Lessons learned in improving the adoption of a real-time NLP decision support system

Yang Huang, D. Zisook, Yunan Chen, M. Selter, P. Minardi, J. Mattison
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Abstract

While most research in the NLP domain focuses on information accuracy, the adoption of NLP applications in healthcare extends beyond technical innovations. This study investigates the adoption issues of an NLP application in three different field sites. Using both quantitative log analysis and qualitative user interviews, we identified four main factors that affect NLP adoption: organizational culture and support, system usability, information quality and system reliability. These factors must be considered to ensure successful adoption of NLP applications that provide real-time decision support in a clinical care setting.
改进采用实时自然语言处理决策支持系统的经验教训
虽然NLP领域的大多数研究都集中在信息准确性上,但在医疗保健领域采用NLP应用的范围超出了技术创新。本研究调查了在三个不同的现场采用NLP应用程序的问题。通过定量日志分析和定性用户访谈,我们确定了影响NLP采用的四个主要因素:组织文化和支持、系统可用性、信息质量和系统可靠性。这些因素必须考虑,以确保成功采用NLP应用程序,在临床护理设置提供实时决策支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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