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Contributions of Psychology to the Design of Diagnostic Decision Support Systems

机译:心理学对诊断决策支持系统设计的贡献

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This paper describes how psychological research can contribute to the requirements engineering, the design and usefulness of a Diagnostic Decision Support System (DDSS) intended to support pediatric residents' diagnostic decisions. Research on cognitive biases in Bayesian decision tasks is discussed. The design of the DDSS is briefly outlined, and a formative usefulness test is reported. Under the assumption that a particular cognitive bias could be overcome by showing it to participants, pediatric residents were given a set of Bayesian decision tasks. One half was given an opportunity to interact with NeoPeDDS and the other half was not. Results showed that NeoPedDDS usage improved the accuracy of the diagnostic decisions, but that formal training in Bayesian statistics appears to be necessary for residents to evaluate ambiguous information in a normatively correct manner.
机译:本文描述了心理研究如何能够帮助需求工程,诊断决策支持系统(DDSS)的设计和实用性,该系统旨在支持小儿科居民的诊断决策。讨论了贝叶斯决策任务中认知偏见的研究。简要概述了DDSS的设计,并报告了形成性有用性测试。假设可以通过向参与者展示特定的认知偏见来克服这种偏见,那么给小儿住院医师提供了一系列贝叶斯决策任务。一半的人有机会与NeoPeDDS进行交互,而另一半则没有。结果表明,NeoPedDDS的使用提高了诊断决策的准确性,但贝叶斯统计方面的正规培训似乎对于居民以规范正确的方式评估歧义信息很有必要。

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