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Peer-Reviewed Evidence

Publication
Large Language Models for More Efficient Reporting of Hospital Quality Measures
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Impact of wearable device data and multi-scale entropy analysis on improving hospital readmission prediction
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Prediction of Readmission Following Sepsis Using Social Determinants of Health
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Development and Validation of a Deep Learning Model for Prediction of Adult Physiological Deterioration
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The impact of laboratory data missingness on sepsis diagnosis timelines
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Impact of a deep learning sepsis prediction model on quality of care and survival
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Bringing the Promise of Artificial Intelligence to Critical Care: What the Experience With Sepsis Analytics Can Teach Us
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Artificial intelligence sepsis prediction algorithm learns to say “I don’t know”
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Publication
DeepAISE – An interpretable and recurrent neural survival model for early prediction of sepsis
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Predicting Progression to Septic Shock in the Emergency Department Using an Externally Generalizable Machine-Learning Algorithm
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An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU
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Abstract
Domain Adaptation for Robust Predictive Modeling Across Racial Groups
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Representation Learning and Spectral Clustering for the Development and External Validation of Dynamic Sepsis Phenotypes: Observational Cohort Study
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Publication
A machine-learning algorithm for diagnosis of multisystem inflammatory syndrome in children and Kawasaki disease in the USA: a retrospective model development and validation study
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Publication
Optimizing the Implementation of Clinical Predictive Models to Minimize National Costs: Sepsis Case Study
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Publication
Development and Prospective Validation of a Deep Learning Algorithm for Predicting Need for Mechanical Ventilation
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Publication
Prediction of Unplanned Hospital Readmission using Clinical and Longitudinal Wearable Sensor Features
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Publication
Inclusion of social determinants of health improves sepsis readmission prediction models
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Publication
Leveraging clinical data across healthcare institutions for continual learning of predictive risk models
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