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Commentary: Artificial Intelligence and Statistics: Just the Old Wine in New Wineskins?

作者信息

de Hond Anne A H, van Calster Ben, Steyerberg Ewout W

机构信息

Clinical Artificial Intelligence Implementation and Research Lab, Leiden University Medical Centre, Leiden, Netherlands.

Department of Medicine (Biomedical Informatics), Stanford University, Stanford, CA, United States.

出版信息

Front Digit Health. 2022 May 20;4:923944. doi: 10.3389/fdgth.2022.923944. eCollection 2022.

DOI:10.3389/fdgth.2022.923944
PMID:35669357
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9163296/
Abstract
摘要

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本文引用的文献

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2
Calibration: the Achilles heel of predictive analytics.校准：预测分析的阿喀琉斯之踵。
BMC Med. 2019 Dec 16;17(1):230. doi: 10.1186/s12916-019-1466-7.
3
Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests.用于评估预测模型、分子标志物和诊断测试的净效益方法。
BMJ. 2016 Jan 25;352:i6. doi: 10.1136/bmj.i6.
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The precision-recall plot is more informative than the ROC plot when evaluating binary classifiers on imbalanced datasets.在不平衡数据集上评估二元分类器时，精确率-召回率曲线比ROC曲线更具信息性。
PLoS One. 2015 Mar 4;10(3):e0118432. doi: 10.1371/journal.pone.0118432. eCollection 2015.
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From biomarkers to medical tests: the changing landscape of test evaluation.从生物标志物到医学检验：检验评估的变化态势。
Clin Chim Acta. 2014 Jan 1;427:49-57. doi: 10.1016/j.cca.2013.09.018. Epub 2013 Sep 27.
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Measures to summarize and compare the predictive capacity of markers.总结和比较标志物预测能力的方法。
Int J Biostat. 2009 Oct 1;5(1):Article 27. doi: 10.2202/1557-4679.1188.
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