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Development and Validation of the Phoenix Pediatri ...
Development and Validation of the Phoenix Pediatric Sepsis Criteria - 1
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Video Summary
The presentation focused on developing and validating criteria for pediatric sepsis using existing organ dysfunction subcomponents and machine learning techniques, funded by NICHD. The approach used stacked regression and the area under the precision recall curve (AUPRC) to construct a pragmatic model applicable in various settings, even with data imbalances. Existing scores were used to ensure familiarity and validation, facilitating wider acceptance and utility, especially in resource-limited areas. Challenges like real-world data limitations and organ dysfunction iatrogenicity were acknowledged. The session concluded with plans for enhancing early identification, validating criteria for hospital-acquired sepsis, and developing clinical support tools.
Asset Caption
Two-Hour Concurrent Session | Announcement of the Novel Phoenix Pediatric Sepsis Criteria
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Content Type
Presentation
Membership Level
Professional
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Year
2024
Keywords
pediatric sepsis
machine learning
organ dysfunction
AUPRC
clinical support tools
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English