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Updated: Feb 24, 2026

Multimodal Protocol for Assessing Metacognition and Self-Regulation in Adults with Learning Difficulties
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在真实世界数据中使用meta-learners评估代理异质性

Rebecca Knowlton1, Layla Parast1

  • 1Department of Statistics and Data Sciences, University of Texas at Austin, Austin, USA.

Journal of causal inference
|February 23, 2026
PubMed
概括

这项研究引入了一个新的框架,用于在现实世界观察数据中评估代用标记,解决混和患者异质性问题. 它可以更好地评估随机试验之外的代孕标志物有效性.

关键词:
异质性的异质性超级学习者 (meta-learner) 是指一个学习者.观察数据 观察数据 观察数据替代品标记器 替代品标记器治疗效果治疗效果的治疗效果

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