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迈向可信赖的AI赋能紧急医疗调度:不确定性感知的救护车行程时间估算

arXiv · AI 文旅预印本中文译读15 天前

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紧急医疗调度在作出救护车派遣决策时,日益依赖AI赋能的决策支持系统。在这一过程中,准确的救护车行程时间估算对于及时配置资源和开展院前救治至关重要。然而,现有救护车行程时间估算方法通常只提供单点预测。因此,它们无法表明单项估算的可靠程度或所含不确定性。这一局限尤其……

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Towards Trustworthy AI-Enabled Emergency Medical Dispatch: Uncertainty-Aware Ambulance Travel Time Estimation

Emergency medical dispatch increasingly relies on AI-enabled decision support systems when making ambulance dispatch decisions. In this process, accurate ambulance travel time estimates are essential for timely resource allocation and prehospital care. However, existing ambulance travel time estimation approaches typically produce only single point predictions. Consequently, they do not indicate how reliable an individual estimate is or how much uncertainty it carries. This limitation is particu…

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