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Why federated learning will do little to overcome the deeply embedded biases in clinical medicine.

作者信息

Sauer Christopher Martin, Pucher Gernot, Celi Leo Anthony

机构信息

Laboratory for Computational Physiology, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA.

Department of Hematology & Stem Cell Transplantation, West German Cancer Institute, University Hospital Essen, Hufelandstr. 55, 45147, Essen, Germany.

出版信息

Intensive Care Med. 2024 Aug;50(8):1390-1392. doi: 10.1007/s00134-024-07491-8. Epub 2024 Jun 3.

DOI:10.1007/s00134-024-07491-8
PMID:38829532
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11306542/
Abstract
摘要
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/867c/11306542/0293f79e0030/134_2024_7491_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/867c/11306542/0293f79e0030/134_2024_7491_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/867c/11306542/0293f79e0030/134_2024_7491_Fig1_HTML.jpg

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Variation in monitoring: Glucose measurement in the ICU as a case study to preempt spurious correlations.监测的变化：以 ICU 中的血糖测量为例预先防范虚假关联。
J Biomed Inform. 2024 May;153:104643. doi: 10.1016/j.jbi.2024.104643. Epub 2024 Apr 14.
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Association between Patient Race and Ethnicity and Use of Invasive Ventilation in the United States.
患者种族和民族与美国使用有创通气的相关性。
Ann Am Thorac Soc. 2024 Feb;21(2):287-295. doi: 10.1513/AnnalsATS.202305-485OC.
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Analysis of Discrepancies Between Pulse Oximetry and Arterial Oxygen Saturation Measurements by Race and Ethnicity and Association With Organ Dysfunction and Mortality.种族和民族差异对脉搏血氧饱和度与动脉血氧饱和度测量值的分析及其与器官功能障碍和死亡率的关系。
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