定量研究中十分频繁且具有后果的可疑研究实践:偏见机制,预防策略和基于模拟的框架
Theodoros A Kyriazos1, Mary Poga2
1Department of Psychology, University of Western Macedonia School of Social Sciences and Humanities, Florina, Greece. th.Kyriazos@gmail.com.
Behavior research methods
|January 23, 2026
概括
在定量研究中,不受限制的分析灵活性会导致偏见. 本研究提供了一个框架,以确定10个可疑的研究实践 (QRPs),并提供模拟工具来防止它们,提高研究完整性.
科学领域:
- 量化研究方法论 量化研究方法论
- 研究诚信研究诚信
- 科学偏见的科学偏见
背景情况:
- 分析灵活性至关重要,但如果不受约束,可以引入系统偏见.
- 值得怀疑的研究实践 (QRP) 破坏了推断的有效性,扭曲了科学结论.
- 现有的框架缺乏特定阶段,基于机制的方法来解决隐藏的分析灵活性.
研究的目的:
- 提出一个概念和计算框架,用于识别和理解有影响力的QRP.
- 将特定的QRP与其潜在的偏见机制联系起来,并提出纠正策略.
- 为检查QRP和预防策略的影响提供一个模拟套件.
主要方法:
- 在一个概念框架内运行了10个普遍的QRP的目标子集.
- 将每个QRP与其特定偏差机制联系起来.
- 开发了一个可复制的基于R的模拟套件,用于诊断探索和教育.
主要成果:
- 在四个研究工作流程阶段确定了10个具有影响力的QRP.
- 将偏见机制映射到 10 种基于证据的纠正策略中.
- 证明了模拟套件对检查QRP影响和预防的实用性.
结论:
- 拟议的框架提供了一个基于理论的,具体阶段的方法来打击隐藏的分析灵活性.
- 了解QRP机制和采用纠正策略可以提高研究完整性.
- 模拟工具有助于QRP的教育和探索及其缓解.
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