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Evidence-Based Medicine as a Tool for Undergraduate Probability and Statistics Education

机译:循证医学作为本科生概率统计教育的工具

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摘要

Most students have difficulty reasoning about chance events, and misconceptions regarding probability can persist or even strengthen following traditional instruction. Many biostatistics classes sidestep this problem by prioritizing exploratory data analysis over probability. However, probability itself, in addition to statistics, is essential both to the biology curriculum and to informed decision making in daily life. One area in which probability is particularly important is medicine. Given the preponderance of pre health students, in addition to more general interest in medicine, we capitalized on students’ intrinsic motivation in this area to teach both probability and statistics. We use the randomized controlled trial as the centerpiece of the course, because it exemplifies the most salient features of the scientific method, and the application of critical thinking to medicine. The other two pillars of the course are biomedical applications of Bayes’ theorem and science and society content. Backward design from these three overarching aims was used to select appropriate probability and statistics content, with a focus on eliciting and countering previously documented misconceptions in their medical context. Pretest/posttest assessments using the Quantitative Reasoning Quotient and Attitudes Toward Statistics instruments are positive, bucking several negative trends previously reported in statistics education.
机译:大多数学生在偶然事件的推理上有困难,对概率的误解会在传统的指导下持续存在甚至加剧。许多生物统计学类通过优先考虑探索性数据分析而不是概率来回避此问题。然而,除了统计学之外,概率本身对于生物学课程和日常生活中的明智决策都是必不可少的。概率特别重要的领域之一是医学。鉴于健康前生的优势,除了对医学的普遍兴趣外,我们还利用学生在这一领域内在的动机来教授概率论和统计学。我们将随机对照试验作为课程的核心,因为它体现了科学方法的最显着特征,以及批判性思维在医学中的应用。该课程的其他两个支柱是贝叶斯定理和科学与社会内容的生物医学应用。这三个总体目标的后向设计用于选择适当的概率和统计内容,重点是在其医学背景下引发和应对先前记录的误解。使用定量推理商和对统计的态度的测验前/测后评估是积极的,与统计教育中先前报告的一些负面趋势相反。

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