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July 3, 2024Critical Care Medicine

The Impact of Multi-Institution Datasets on the Generalizability of Machine Learning Prediction Models in the ICU

Patrick Rockenschaub Adam Hilbert Tabea Kossen Paul Elbers Falk von Dincklage Vince I. Madai Dietmar Frey

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Abstract

To evaluate the transferability of deep learning (DL) models for the early detection of adverse events to previously unseen hospitals.

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Rockenschaub et al. (2024) studied this question.

synapsesocial.com/papers/68e616d2b6db6435875a9dd4 https://doi.org/10.1097/ccm.0000000000006359

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Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

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