行动中的人工智能:学术放射学中的种族和性别差异
1Department of Radiology, Faculty of Medicine, University of British Columbia, Vancouver, CAN.
Cureus
|October 17, 2025
概括
生成型人工智能 (AI) 可以识别学术放射学中的多样性差异,但解释各不相同. 人工智能在与传统方法一起进行批判性评估时,显示出分析劳动力不平等的前景.
科学领域:
- 医疗劳动力的多样性分析.
- 医疗保健研究中的人工智能
- 学术医学公平的公平性
背景情况:
- 在学术放射学职业发展中持续存在的性别和种族差异.
- 生成性人工智能为大规模的劳动力多样性分析提供了新的方法.
- 需要有效的工具来评估和解决学术医学中的不平等问题.
研究的目的:
- 评估生成性AI平台 (ChatGPT,DeepSeek,Perplexity) 以确定学术等级和任期的差异.
- 将人工智能模型的解释与人类领导的分析进行准确性和偏见的比较.
- 评估AI在学术放射学中分析社会人口结构模式的能力.
主要方法:
- 使用美国医学院协会教师名单数据提醒了三种生成性AI模型.
- 分析了根据性别和种族的任期和等级分布.
- 对比人工智能输出的一致性,准确性和偏见与人为策划的研究.
主要成果:
- 人工智能模型确定了教师增长和代表性不足的一般趋势.
- 与ChatGPT相比,Perplexity和DeepSeek提供了更细致的见解 (例如,持有权力下降,交叉差异).
- 人工智能模型与人类分析之间的时间趋势和政策建议中发现的差异.
结论:
- 生成型人工智能有可能分析劳动力差异,但需要验证以减轻偏见.
- 人工智能工具可以补充传统方法来理解学术医学中的不平等.
- 对人工智能成果的批判性评估对于确保多样性研究的公平性和准确性至关重要.
更多相关视频
05:33Introduction of an Integrated Pathology Image Management, Artificial Intelligence, and Reporting System
Published on: July 11, 2025
797
09:55Bridging the Technology Divide in the COVID-19 Era: Using Virtual Outreach to Expose Middle and High School Students to Imaging Technology
Published on: September 28, 2022
2.0K
相关概念视频
02:55Stereotypes, Prejudice, and Discrimination
94.9K
Humans are very diverse and although we share many similarities, we also have many differences. The social groups we belong to help form our identities (Tajfel, 1974). These differences may be difficult for some people to reconcile, which may lead to prejudice toward people who are different. Prejudice is a negative attitude and feeling toward an individual based solely on one’s membership in a particular social group (Allport, 1954; Brown, 2010). Prejudice is common against people who...
94.9K
01:24X-ray Imaging
9.8K
German physicist Wilhelm Röntgen (1845–1923) was experimenting with electrical current when he discovered that a mysterious and invisible "ray" would pass through his flesh but leave an outline of his bones on a screen coated with a metal compound. In 1895, Röntgen made the first durable record of the internal parts of a living human: an "X-ray" image (as it came to be called) of his wife’s hand. Scientists worldwide quickly began their own experiments with...
9.8K