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A scientific forecast on dental research output within the next 20 years using exponential smoothing algorithm

机译:使用指数平滑算法对未来20年牙科研究产出的科学预测

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Introduction: To report a scientific forecast of the number of published dental articles in the next 20 years. Materials and Methods: On October 12, 2016, to find all dental articles, PubMed was searched via the query “1800/1/1”[PDAT]: “2015/12/31”[PDAT] AND jsubsetd [text]. Relevant limitations were applied to find dental clinical trials, review articles, and free full-text dental articles. Consequently, all PubMed records were exported to a CSV file. To forecast the future dental research output using existing time-based data, the Exponential Triple Smoothing algorithm was used, which is an advanced machine learning algorithm. Data were analyzed by Microsoft Office Excel 2016. Results: Seventy-five (1940–2015) years of human attempts to publish dental articles were explored and 572490 records were found, from which 27244 (4.75%) articles were free full-text, 19238 (3.36%) were clinical trials, and 31853 (5.56%) were reviews. Researchers will publish 19195 dental articles in 2036, among which 917 (4.77%) articles will be clinical trials, 1474 (7.67%) will be review articles, and 5482 (28.55%) will be free full-text articles. Conclusion: Changes may be because of the quantity of research funds. The number of all types of dental articles will increase with an acceptable rate over the next 20 years. Of more interest, the number of free full-text articles will grow more rapidly than other article types.
机译:简介:报告对未来20年内发表的牙科文章数量的科学预测。材料和方法:2016年10月12日,要查找所有牙科用品,通过查询“ 1800/1/1” [PDAT]:“ 2015/12/31” [PDAT]和jsubsetd [text]来搜索PubMed。相关限制适用于查找牙科临床试验,评论文章和免费的全文牙科文章。因此,所有PubMed记录都导出到CSV文件。为了使用现有的基于时间的数据来预测未来的牙科研究输出,使用了指数三次平滑算法,它是一种先进的机器学习算法。通过Microsoft Office Excel 2016对数据进行了分析。结果:探索了人类尝试发表牙科文章的七十五(1940–2015)年,发现了572490条记录,其中27244(4.75%)条是免费的全文,19238 (3.36%)为临床试验,而31853(5.56%)为评论。研究人员将在2036年发表19195篇牙科文章,其中917篇(4.77%)将进行临床试验,1474篇(7.67%)将成为评论文章,5482篇(28.55%)将成为免费的全文。结论:变化可能是由于研究经费的数量。在接下来的20年中,所有类型的牙科用品的数量将以可接受的速率增加。有趣的是,免费全文文章的数量将比其他文章类型增长更快。

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