Latent profile analysis identified four pediatric sepsis subphenotypes, and profile-specific models appeared more accurate than a general sepsis model, but the comparison is confounded by label definition and data leakage.
Pediatric severe sepsis: current trends and outcomes from the pediatric health information systems database*.,
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Identification of Pediatric Sepsis Subphenotypes for Enhanced Machine Learning Predictive Performance: A Latent Profile Analysis
Latent profile analysis identified four pediatric sepsis subphenotypes, and profile-specific models appeared more accurate than a general sepsis model, but the comparison is confounded by label definition and data leakage.