在初级保健医疗教育中生成人工智能和大型语言模型
1Department of Family Medicine and Community Health, University of Kansas Medical Center, Kansas City, KS.
Family medicine
|August 29, 2024
概括
生成型人工智能 (AI) 和大型语言模型为医学教育提供了变革性的潜力,但面临着幻觉,偏见,成本和安全等挑战. 解决这些局限性是解锁AI的关键.
科学领域:
- 教育中的人工智能
- 医疗培训技术 医疗培训技术
- 信息处理创新信息处理创新
背景情况:
- 生成型人工智能和大型语言模型 (LLM) 代表了信息处理的重大进步,基于晶体管等基础技术.
- 这些由变压器架构驱动的AI技术预计将对包括教育在内的各种社会部门产生深远影响.
- 由于信息传输的高风险性质,医学教育面临着独特的挑战,错误可能会导致患者受到伤害.
研究的目的:
- 讨论在医学教育中使用生成AI的主要局限性.
- 提出克服这些已识别的挑战的战略.
- 探索生成AI在医学教育领域的潜在应用.
主要方法:
- 讨论主要限制:幻觉,偏见,成本和安全性.
- 建议一些方法来缓解这些局限性.
- 识别医疗教育中的潜在应用.
主要成果:
- 发现的关键局限性包括人工智能幻觉,固有的偏见,财务成本和数据安全问题.
- 提出了解决这些局限性的潜在策略.
- 发现了许多应用,从个性化学习到对科学文献的批判性评估.
结论:
- 生成型人工智能通过个性化的指令,增强的模拟和改进的反机制,对医疗教育进行革命的重大承诺.
- 仔细考虑和缓解AI的局限性对于其安全有效地融入医疗培训至关重要.
- 负责任地采用生成人工智能可以增强医学文献的定性研究和批判性评估,最终有利于患者护理.
相关概念视频
01:10Higher Mental Functions of the Brain: Language
774
Language is a system of communication that allows the expression of thoughts, ideas, and feelings. The brain processes language in both hemispheres.
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
774
01:16Non-equilibrium in the Cell
4.3K
An important concept in studying metabolism and energy is that of chemical equilibrium. Most chemical reactions are reversible. They can proceed in both directions, releasing energy into their environment in one direction, and absorbing it from the environment in the other direction. The same is true for the chemical reactions involved in cell metabolism, such as the breaking down and building up of proteins into and from individual amino acids, respectively. Reactants within a closed system...
4.3K
01:29Issues And Trends In Healthcare Delivery System
5.6K
The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
5.6K
01:27Language and Cognition
338
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
338
01:17Classification of Illness
7.4K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
7.4K
01:13Patient-centered Care
2.0K
Patient-centered care involves delivering care beyond inpatient hospitalization. Reflective practice can enhance a patient-centered approach. Reflective practice is a process of reasoning that considers all aspects of the present situation, including practicalities, learning from personal practice, and consideration of patient needs. Patients appreciate care decisions made while considering their input. Involving the patient in their care provides the patient with a sense of contribution rather...
2.0K