公平的人工智能在产科,孕产妇医学和新生儿医学
Ryan M McAdams1, Tiffany L Green
1Departments of Pediatrics, Population Health Sciences, and Obstetrics and Gynecology, University of Wisconsin School of Medicine and Public Health, Madison, Wisconsin.
Obstetrics and gynecology
|March 28, 2024
概括
人工智能 (AI) 可以增强对父母和婴儿的围产期护理,改善诊断和决策. 然而,公平的实施需要多样化的数据,以防止偏见,避免恶化健康差距.
科学领域:
- 产周医学 产周医学
- 孕产妇和胎儿的医学
- 新生儿科学 新生儿科学
- 医疗人工智能 医疗人工智能
背景情况:
- 人工智能 (AI) 提供了整合产科,孕产妇医学和新生儿医学的机会.
- 人工智能可以提高诊断准确度和临床决策对父母-新生儿二元期.
- 现有的健康差异可能会被偏见的AI算法所加剧.
研究的目的:
- 探索人工智能在围产期护理中的潜在好处和风险.
- 倡导以公平为重点的方法来实现人工智能在产科,孕产妇医学和新生儿医学中的应用.
- 促进跨学科合作,以负责任地开发人工智能工具.
主要方法:
- 审查当前的AI应用在围产医学.
- 对人工智能算法潜在偏差的分析.
- 讨论公平的人工智能实施的战略.
主要成果:
- 人工智能为改善诊断准确性和临床决策提供了巨大的潜力.
- 一个关键的风险是,由于人工智能的根深蒂固的偏见,健康不平等的延续.
- 多样化的数据集和跨学科的合作对于公平的人工智能至关重要.
结论:
- 对人工智能的谨慎和以公平为重点的应用在围产期护理中至关重要.
- 人工智能可以使父母-新生儿二元组受益,如果开发和实施负责任的话.
- 解决偏见和纪律孤岛是最大限度地提高人工智能的积极影响和防止健康差异的关键.
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