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Table 1.

Structured data vectors utilized in machine learning algorithms.

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Fig 1.

Overview of computational method.

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Table 2.

Baseline patient characteristics.

All values were obtained prior to CRT implant.

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Fig 2.

Precision-recall curve and ROC curve of the final model.

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Table 3.

Examples of bigrams extracted from clinical notes, listed in order of relative importance ranked by local mutual information.

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Fig 3.

Illustration of envisioned clinical utilization of machine learning prediction.

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