人工智能在重复的怀孕损失:当前的证据,局限性和未来的方向
Athanasios Zikopoulos1, Efthalia Moustakli2, Anastasios Potiris3
1Torbay and South Devon NHS Foundation Trust, Lowes Brg, Torquay TQ2 7AA, UK.
Journal of clinical medicine
|January 28, 2026
概括
人工智能 (AI) 和机器学习 (ML) 可以分析复杂的数据,发现重复流产的原因. 然而,对于临床使用,必须克服数据限制等挑战.
科学领域:
- 生殖医学 生殖医学
- 医疗保健中的人工智能
- 遗传学和免疫学 遗传学和免疫学
背景情况:
- 近一半的复发性流产 (RPL) 病例缺乏已知的原因,这表明当前诊断方法的局限性.
- 需要先进的方法来检测有助于RPL的微妙生物模式.
- 遗传学,免疫学和子宫内膜研究已取得进展,但尚未完全解释RPL病因.
研究的目的:
- 审查和评估人工智能 (AI) 对理解,预测和管理RPL的影响.
- 专注于机器学习 (ML) 来识别妊娠损失中的潜在生物途径.
- 探索AI在理解RPL多因素贡献者的作用.
主要方法:
- 对人工智能在生殖医学中的应用进行当前研究的叙述性回顾.
- 分析使用成像,蛋白质组,基因组,临床和多组数据进行RPL预测的研究.
- 包括使用人工智能开发RPL预测或机制模型的研究.
主要成果:
- 人工智能可以有效地检测RPL中的环境,免疫,生化和遗传因素之间的复杂相互作用.
- 机器学习和深度学习 (DL) 提高了预后准确性,并确定了RPL的新生物标志物.
- 人工智能通过整合多样化的数据,促进个性化的生殖形状,增强预测和咨询.
结论:
- 人工智能显示了个性化的RPL预测和改进机械理解的潜力.
- 人工智能在RPL中的临床翻译受到小型数据集,定义冲突和验证问题的阻碍.
- 解决数据多样性和前性试验等局限性对于将AI整合到RPL护理中至关重要.
相关概念视频
01:29Evaluating Limits by Direct Substitution
170
In the analysis of functions that represent continuous physical phenomena, it is often necessary to determine the output value as the input approaches a specific point. When a combination of algebraic terms defines the function and exhibits no discontinuities or abrupt changes near the point of interest, the limit of the function can be evaluated directly. This process, known as direct substitution, involves replacing the variable in the expression with the value it approaches.Direct...
170
02:55The Evidence for Evolution
48.0K
Genetic variations accumulating within populations over generations give rise to biological evolution. Evolutionary changes can result in the formation of novel varieties and entire new species. These changes are responsible for the diverse forms of life inhabiting the planet. The evidence for evolution suggests that all living organisms descended from common ancestors.
48.0K
02:27Limiting Reactant
69.9K
The relative amounts of reactants and products represented in a balanced chemical equation are often referred to as stoichiometric amounts. However, in reality, the reactants are not always present in the stoichiometric amounts indicated by the balanced equation.
69.9K
01:10Line Loss
541
The different configurations of source-load connections include wye (star) and delta connections. The relationship between line and phase voltages and currents varies depending on the configuration. When the source is supplying power, it is transmitted through the wires to the load, and during this transmission, some power is absorbed by the wires, leading to line loss.
Line loss impacts power delivery efficiency in a balanced three-phase circuit. The symmetry in such a circuit simplifies the...
Line loss impacts power delivery efficiency in a balanced three-phase circuit. The symmetry in such a circuit simplifies the...
541
01:27Intelligence
8.6K
The term "intelligence" is complex because it refers to both behavior and individuals, and its interpretation varies across cultures. European Americans tend to link intelligence with reasoning and cognitive skills, while in Kenya, it is tied to responsible participation in family and social life. In Uganda, intelligence is seen as the ability to know the right actions and carry them out effectively, while the Iatmul people of Papua New Guinea associate it with the capacity to remember...
8.6K
01:29The Number e as a Limit
82
The number e is a fundamental constant in calculus, playing a central role in describing continuous change, particularly exponential growth. It is most naturally defined through its relationship with the natural logarithm, which is the inverse of the exponential function with base e. This relationship allows e to be characterized using basic principles of differentiation rather than as an arbitrary numerical constant.A key property of the natural logarithm function, ln x, is that its derivative...
82