使用优化神经网络方案预测怀孕期间的临床风险因素
1Department of Computer Science and Engineering, Thiagarajar College of Engineering, Madurai, Tamil Nadu, 625015 India.
Placenta
|March 9, 2025
概括
这项研究引入了一种新的AI模型,用于使用超声波图像预测胎儿发育和出生体重. 该模型有助于临床医生识别风险并减少围产期问题,以获得更好的母婴健康结果.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 孕产妇和胎儿医学 孕产妇和胎儿医学
背景情况:
- 与怀孕相关的健康问题需要对胎儿发育和出生体重进行准确的风险评估.
- 人工智能和计算机视觉的进步使得医学图像 (如超声波) 的自动分析成为可能.
- 改善估计胎儿体重 (EFW) 和母胎状况的检测可以减少围产期并发症.
研究的目的:
- 开发一个分类出生体重和预测关键分娩参数的模型.
- 增强产科医生的决策能力,减轻围产期问题.
- 为患者和临床医生提供一个用户友好的工具来评估怀孕风险.
主要方法:
- 探索性数据分析用于数据预处理和理解.
- 使用基于高级动态特征选择 (ADFS) 算法的特征提取.
- 使用丰富的象群优化算法 (EEHOA) 优化ADFS.
- 使用增强循环神经网络 (AURNN) 分类器对特征进行分类.
- 使用视觉分析技术和图形表示来解释结果.
主要成果:
- 该研究成功开发并应用了一种人工智能驱动的模型来预测出生体重.
- ADFS,EEHOA和AURNN的组合在特征选择和分类方面表现出有效性.
- 使用视觉分析技术来解释复杂的数据发现.
结论:
- 开发的AI模型可以帮助预测出生体重和相关参数,协助产科医生.
- 这种方法有可能改善对母胎健康的管理,并减少围产期问题.
- 集成先进的人工智能技术为产前风险评估提供了一个有希望的方向.
相关概念视频
01:07Teratogenicity
4.2K
The ability of a drug to produce structural deformations and functional abnormalities in the developing embryo or the fetus is called teratogenicity, and the drug producing this effect is known as a teratogen. Teratogenic effects include stillbirth, miscarriage, intrauterine growth restriction, and neurocognitive delay. A teratogen may affect the embryo at different stages of development, which is important in determining the type and extent of the damage. During blastocyst formation, the early...
4.2K
01:23Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
631
Biopharmaceutical studies constitute a vital field aiming to enhance drug delivery methods and refine therapeutic approaches, drawing upon diverse interdisciplinary knowledge. In research methodologies, the choice between controlled and non-controlled studies significantly influences the study's reliability and accuracy.
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
631
01:24Drug Toxicity: Risk factors
250
Adverse Drug Reactions (ADRs) are potential complications that arise during pharmacotherapy, influenced by multiple risk factors. Age plays a significant role; both neonates and the elderly are at heightened risk due to their respective immature and diminished metabolic and elimination processes. Gender also impacts ADRs, with females experiencing a 1.5 to 1.7-fold greater risk than males, which may be linked to pharmacokinetic, pharmacodynamic, and hormonal differences. Notably, neonates, the...
250