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

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 it...

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Detalles Bibliográficos
Autores principales: Masel, J., Humphrey, P. T., Blackburn, B., Levine, J. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Society for Cell Biology 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4710403/
https://www.ncbi.nlm.nih.gov/pubmed/26582236
http://dx.doi.org/10.1187/cbe.15-04-0079
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author Masel, J.
Humphrey, P. T.
Blackburn, B.
Levine, J. A.
author_facet Masel, J.
Humphrey, P. T.
Blackburn, B.
Levine, J. A.
author_sort Masel, J.
collection PubMed
description 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.
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spelling pubmed-47104032016-01-13 Evidence-Based Medicine as a Tool for Undergraduate Probability and Statistics Education Masel, J. Humphrey, P. T. Blackburn, B. Levine, J. A. CBE Life Sci Educ Article 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. American Society for Cell Biology 2015-12-01 /pmc/articles/PMC4710403/ /pubmed/26582236 http://dx.doi.org/10.1187/cbe.15-04-0079 Text en © 2015 J. Masel et al. CBE—Life Sciences Education © 2015 The American Society for Cell Biology. This article is distributed by The American Society for Cell Biology under license from the author(s). It is available to the public under an Attribution–Noncommercial–Share Alike 3.0 Unported Creative Commons License (http://creativecommons.org/licenses/by-nc-sa/3.0). “ASCB®”and “The American Society for Cell Biology ®” are regis-tered trademarks of The American Society for Cell Biology.
spellingShingle Article
Masel, J.
Humphrey, P. T.
Blackburn, B.
Levine, J. A.
Evidence-Based Medicine as a Tool for Undergraduate Probability and Statistics Education
title Evidence-Based Medicine as a Tool for Undergraduate Probability and Statistics Education
title_full Evidence-Based Medicine as a Tool for Undergraduate Probability and Statistics Education
title_fullStr Evidence-Based Medicine as a Tool for Undergraduate Probability and Statistics Education
title_full_unstemmed Evidence-Based Medicine as a Tool for Undergraduate Probability and Statistics Education
title_short Evidence-Based Medicine as a Tool for Undergraduate Probability and Statistics Education
title_sort evidence-based medicine as a tool for undergraduate probability and statistics education
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4710403/
https://www.ncbi.nlm.nih.gov/pubmed/26582236
http://dx.doi.org/10.1187/cbe.15-04-0079
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