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Pediatric Sepsis Prediction Hackathon: Results and Lessons Learned

Authors: de Brito Robalo, Bruno M; McIntosh, Jennifer; Gibert, Joan; Villagrasa, Raul L.; Domingo, Roger; Felipe, Aida; Jordan, Iolanda; +2 Authors

Pediatric Sepsis Prediction Hackathon: Results and Lessons Learned

Abstract

Overview Sepsis is a major cause of morbidity and mortality in children and young people. Early detection is critical to improve treatment outcomes, but current methods to predict sepsis onset are limited. PHEMS aims to address this by developing an algorithm to predict sepsis in pediatric intensive care units (PICUs). To support the development of this algorithm, PHEMS held an online hackathon using real-world PICU data. Participants were asked to predict sepsis six hours prior to clinical onset. The hackathon provided a valuable testing ground for evaluating different machine learning strategies. The results will help ensure that the final PHEMS sepsis prediction algorithm is both high-performing and privacy-compliant.

Keywords

Machine Learning, Critical Care, Sepsis, hackathon, Hackathon, Pediatrics

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average