与算法竞争:利用包容性AI作为大脑健康的反种族主义工具
1Neurology Resident Physician, Morehouse School of Medicine, Atlanta, Georgia, USA.
Clinical and translational science
|September 25, 2025
概括
医学中的人工智能 (AI) 可以在没有以公平为中心的设计的情况下加剧种族差异. 这项工作提出了包容性人工智能发展的五个原则,以确保大脑健康技术平等地惠及所有社区.
科学领域:
- 神经学 神经学
- 心理健康 心理健康
- 医疗人工智能 医疗人工智能
背景情况:
- 人工智能 (AI) 越来越多地用于神经学和心理健康.
- 由于缺乏以公平为中心的设计,目前的人工智能发展有可能加强系统性种族主义.
- 算法偏见和表型排斥在大脑健康方面对边缘化社区产生了不成比例的影响.
研究的目的:
- 探索人工智能对边缘化社区大脑健康的风险.
- 概述医学中公平的人工智能的设计原则.
- 倡导人工智能作为翻译科学中正义的工具.
主要方法:
- 对医疗保健中的算法偏见的科学证据的审查.
- 在AI数据集中分析表型排除.
- 开发用于大脑健康中的AI的五个以公平为中心的设计原则.
主要成果:
- 医学中的人工智能,特别是神经学和心理健康,可以延续系统性种族主义.
- 边缘化社区面临着偏见的算法和缺乏多样化的表型数据的不成比例的伤害.
- 为公平的人工智能提出了五个核心原则 (包容性,透明度,问责).
结论:
- 以公平为中心的设计对于医学的AI至关重要,以避免加强差异.
- 将人工智能重新想象为正义的工具,可以促进健康公平.
- 翻译科学必须重塑,以确保人工智能公平地为所有人群服务.
相关概念视频
Neuroplasticity
1.6K
Neuroplasticity reflects the brain's remarkable capacity to adapt and evolve, responding dynamically to learning, experiences, or injury by reorganizing its neural circuitry. This reorganization involves creating new neural connections and refining old ones through a series of biological processes that contribute to the brain's lifelong development and adaptability.
1.6K
Halo Effect
408
The halo effect is a cognitive bias in which an individual's overall impression influences judgments about their specific traits. This psychological phenomenon leads people to associate positive characteristics with those they perceive as generally good and negative characteristics with those they view as bad. This effect is particularly influential in social perception, professional evaluations, and decision-making processes.The Psychological Basis of the Halo EffectThe halo effect is rooted...
408
Brain Imaging
667
Brain imaging technologies provide critical insights into both the structure and function of the human brain, enabling medical professionals and researchers to diagnose, study, and treat neurological disorders or psychiatric disorders more effectively.
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans), magnetic resonance imaging (MRI), functional magnetic resonance imaging (fMRI), and Transcranial Magnetic...
These technologies include computerized axial tomography (CAT or CT scans), positron-emission tomography (PET scans), magnetic resonance imaging (MRI), functional magnetic resonance imaging (fMRI), and Transcranial Magnetic...
667
Cognitive Learning
1.0K
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
1.0K
Neural Regulation
43.1K
Digestion begins with a cephalic phase that prepares the digestive system to receive food. When our brain processes visual or olfactory information about food, it triggers impulses in the cranial nerves innervating the salivary glands and stomach to prepare for food.
43.1K
Strategies for Assessing and Addressing Confounding
360
Confounding is a critical issue in epidemiological studies, often leading to misleading conclusions about associations between exposures and outcomes. It occurs when the relationship between the exposure and the outcome is mixed with the effects of other factors that influence the outcome. Given that, addressing confounding is of high importance for drawing accurate inferences in research.
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
360
