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Explainable Artificial Intelligence Methods in Combating Pandemics: A Systematic Review. (arXiv:2112.12705v3 [cs.AI] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Despite the myriad peer-reviewed papers demonstrating novel Artificial
Intelligence (AI)-based solutions to COVID-19 challenges during the pandemic,
few have made significant clinical impact. The impact of artificial
intelligence during the COVID-19 pandemic was greatly limited by lack of model
transparency. This systematic review examines the use of Explainable Artificial
Intelligence (XAI) during the pandemic and how its use could overcome barriers
to real-world success. We find that successful use of XAI can improve model
performance, instill trust in the end-user, …
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