零假设显著性检验的趋势:依然强劲

IF 3.4 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Heliyon Pub Date : 2024-11-06 eCollection Date: 2024-11-15 DOI:10.1016/j.heliyon.2024.e40133
Frank Emmert-Streib
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引用次数: 0

摘要

零假设显著性检验(NHST)是最突出、最广泛使用的数据分析方法之一。与此同时,由于学术文献中广泛存在的误用和误解,NHST 多年来一直饱受批评。此外,近年来,NHST 被认为是复制危机的原因之一,因为许多研究过于强调得出结论的统计显著性。针对这些问题,美国统计协会(ASA)等机构呼吁采取行动纠正这些问题,例如修改甚至放弃 NHST。在本文中,我们将研究社会各界对这些讨论的反应。具体来说,我们对书目记录进行了科学计量分析,以调查有关使用 NHST 的出版行为。我们对整个社区、特定学科领域和个别期刊进行了趋势分析。此外,我们还对变化点进行了分析,以研究是否存在持续变化或实际变化。结果,我们发现 NHST 在整个社会中比以往任何时候都更受欢迎,但在特定学科领域和期刊中却存在明显的异质性,无法观察到统一的出版行为。
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Trends in null hypothesis significance testing: Still going strong.

Null hypothesis significance testing (NHST) is among the most prominent and widely used methods for analyzing data. At the same time, NHST has been criticized since many years because of misuses and misconceptions that can be found extensively in the scholarly literature. Furthermore, in recent years, NHST has been identified as one reason for the replication crisis because many studies place too much emphasis on statistical significance for drawing conclusions. As a response to those problems, calls for actions have been raised, among others by the American Statistical Association (ASA), to rectify these issues, for instance, by modifying or even abandoning NHST. In this paper, we study the reaction of the community on these discussions. Specifically, we conduct a scientometric analysis of bibliographic records to investigate the publication behavior about the usage of NHST. We conduct a trend analysis for the general community, for specific subject areas and for individual journals. Furthermore, we conduct a change-point analysis to investigate if there are continued movements or actual changes. As a result, we find that for the general community NHST is more popular than ever, however, for particular subject-areas and journals there is a clear heterogeneity and no uniform publication behavior is observable.

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来源期刊
Heliyon
Heliyon MULTIDISCIPLINARY SCIENCES-
CiteScore
4.50
自引率
2.50%
发文量
2793
期刊介绍: Heliyon is an all-science, open access journal that is part of the Cell Press family. Any paper reporting scientifically accurate and valuable research, which adheres to accepted ethical and scientific publishing standards, will be considered for publication. Our growing team of dedicated section editors, along with our in-house team, handle your paper and manage the publication process end-to-end, giving your research the editorial support it deserves.
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