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Prediction Models for Public Health Containment Measures on COVID-19 Using Artificial Intelligence and Machine Learning: A Systematic Review

机译:利用人工智能和机器学习对Covid-19公共健康遏制措施的预测模型:系统评价

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摘要

Artificial Intelligence (AI) and Machine Learning (ML) have expanded their utilization in different fields of medicine. During the SARS-CoV-2 outbreak, AI and ML were also applied for the evaluation and/or implementation of public health interventions aimed to flatten the epidemiological curve. This systematic review aims to evaluate the effectiveness of the use of AI and ML when applied to public health interventions to contain the spread of SARS-CoV-2. Our findings showed that quarantine should be the best strategy for containing COVID-19. Nationwide lockdown also showed positive impact, whereas social distancing should be considered to be effective only in combination with other interventions including the closure of schools and commercial activities and the limitation of public transportation. Our findings also showed that all the interventions should be initiated early in the pandemic and continued for a sustained period. Despite the study limitation, we concluded that AI and ML could be of help for policy makers to define the strategies for containing the COVID-19 pandemic.
机译:人工智能(AI)和机器学习(ML)扩展了它们在不同医学领域的利用率。在SARS-COV-2爆发期间,AI和ML也申请评估和/或实施旨在平整流行病学曲线的公共卫生干预措施。这种系统审查旨在评估AI和ML在适用于遏制SARS-COV-2的传播时使用AI和ML的有效性。我们的研究结果表明,隔离区应该是含有Covid-19的最佳策略。全国锁定也表现出积极的影响,而社会偏移应该被认为只与其他干预措施相结合,包括关闭学校和商业活动以及公共交通的限制。我们的调查结果表明,所有干预措施都应在大流行早期发起,并继续持续期限。尽管研究限制,我们得出的结论是,AI和ML可能有助于政策制定者,以确定含有Covid-19大流行的策略。

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