Diagnostic Reasoning and Decision Making in the Context of Health Information Technology

V. Patel, D. Kaufman, T. Kannampallil
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引用次数: 32

Abstract

Diagnostic reasoning and medical decision making have been focal areas of research in the fields of medical education, cognition, and artificial intelligence in medicine. Drawing on several decades worth of research, we propose an integrated summary of prior research on diagnostic reasoning and decision making—in terms of both historical development and theoretical shifts. We also characterize the changes in research and theory resulting from the incorporation and adoption of health information technology in the clinical work place. In this paper, we differentiate between the various forms of diagnostic reasoning and trace the evolution of the various models of reasoning, including knowledge-based, exemplar-based, and visual strategies. We also discuss the effect of clinical expertise on reasoning processes. Within the medical decision-making research, we delineate the various approaches highlighting decision-making errors that arise due to the nature of heuristics and biases and other factors. Although t...
卫生信息技术背景下的诊断推理和决策
诊断推理和医疗决策一直是医学教育、认知和医学人工智能领域的研究热点。根据几十年的研究,我们从历史发展和理论转变两方面对诊断推理和决策的先前研究进行了综合总结。我们还描述了由于在临床工作场所纳入和采用卫生信息技术而导致的研究和理论变化。在本文中,我们区分了各种形式的诊断推理,并追溯了各种推理模型的演变,包括基于知识的、基于范例的和视觉策略。我们还讨论了临床专业知识对推理过程的影响。在医疗决策研究中,我们描述了各种方法,突出了由于启发式和偏见以及其他因素的性质而产生的决策错误。尽管t…
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