相关实验视频
Updated: Jan 31, 2026

08:18
Visualizing Motion Patterns in Acupuncture Manipulation
Published on: July 16, 2016
9.2K
将机器学习集成到针研究中:一个范围审查
Wancy Chan1,2, Guan-Jun Huang1, Chien-Chen Huang3,4
1Graduate Institute of Acupuncture Science, China Medical University, Taichung, Taiwan.
Frontiers in neurology
|January 30, 2026
概括
机器学习在针研究中显示出有前途的预测治疗疗效,特别是在疼痛方面. 然而,像小样本大小这样的局限性阻碍了广泛应用,需要进一步的严格研究.
科学领域:
- 综合医学是一个整体的医学.
- 计算生物学 计算生物学
- 生物医学信息学 生物医学信息学
背景情况:
- 针研究面临着变化和主观性的挑战.
- 机器学习 (ML) 提供了新的方法来增强针研究.
- 这项范围研究绘制了当前针中ML应用的格局.
研究的目的:
- 为了识别针研究中的ML准的疾病状况.
- 检查针研究中使用的ML方法和数据输入.
- 评估ML驱动的针研究中的局限性和知识差距.
主要方法:
- 在PubMed (2011-2024) 中使用"针"和"机器学习"进行全面的文献搜索.
- 识别和分析36个相关的物品.
- 根据应用,ML算法和数据特征对研究进行分类.
主要成果:
- 17项研究专注于预测针疗效,主要用于疼痛条件.
- 支持矢量机 (SVM) 是用于有效性预测的最常见的算法.
- 磁共振成像 (MRI) 经常被用作数据输入 (7/11研究).
结论:
- ML方法,特别是SVM,显示了改善针疗效预测和治疗个性化的潜力.
- 方法的异质性,小样本大小和数据不一致性限制了当前ML模型的概括性.
- 未来的研究需要更大的,标准化的,多中心的研究来验证临床效用,并推进针中ML集成.
相关概念视频
The Scope of Physics
53.0K
Physics is concerned with the interactions of energy, matter, space, and time, in order to discover the underlying mechanisms that underpin all phenomena. The word "physics" comes from the Greek word "phúsis", which means nature. Physics seeks to comprehend the natural world around us at its most fundamental level. It emphasizes the use of quantitative laws to do this, which could be valuable in other fields that want to push the performance boundaries of present...
53.0K
Review and Preview
8.4K
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...
8.4K
Review and Preview
11.2K
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...
11.2K
Machines
577
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. One example of a machine is the cutting plier, which is used to cut wires by applying forces to its handles. When equal and opposite forces are exerted on the handles of the cutting plier, they cause the cutting edges to come together and apply equal and opposite reaction forces on the wire, which are greater than the applied forces.
A free-body diagram of the...
A free-body diagram of the...
577
Machines: Problem Solving II
668
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.
668
Machines: Problem Solving I
714
A toggle clamp is a mechanical device commonly used for holding and clamping objects in various applications, such as woodworking, metalworking, and assembly operations. Consider a toggle clamp subjected to a force of 200 N at the handle. The vertical clamping force can be calculated, provided the dimensions of the toggle clamp are known.
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
The toggle clamp system is a machine structure consisting of movable, pin-connected multi-force members that form a stabilized system to transmit forces. The...
714

