相关实验视频
Updated: Feb 9, 2026
02:31
Phase Transitions and Effect of Intermolecular Forces
23.3K
利用心电图像来利用机器学习算法预测射出分数
Abhyuday Kumara Swamy1, Vivek Rajagopal1, Deepak Krishnan1
1Department of Advanced Analytics & AI, India.
Indian heart journal
|March 30, 2025
概括
在心电图 (ECG) 图像上训练的神经网络可以可靠地选左心室功能障碍 (LVD). 该方法准确地识别了减少弹射率 (EF) 的情况,为资源有限的设置提供了有价值的工具.
科学领域:
- 心脏病学 心脏病学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 从心电图 (ECG) 预测排气分数 (EF) 有着重要的临床价值.
- 当前的算法通常需要原始的心电图信号数据.
- 使用易于获取的心电图片开发方法至关重要.
研究的目的:
- 使用心电图谱图像来训练和验证一个神经网络.
- 为了确定左心室功能障碍 (LVD) 的存在或不存在.
- 评估使用心电图像用于LVD查的可行性.
主要方法:
- 一个DenseNet121模型被训练使用12导电图谱图像.
- 该模型使用对联的心电图像和心声回声图报告.
- 该模型经过训练以识别EF<50%,并经过外部验证.
主要成果:
- 这项研究使用了119,281对心电图-心电图对.
- 该模型实现了高性能,AUC为0.92 (内部) 和0.88 (外部).
- 该模型准确地确定了超过85%的EF<50%的病例.
结论:
- 简单预处理的心电图像作为LVD查的可靠工具.
- 这种方法扩大了基于ECG的算法在资源有限的领域的实用性.
- 这些发现支持使用人工智能对心电图像进行心血管评估.
相关概念视频
Phase Transitions
23.3K
Whether solid, liquid, or gas, a substance's state depends on the order and arrangement of its particles (atoms, molecules, or ions). Particles in the solid pack closely together, generally in a pattern. The particles vibrate about their fixed positions but do not move or squeeze past their neighbors. In liquids, although the particles are closely spaced, they are randomly arranged. The position of the particles are not fixed—that is, they are free to move past their neighbors to...
23.3K
Properties of Transition Metals
30.0K
Transition metals are defined as those elements that have partially filled d orbitals. As shown in Figure 1, the d-block elements in groups 3–12 are transition elements. The f-block elements, also called inner transition metals (the lanthanides and actinides), also meet this criterion because the d orbital is partially occupied before the f orbitals.
30.0K
Cooperative Allosteric Transitions
8.8K
Cooperative allosteric transitions can occur in multimeric proteins, where each subunit of the protein has its own ligand-binding site. When a ligand binds to any of these subunits, it triggers a conformational change that affects the binding sites in the other subunits; this can change the affinity of the other sites for their respective ligands. The ability of the protein to change the shape of its binding site is attributed to the presence of a mix of flexible and stable segments in the...
8.8K
Phase Transitions: Vaporization and Condensation
21.5K
The physical form of a substance changes on changing its temperature. For example, raising the temperature of a liquid causes the liquid to vaporize (convert into vapor). The process is called vaporization—a surface phenomenon. Vaporization occurs when the thermal motion of the molecules overcome the intermolecular forces, and the molecules (at the surface) escape into the gaseous state. When a liquid vaporizes in a closed container, gas molecules cannot escape. As these gas phase molecules...
21.5K
Phase Transitions: Sublimation and Deposition
20.3K
Some solids can transition directly into the gaseous state, bypassing the liquid state, via a process known as sublimation. At room temperature and standard pressure, a piece of dry ice (solid CO2) sublimes, appearing to gradually disappear without ever forming any liquid. Snow and ice sublimate at temperatures below the melting point of water, a slow process that may be accelerated by winds and the reduced atmospheric pressures at high altitudes. When solid iodine is warmed, the solid sublimes...
20.3K
Phase Transitions: Melting and Freezing
15.2K
Heating a crystalline solid increases the average energy of its atoms, molecules, or ions, and the solid gets hotter. At some point, the added energy becomes large enough to partially overcome the forces holding the molecules or ions of the solid in their fixed positions, and the solid begins the process of transitioning to the liquid state or melting. At this point, the temperature of the solid stops rising, despite the continual input of heat, and it remains constant until all of the solid is...
15.2K