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A Multifaceted Benchmarking of Synthetic Electronic Health Record Generation Models


Aug 02, 2022
Chao Yan, Yao Yan, Zhiyu Wan, Ziqi Zhang, Larsson Omberg, Justin Guinney, Sean D. Mooney, Bradley A. Malin

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The NLP Sandbox: an efficient model-to-data system to enable federated and unbiased evaluation of clinical NLP models


Jun 28, 2022
Yao Yan, Thomas Yu, Kathleen Muenzen, Sijia Liu, Connor Boyle, George Koslowski, Jiaxin Zheng, Nicholas Dobbins, Clement Essien, Hongfang Liu, Larsson Omberg, Meliha Yestigen, Bradley Taylor, James A Eddy, Justin Guinney, Sean Mooney, Thomas Schaffter

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Stable predictions for health related anticausal prediction tasks affected by selection biases: the need to deconfound the test set features


Nov 09, 2020
Elias Chaibub Neto, Phil Snyder, Solveig K Sieberts, Larsson Omberg

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* Machine Learning for Health (ML4H) at NeurIPS 2020 - Extended Abstract. This workshop paper draws some material from arXiv:2001.03998 and arXiv:2004.09466 

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