通过人工智能集成增强文学评论:关于认知效率的案例研究
1Jerusalem College of Technology, Jerusalem, Israel.
Acta psychologica
|October 4, 2025
概括
这项研究将认知效率 (CE) 定义为记忆回忆和信息处理速度. 它还引入了一种新的人工智能辅助系统审查方法,平衡人工智能能力与人类专业知识,以便进行更严格的研究.
科学领域:
- 认知科学 认知科学
- 人工智能的人工智能
- 信息科学 信息科学 信息科学
背景情况:
- 认知效率 (CE) 缺乏统一的定义和跨学科的一致测量,阻碍了跨学科的合作.
- 在文献评论中应用人工智能 (AI) 工具的系统方法尚不发达.
- 现有的研究差距阻碍了CE的概念明确性和文献评论的高效执行.
研究的目的:
- 提出一种关于认知效率 (CE) 的综合定义.
- 开发和介绍一种使用人工智能进行系统文献审查的新,代的方法.
- 解决学术研究当前人工智能应用的局限性,并加强审查的严格性.
主要方法:
- 对96篇学术文章进行了人工智能辅助的系统审查,以定义CE.
- 开发了一种新的代方法,将人工智能工具与人类判断相结合,用于系统审查.
- 分析了AI在文章理解,主题识别和数据合成方面的能力和局限性.
主要成果:
- 提出了CE的统一定义:"衡量一个人的记忆回忆和在给定的反应时间内处理信息的能力".
- 在个人文章理解和主题识别方面展示了AI的优势.
- 在系统性审查中确定了复杂数据合成和论文间比较中的当前AI局限性.
结论:
- 拟议的定义为认知效率研究提供了清晰度和一致性.
- 这种新的方法提供了一个强大的框架,可以在系统的文献评论中利用AI.
- 将人工智能与人类专业知识相结合,提高了学术研究的效率和严谨性.
相关概念视频
01:16Non-equilibrium in the Cell
5.3K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
5.3K
01:13Review and Preview
10.8K
Data are individual items of information obtained from a population or sample. Data may be classified as qualitative (categorical), quantitative continuous, or quantitative discrete. Because it is not practical to measure the entire population in a study, researchers use samples to represent the population. A random sample is a representative group from the population chosen by using a method that gives each individual in the population an equal chance of being included in the sample. Random...
10.8K
01:10Review and Preview
8.3K
In statistics, several tools are used to interpret the data. Measures of central tendency represent the characteristics of the data, such as mean, median, and mode. Additionally, measures of variance like standard deviation and range are used to find the spread of data from the mean. Relative standing measures the distance between data locations. Commonly used measures of relative standings are percentile, z score, and quartiles.
Percentiles are a type of fractile that partition data into...
Percentiles are a type of fractile that partition data into...
8.3K
01:20Introduction to Cognitive Psychology
2.2K
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
2.2K
01:37Reason and Intuition
7.4K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
7.4K
02:07Improving Translational Accuracy
3.5K
3.5K