相关实验视频
Updated: Jan 29, 2026

07:42
A Data-Driven Approach to Quantifying Immune States in Sepsis
Published on: February 7, 2025
496
用热力学量化知识生产效率:科学概念的数据驱动研究
Artem Chumachenko1, Brett Buttliere1
1Centre for European Regional and Local Studies (EUROREG), Science Studies Laboratory, University of Warsaw, Krakowskie Przedmieście 30, 00-927 Warsaw, Poland.
Entropy (Basel, Switzerland)
|January 28, 2026
概括
本研究介绍了一种数据驱动的框架,用于使用文本频率跟踪科学概念的演变. 它揭示了概念中的稳定和驱动动力学,为科学沟通和信息结构提供了洞察力.
科学领域:
- 信息科学 信息科学
- 科学传播是科学传播.
- 物理 物理学 物理
背景情况:
- 科学概念随着时间的推移而演变,反映在研究文献中的使用频率上.
- 了解概念进化对于分析科学知识的动态至关重要.
研究的目的:
- 开发一个数据驱动的框架来分析科学概念的演变,基于它们的经验性文本频率分布.
- 确定概念动态的特征制度,并量化它们与平衡的偏离.
主要方法:
- 开发了一个框架来分析概念演变,使用大型文本大体中的文本频率分布.
- 使用了最大平衡参考值,通过统计时刻来确定.
- 分析了来自500,000多篇物理学论文 (2000-2018) 的数据,以重建概念动态的时间轨迹.
主要成果:
- 确定了两个概念动态的特征制度:稳定和驱动,由一个关键的过渡点分开.
- 开发了一种残留信息测量方法,以量化超出平衡的概念结构.
- 建议使用效率指标来描述概念如何维持或重组其信息结构.
结论:
- 该框架提供了一种统一的,经验基础的描述,描述科学沟通中的概念演变.
- 该研究强调了平衡参考,不平衡结构和信息工作在理解概念动态方面的重要性.
- 这些发现为分析科学思想的生命周期和转变提供了新的指标.
相关概念视频
The Scientific Method
65.9K
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.
65.9K
The Scientific Method
264.1K
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...
264.1K
Third Law of Thermodynamics
22.0K
A pure, perfectly crystalline solid possessing no kinetic energy (that is, at a temperature of absolute zero, 0 K) may be described by a single microstate, as its purity, perfect crystallinity,and complete lack of motion means there is but one possible location for each identical atom or molecule comprising the crystal (W = 1). According to the Boltzmann equation, the entropy of this system is zero.
22.0K
Second Law of Thermodynamics
26.9K
In the quest to identify a property that may reliably predict the spontaneity of a process, a promising candidate has been identified: entropy. Processes that involve an increase in entropy of the system (ΔS > 0) are very often spontaneous; however, examples to the contrary are plentiful. By expanding consideration of entropy changes to include the surroundings, a significant conclusion regarding the relation between this property and spontaneity may be reached. In thermodynamic models, the...
26.9K
Second Law of Thermodynamics
68.3K
The Second Law of Thermodynamics states that entropy, or the amount of disorder in a system, increases each time energy is transferred or transformed. Each energy transfer results in a certain amount of energy that is lost—usually in the form of heat—that increases the disorder of the surroundings. This can also be demonstrated in a classic food web. Herbivores harvest chemical energy from plants and release heat and carbon dioxide into the environment. Carnivores harvest the...
68.3K
Production Efficiency
18.3K
Net production efficiency (NPE) is the efficiency at which organisms assimilate energy into biomass for the next trophic level. Due to low metabolic rates and less energy spent on thermoregulatory processes, the NPE of ectotherms (cold-blooded animals) is 10 times higher than endotherms (warm-blooded animals).
18.3K

