生成型人工智能和快速工程:骨科外科医生的一本入门书
Amber N Carroll1, Lewis A Storms1, Chaitu Malempati2
1College of Medicine, University of Kentucky, Lexington, Kentucky.
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|October 3, 2024
概括
生成型人工智能 (AI) 通过改善诊断和患者管理,为骨科护理提供了变革性的潜力. 有效的快速工程是骨科外科医生利用AI的关键.
科学领域:
- 整形外科手术 整形外科手术
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 生成型人工智能 (AI) 正在迅速发展,为医疗保健提供了新的机会.
- 传统人工智能不同于生成性人工智能,因为它有能力创建新的信息.
- 生成型人工智能可以协助整形外科医生完成诸如文献评论和患者交互等任务.
研究的目的:
- 探索生成性AI在彻底改变骨科护理方面的潜力.
- 突出快速工程对于在临床环境中有效使用大型语言模型 (LLM) 的重要性.
- 为整形外科医生提供有关不同提示类型和LLM限制的信息.
主要方法:
- 在骨科中讨论生成性AI能力.
- 对LLMs的快速工程原理的解释.
- 对临床任务的提示类型 (开放式,集中式,基于选择) 的分类.
- 识别LLM的限制 (代币限制,上下文窗口,幻觉) 和道德考虑.
主要成果:
- 生成型人工智能可以通过数据驱动的洞察力提高诊断准确性,治疗规划和患者管理.
- 快速工程能够为特定的临床任务提供量身定制的AI响应,提高精度和实用性.
- 了解LLM的局限性和道德问题对于负责任的AI实施至关重要.
结论:
- 生成型人工智能对推进骨科护理具有重大前景.
- 战略性地使用快速工程和意识到LLM的局限性对于最大限度地利用AI的好处至关重要.
- 伦理考虑必须指导AI在临床实践中的整合.
相关概念视频
Bone Structure
Within the skeletal system, the structure of a bone, or osseous tissue, can be exemplified in a long bone, like the femur, where there are two types of osseous tissue: cortical and cancellous.
Bone Remodeling
Bone remodeling is a continuous and balanced process of bone resorption by osteoclasts and bone formation by osteoblasts. In adults, it helps maintain bone mass and calcium homeostasis. While mechanical stress can stimulate turnover as part of the normal maintenance and reparative process, several hormones also regulate bone remodeling.
Gross Anatomy of Bone
The two main features of a long bone are the diaphysis and the epiphysis.
The diaphysis is the tubular shaft that runs between the proximal and distal ends of the bone. The walls of the diaphysis are composed of dense and hard compact bone made of numerous osteons — the functional unit of the compact bone. The hollow region in the diaphysis is called the medullary cavity, which harbors the bone marrow. In infants and children, this marrow cavity is filled with red marrow, whereas in adults, it...
The diaphysis is the tubular shaft that runs between the proximal and distal ends of the bone. The walls of the diaphysis are composed of dense and hard compact bone made of numerous osteons — the functional unit of the compact bone. The hollow region in the diaphysis is called the medullary cavity, which harbors the bone marrow. In infants and children, this marrow cavity is filled with red marrow, whereas in adults, it...
Fractures: Bone Repair
Treatment for a fracture is based on the type of break, the bone affected, and the patient's age.
Minor fractures with no bone displacement are treated by immobilizing the fractured bone using a cast or splint. However, in the case of fractures with displaced bones, the broken bones are repositioned before immobilization to ensure successful healing without deformation and loss of function. The realignment of fractured bone ends is performed through a process called reduction. If the procedure...
Minor fractures with no bone displacement are treated by immobilizing the fractured bone using a cast or splint. However, in the case of fractures with displaced bones, the broken bones are repositioned before immobilization to ensure successful healing without deformation and loss of function. The realignment of fractured bone ends is performed through a process called reduction. If the procedure...
Bone Remodeling and Repair
Osteoclasts are cells responsible for bone resorption and remodeling. They originate from hematopoietic progenitor cells present in the bone marrow. Numerous progenitor cells fuse to form multinucleated cells, each with 10-20 nuclei. A single osteoclast has a diameter of 150 to 200 µM. These cells have ruffled borders that break down the underlying bone tissue and release minerals such as calcium into the blood in bone resorption. Osteoclasts cling to bones with their ruffled edges during bone...
Introduction to the Skeletal System
The skeletal system is the central framework of the body, consisting of different connective tissues: bones, cartilage, tendons, and ligaments.
Components of the Skeletal System
Bone, or osseous tissue, is a hard connective tissue that forms an internal support structure for the human body. Bones shield vulnerable organs and soft tissue from external forces. For example, the vertebral bones protect and support the spinal cord.
Cartilage, a semi-rigid connective tissue found in regions such as...
Components of the Skeletal System
Bone, or osseous tissue, is a hard connective tissue that forms an internal support structure for the human body. Bones shield vulnerable organs and soft tissue from external forces. For example, the vertebral bones protect and support the spinal cord.
Cartilage, a semi-rigid connective tissue found in regions such as...


