试验心理学:通过基准和预测重新思考模型评估
Roberta Rocca1,2, Tal Yarkoni1
1Department of Psychology, University of Texas at Austin, Austin, Texas, USA.
概括
心理学需要共同的基准来评估科学模型. 实施这些共享标准将改善模型评估,并推动累积的研究进展.
科学领域:
- 心理学 心理学 心理学
- 科学方法科学方法学
背景情况:
- 心理学缺乏用于评估科学模型和理论的标准化指标.
- 当前的评估实践往往不一致,无法评估模型的通用性,阻碍了有效和无效模型之间的可靠区分.
研究的目的:
- 倡导在心理学中采用共同的基准来进行模型评估.
- 为有效的基准设计和实施提出原则.
- 解决在建立社区范围的评估标准方面面临的潜在挑战.
主要方法:
- 从机器学习和统计遗传学中汲取灵感.
- 讨论基准实用性的原则.
- 确定社区收养的实际步骤.
- 解决实施问题.
主要成果:
- 在心理学中,缺乏可靠的共同指标来评估模型的性能.
- 具有缺陷的特异性评估实践,例如不良的概括性评估.
- 共同基准的潜力,以改善模式歧视和促进进步.
结论:
- 实施共同的评估基准对于推进心理学科学的发展至关重要.
- 对基准的共识将提高科学模型的实用性和可靠性.
- 采用基准可以带来更强大和累积的心理学研究.
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