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. 2021 Apr 30;28(8):1683–1693. doi: 10.1093/jamia/ocab043

Table 4.

Summary of LSTM prediction performance on different imputation methods

Precision Recall F1 score AUROC
Median 0.8184 ± 0.0085a 0.7865 ± 0.0058 0.8023 ± 0.0020 0.9369 ± 0.0038a
Mean 0.8183 ± 0.0073 0.7851 ± 0.0036 0.8014 ± 0.0031 0.8977 ± 0.0048
MICE 0.8128 ± 0.0082 0.8017 ± 0.0070 0.8072 ± 0.0037a 0.9002 ± 0.0042
KNN 0.7984 ± 0.0094 0.8034 ± 0.0073a 0.8009 ± 0.0039 0.8854 ± 0.0032

AUROC: area under the receiver-operating characteristic curve.

a

Best result for the metric.