据分析,用于保护政策.
科学领域:
- 保护 社会科学 保护 社会科学
- 计算科学 计算科学
- 环境政策 环境政策
背景情况:
- 全球保护挑战需要有效地综合跨学科证据.
- 越来越多的科学成果和各种报道风格阻碍了证据综合.
- 自然语言处理 (NLP),机器学习 (ML) 和人工智能 (AI) 提供了潜在的解决方案.
研究的目的:
- 展示ML,NLP和AI如何在保护社会科学中自动化和扩展证据合成.
- 探索计算方法在加速保护研究中的应用.
主要方法:
- 自动化的文献查询.
- 处理大量的非结构化文本数据.
- 使用AI和ML从科学研究中提取关键参数.
主要成果:
- 开发了用于自动化文献搜索和数据提取的方法,用于保护社会科学.
- 展示了AI和ML处理和分析大型文本数据集的潜力.
- 强调了保护研究的自动化方法的可扩展性.
结论:
- 机器学习,NLP和人工智能可以显著加速保护社会科学中的证据合成.
- 数据处理和文献审查的自动化是可行的和有益的.
- 混合人工智能专家系统的伦理和有效实施需要进一步调查.
相关概念视频
Convergent Evolution
27.2K
Evolution shapes the features of organisms over time, ensuring that they are suited for the environments in which they live. Sometimes, selection pressure leads to the rise of similar but unrelated adaptations in organisms with no recent common ancestors, a process known as convergent evolution.
27.2K
The Fossil Record
24.8K
The fossil record documents only a small fraction of all organisms that have ever inhabited Earth. Fossilization is a rare process, and most organisms never become fossils. Moreover, the fossil record only exhibits fossils that have been discovered. Nevertheless, sedimentary rock fossils of long-lived, abundant, hard-bodied organisms dominate the fossil record. These fossils offer valuable information, such as an organism's physical form, behavior, and age. Studying the fossil record helps...
24.8K
What is Conservation Biology?
18.3K
Conservation biology is a scientific field that focuses on the preservation of biodiversity in order to protect ecosystems while meeting the needs of the human population. Humans require properly functioning ecosystems to maintain our supply of natural resources, including food, medicines, and building materials.
18.3K
Naturalistic Observations
15.3K
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...
15.3K
Amplifying Signals via Enzymatic Cascade
8.2K
When a ligand binds to a cell-surface receptor, the receptor's intracellular domain changes shape, which may either activate its enzyme function or allow its binding to other molecules. The initial signal is amplified by most signal transduction pathways. This means that a single ligand molecule can activate multiple molecules of a downstream target. Proteins that relay a signal are most commonly phosphorylated at one or more sites, activating or inactivating the protein. Kinases catalyze...
8.2K
Next-generation Sequencing
86.3K
The first human genome sequencing project cost $2.7 billion and was declared complete in 2003, after 15 years of international cooperation and collaboration between several research teams and funding agencies. Today, with the advent of next-generation sequencing technologies, the cost and time of sequencing a human genome have dropped over 100 fold.
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features....
Next-Generation Sequencing Methods
Although all next-generation methods use different technologies, they all share a set of standard features....
86.3K


