“…We read with great interest the article by Soni, et al., titled “Do we need a simplified model to predict outcomes in patients hospitalized with Acute Decompensated Heart Failure? Results from the Role of Sodium in Heart Failure Outcomes Prediction ('SHOUT-PREDICTION') study.” While this study appropriately highlighted the importance of SBP and serum sodium as prognostic indicators in ADHF, 1 there were some limitations that we would like to discuss: - The study did not divide the sample into model derivation and model validation groups. Traditionally, predictive models are built on a training data set, and then evaluated on a separate validation data set.
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