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REVIEW OF DATA VISUALIZATION PRACTICE IN GERONTOLOGY

机译:回顾地质学中的数据可视化实践

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摘要

Data visualization is an effective strategy to achieve clear scientific data communications. Gerontology has produced a tremendous amount of cross-disciplinary data based on surveys, experiments, and qualitative methods. Types of data and analytical techniques have become more diverse than ever before. However, little is known about how gerontologists use data visualization to communicate their research. The purposes of this study are to document data visualization practice in the premier gerontology journal and to provide basic guidelines for more effective data communication. To capture historical trends, all data graphics published in 1984, 1994, 2004 and 2014 issues in Journal of Gerontology Series B (JGSS) were examined and classified into common types. Results showed that the numbers of articles with data graphics increased from 29 data graphics in 16 (out of a total of 63) articles in 1984 to 163 graphic elements in 67 (out of 109) articles in 2014 in JGSS. Interestingly, the most frequently used data graphics were fairly simplistic: dynamite plots --- a modified bar-chart that displays means and standard deviations --- (45% of articles with data graphics), line-graph (18%) and box-plot (9%). Based on the review of data graphics and current literature in data visualization, it is recommended that data graphics should be diversified and tailored for target audiences, better able to stand alone, and more informative than simple summary statistics. Finally, the advantages and disadvantages of commonly used data graphics for displaying data distributions are illustrated with data from different simulated distributions (e.g., normal, skewed, bimodal).
机译:数据可视化是实现清晰科学数据通信的有效策略。基于调查,实验和定性方法,老年医学已经产生了大量的跨学科数据。数据和分析技术的类型比以往任何时候都更加多样化。但是,对于老年学家如何使用数据可视化来传达他们的研究知之甚少。这项研究的目的是在主要的老年医学期刊中记录数据可视化实践,并为更有效的数据通信提供基本指导。为了捕捉历史趋势,对1984年,1994年,2004年和2014年发表在《老年医学杂志》 B系列(JGSS)上的所有数据图形进行了检查,并将其分类为常见类型。结果表明,带有数据图形的文章数量从1984年的16条(总共63条)中的29条数据图形增加到2014年JGSS中的67条(总共109条)中的163图形元素。有趣的是,最常用的数据图形相当简单:炸药图---修改后的条形图,显示均值和标准差---(45%的具有数据图形的文章),线图(18%)和盒子-情节(9%)。基于对数据图形的回顾和有关数据可视化的最新文献,建议对数据图形进行多样化和量身定制,以使其适合目标受众,使其更能独立存在,并且比简单的摘要统计信息更具信息性。最后,利用来自不同模拟分布(例如,正态,偏斜,双峰)的数据说明了用于显示数据分布的常用数据图形的优缺点。

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