人工智能用于皮肤病变的分类和诊断在皮肤病理学:一个叙事审查
Paula Andrea Ramos Chaparro1, Erwin Hernando Hernández Rincón2, Nicolas Melo Sierra1
1Universidad de La Sabana, Chía, Colombia.
Medwave
|November 20, 2025
概括
人工智能 (AI) 在诊断皮肤病变方面表现出很高的准确性,经常与皮肤科医生相匹配或超越. 这项技术正在改变皮肤病学,但现实世界的临床验证和伦理考虑对其整合至关重要.
科学领域:
- 皮肤病学 皮肤病学
- 医疗人工智能 医疗人工智能
- 图像分析 图像分析
背景情况:
- 人工智能 (AI) 越来越多地融入皮肤病学.
- 人工智能工具对皮肤病变的诊断准确度与人类皮肤科医生相比或超过.
- 人工智能有助于皮肤病的自动分类和监测.
研究的目的:
- 审查和综合现有关于AI在皮肤病学中的应用和益处的文献.
- 绘制当前AI在皮肤病诊断和患者护理中的现状.
主要方法:
- 关于2008年至2024年间发表的研究的叙述性综述.
- 在PubMed,Lillacs和Scopus数据库中进行的搜索.
- 纳入标准侧重于皮肤病学中的AI与实际应用;理论设计被排除在外.
主要成果:
- 人工智能在从临床和皮肤镜像中诊断各种皮肤病变时表现出显著的精度.
- 人工智能的能力超越皮肤癌,涵盖了更广泛的皮肤病理.
- 人工智能工具在现实世界的临床验证中存在一个显著的差距.
结论:
- 人工智能在提高皮肤病学诊断准确度方面发挥着关键作用.
- 整合人工智能有望通过提高效率和精度来彻底改变皮肤病护理.
- 需要进一步研究人工智能在皮肤病学中的临床验证和伦理影响.
相关概念视频
Skin Cancer
5.7K
Skin cancer is a type of cancer that occurs when there is an abnormal growth of skin cells, usually triggered by damage to the DNA within the skin cells. It is primarily caused by exposure to ultraviolet (UV) radiation from the sun or artificial sources like tanning beds. Skin cancer is the most common type of cancer worldwide, and its incidence continues to rise.
Basal Cell Carcinoma (BCC): BCC is the most common type of skin cancer, accounting for about 80% of cases. It typically develops in...
Basal Cell Carcinoma (BCC): BCC is the most common type of skin cancer, accounting for about 80% of cases. It typically develops in...
5.7K
Clinical Applications of Epidermal Stem Cells
3.2K
Epidermal stem cells (EpiSCs) are mainly located at the basal layer of the epidermis. These cells repair minor injuries of the skin and replace dead skin cells. However, EpiSCs’ cannot heal severe wounds such as major burns or those from diabetes or hereditary disorders. In such cases, culturing the epidermal stem cells from the patient is possible and has yielded successful treatment options, such as laboratory-grown skin grafts. These grafts are synthesized using a patient’s own...
3.2K
Classification of Epithelial Tissues: Overview
19.5K
Epithelial tissues are classified according to the shape of the cells and the number of cell layers formed. Cell shapes can be squamous (flattened and thin), cuboidal (square-like, as wide as it is tall), or columnar (rectangular, taller than it is wide). Additionally, the nucleus shape helps identify the type of epithelial cells. Squamous cells have flattened disc-shaped nuclei, cuboidal cells have spherical nuclei, and columnar cells have elongated nuclei.
Based on the number of cell layers,...
Based on the number of cell layers,...
19.5K


