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Causal inference in randomized clinical trials.

作者信息

Zheng Cheng, Dai Ran, Gale Robert Peter, Zhang Mei-Jie

机构信息

Joseph. J. Zilber School of Public Health, University of Wisconsin-Milwaukee, Milwaukee, WI, USA.

Department of Statistics, University of Chicago, Chicago, IL, USA.

出版信息

Bone Marrow Transplant. 2020 Jan;55(1):4-8. doi: 10.1038/s41409-018-0424-x. Epub 2019 Mar 26.

DOI:10.1038/s41409-018-0424-x
PMID:30914756
Abstract
摘要

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Instrumental variable with competing risk model.具有竞争风险模型的工具变量
Stat Med. 2017 Apr 15;36(8):1240-1255. doi: 10.1002/sim.7205. Epub 2017 Jan 8.
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Lasso adjustments of treatment effect estimates in randomized experiments.随机试验中治疗效果估计的套索调整
在 III 期肿瘤学试验中使用多变量回归提高效能:对 535 项主要终点分析的实证评估。
JCO Clin Cancer Inform. 2024 Sep;8:e2400102. doi: 10.1200/CCI.24.00102.
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Bidirectional Encoder Representations from Transformers-like large language models in patient safety and pharmacovigilance: A comprehensive assessment of causal inference implications.基于像 Transformer 这样的大型语言模型的双向编码器表示在患者安全和药物警戒中的应用:因果推断影响的综合评估。
Exp Biol Med (Maywood). 2023 Nov;248(21):1908-1917. doi: 10.1177/15353702231215895. Epub 2023 Dec 12.
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DeepCausality: A general AI-powered causal inference framework for free text: A case study of LiverTox.深度因果关系:一种用于自由文本的通用人工智能驱动的因果推理框架:以肝毒性为例的研究
Front Artif Intell. 2022 Dec 6;5:999289. doi: 10.3389/frai.2022.999289. eCollection 2022.
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Quantifying representativeness in randomized clinical trials using machine learning fairness metrics.使用机器学习公平性指标量化随机临床试验中的代表性。
JAMIA Open. 2021 Sep 24;4(3):ooab077. doi: 10.1093/jamiaopen/ooab077. eCollection 2021 Jul.
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A bias correction method in meta-analysis of randomized clinical trials with no adjustments for zero-inflated outcomes.Meta 分析中对零膨胀结局未调整的随机临床试验的偏倚校正方法。
Stat Med. 2021 Nov 20;40(26):5894-5909. doi: 10.1002/sim.9161. Epub 2021 Sep 3.
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Conquest of COVID-19. Publish it to death?战胜新冠疫情。将其公之于众以消灭它?
Br J Haematol. 2020 Aug;190(3):358-360. doi: 10.1111/bjh.16905. Epub 2020 Jul 7.
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The not so new history of storing bone marrow.储存骨髓的不算新的历史。
Bone Marrow Transplant. 2020 Aug;55(8):1694-1696. doi: 10.1038/s41409-019-0774-z. Epub 2019 Dec 17.
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Direct adjusted survival and cumulative incidence curves for observational studies.观察性研究的直接调整生存曲线和累积发病率曲线。
Bone Marrow Transplant. 2020 Mar;55(3):538-543. doi: 10.1038/s41409-019-0552-y. Epub 2019 May 17.
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