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KEY POINTS Question: Machine learning applications for the ICU lack rigorous external validation. We assessed the external validity and effect of retraining on the predictive performance for a certified machine learning model. Findings: Generalizability was difficult to attain for this machine learning model despite apparent similarities between patient population, healthcare context, and model specification.
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