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A Framework for Probabilistic Assessment of New Medical Technologies

机译:新医疗技术概率评估框架

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In this paper, we present a framework for early assessment of new medical technologies based on probability and systems analysis. Its purpose is to better inform decision-making during the design and development stages of a new device, where evidence is limited and classical statistical methods are not yet applicable. Decisions made by device manufacturers during this period have significant implications downstream, as they affect not only future system performance, but also the likelihood of obtaining regulatory approval and of successful product commercialization. Furthermore, industry could save a significant amount of money by identifying early those technologies that may not work. We define first a classification of potential data sources for Bayesian analysis and suggest a method for aggregation of prior distributions. Next, we present a model that captures key variables and relationships and that evolves with the design and development of the device. We illustrate this model with the example of a new cardiology catheter for minimally-invasive surgical treatment.
机译:在本文中,我们基于概率和系统分析提出了一种早期评估新医学技术的框架。其目的是在新设备的设计和开发阶段更好地提供决策,其中证据是有限的,古典统计方法尚不适用。设备制造商在此期间制造的决策在下游有重大影响,因为它们不仅影响未来的系统性能,还影响了获得监管批准和成功产品商业化的可能性。此外,行业可以通过识别可能不起作用的技术来节省大量资金。我们定义了贝叶斯分析潜在数据源的分类,并提出了一种用于汇总前后分布的方法。接下来,我们提出了一种捕获关键变量和关系的模型,并随着设备的设计和开发而发展。我们用新型心脏病学导管的例子来说明该模型,用于微创手术治疗。

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