论文标题

自动决策系统带来的人口健康公平的风险:叙事审查

The Risk to Population Health Equity Posed by Automated Decision Systems: A Narrative Review

论文作者

Burger, Mitchell

论文摘要

人工智能已经无处不在,并且越来越多地被用来自主做出更大的决定。但是,对人口健康公平的现有和可能的后果的研究相对较少。使用诠释学的方法进行了叙述性审查,以探索狭窄的AI和自动化决策系统(AD)在医学和公共卫生中的当前和未来用途,出现的问题以及对公平的影响。帐户揭示了对AI的巨大期望,可以改变医疗和公共卫生实践。 AI能力的突出证明,尤其是在诊断决策,风险预测和监视方面 - 刺激了Covid -19的快速采用。做出的自动决定对个人和人口健康和福祉产生重大影响。同时,很明显,包括偏见,无可争议性和隐私侵蚀在内的危害已经出现在诸如狭窄的AI和ADS的刑事司法等敏感领域中。由于其在健康中使用而引起的问题的报告已经出现。随着在健康中使用广告的扩展,这些危害可能会更广泛地表现出来。偏见,无可争议性和隐私侵蚀引起了现有的社会,经济和健康差异的永久性和放大的机制。因此,在健康中使用广告会加剧现有的人口健康不平等。可以应用广告的工业规模和速度增强了人口健康公平的风险。因此,探索使用广告的潜在影响,确保使用人工智能的潜在含义是促进人口健康和公平性的潜在含义。

Artificial intelligence is already ubiquitous, and is increasingly being used to autonomously make ever more consequential decisions. However, there has been relatively little research into the existing and possible consequences for population health equity. A narrative review was undertaken using a hermeneutic approach to explore current and future uses of narrow AI and automated decision systems (ADS) in medicine and public health, issues that have emerged, and implications for equity. Accounts reveal a tremendous expectation on AI to transform medical and public health practices. Prominent demonstrations of AI capability - particularly in diagnostic decision making, risk prediction, and surveillance - are stimulating rapid adoption, spurred by COVID-19. Automated decisions being made have significant consequences for individual and population health and wellbeing. Meanwhile, it is evident that hazards including bias, incontestability, and privacy erosion have emerged in sensitive domains such as criminal justice where narrow AI and ADS are in common use. Reports of issues arising from their use in health are already appearing. As the use of ADS in health expands, it is probable that these hazards will manifest more widely. Bias, incontestability, and privacy erosion give rise to mechanisms by which existing social, economic and health disparities are perpetuated and amplified. Consequently, there is a significant risk that use of ADS in health will exacerbate existing population health inequities. The industrial scale and rapidity with which ADS can be applied heightens the risk to population health equity. It is incumbent on health practitioners and policy makers therefore to explore the potential implications of using ADS, to ensure the use of artificial intelligence promotes population health and equity.

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