泌尿病学分类的谬误:在人工智能时代不断思考的呼吁
Georges Mjaess1, Romain Diamand1, Thierry Roumeguère1
1Department of Urology, Jules Bordet Institute and Erasme Hospital, Hôpital Universitaire de Bruxelles, Brussels, Belgium.
European urology oncology
|December 28, 2024
概括
由于持续的风险和可变性,患者分类提供了有限的见解. 人工智能 (AI) 可以处理复杂的数据以提供个性化的建议,但其在医疗保健中的全部潜力仍然面临挑战.
科学领域:
- 医疗信息学 医疗信息学
- 人工智能在医学中的应用
- 临床决策支持 临床决策支持
背景情况:
- 传统的患者分类简化了决策,但忽视了个体的变化和风险的持续性.
- 现有的方法可能无法完全捕捉患者数据的复杂性,以实现最佳的治疗计划.
研究的目的:
- 探索当前患者分类方法的局限性.
- 突出人工智能 (AI) 在处理个性化医疗的持续患者数据方面的潜力.
- 确定阻碍AI在临床决策中的应用的挑战.
主要方法:
- 审查现有的患者分层技术.
- 对处理复杂,连续数据集的AI能力的分析.
- 识别实施人工智能的关键挑战,以提供个性化的患者建议.
主要成果:
- 患者分类不足以解决持续的风险范围和个体患者差异.
- 人工智能显示出对分析复杂,连续数据的显著能力.
- 人工智能在准确,个性化的医疗建议的实际应用中存在重大障碍.
结论:
- 人工智能通过利用复杂的患者数据,为推进个性化医疗提供了一个有希望的途径.
- 克服当前的挑战对于充分实现AI在临床决策支持和个性化患者护理方面的潜力至关重要.
更多相关视频
相关概念视频
Introduction to Cognitive Psychology
419
Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
419
Natural and Artificial Concepts
115
In psychology, concepts can be divided into two categories: natural and artificial. Natural concepts are formed through direct or indirect experiences. For example, consider the concept of snow. If you live in a place with regular snowfall, such as Essex Junction, Vermont, you know snow through direct experiences. You’ve seen it fall, touched it, shoveled it, and played in it. You recognize its texture, appearance, and even its smell. In contrast, if you live on an island like Saint...
115
Reason and Intuition
6.4K
The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
6.4K
Decision Making
86
Decision-making is a fundamental cognitive process that involves evaluating alternatives and selecting among them. This process can range from simple choices, such as deciding what to wear, to complex decisions, like choosing a major in college or a career path. The complexity of the decision often dictates the approach we use, which can be broadly categorized into two types: automatic and controlled decision-making.
Automatic decision-making is fast, intuitive, and relies on gut feelings...
Automatic decision-making is fast, intuitive, and relies on gut feelings...
86
Revisionist Views of Adolescent and Adult Cognition
24
A revisionist approach to Jean Piaget's theory of cognitive development has brought new insights that challenge and reinterpret his established ideas. Piaget proposed that the formal operational stage, emerging in adolescence, represents the culmination of cognitive maturity. During this stage, individuals are said to develop abstract thinking, engage in systematic problem-solving, and show a form of egocentrism, believing others are as preoccupied with their behavior as they are...
24
Inductive Reasoning
60.0K
Inductive reasoning is a form of logical thinking that uses related observations to arrive at a general conclusion. It is uncertain and operates in degrees to which the conclusions are credible. As such, inductive arguments can be weak or strong, rather than valid or invalid, and conclusions can be used to formulate testable, falsifiable hypotheses.
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
60.0K


