Closed loop construction of hypoglycemia risk management for high risk neonates in mother infant rooming in settings: a retrospective study with an embedded clinical decision support system - Takeaways - MDSpire

Closed loop construction of hypoglycemia risk management for high risk neonates in mother infant rooming in settings: a retrospective study with an embedded clinical decision support system

  • By

  • Limin Chen

  • Hui Shao

  • Beimeng Yu

  • Min Wang

  • Caixia Tian

  • July 7, 2026

  • 0 min

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  • 1

    An intelligent clinical decision support system (CDSS) was developed for managing neonatal hypoglycemia in mother-infant rooming-in settings.

  • 2

    CDSS implementation significantly reduced hypoglycemia incidence from 11.88% to 5.76% in pre-post analyses and from 9.25% to 5.40% in parallel analyses.

  • 3

    The overall hypoglycemia incidence in the high-risk cohort under CDSS was 6.3%, with preterm birth and low birth weight being the highest independent risk factors.

  • 4

    Hypoglycemia risk escalated non-linearly with specific combinations of high-risk factors, reaching 18.8% with five concurrent factors.

  • 5

    The study highlights the need for future multicenter research incorporating machine learning and long-term neurodevelopmental follow-up.

Original Source(s)

Closed loop construction of hypoglycemia risk management for high risk neonates in mother infant rooming in settings: a retrospective study with an embedded clinical decision support system

  • by Limin Chen, Hui Shao, Beimeng Yu, Min Wang, Caixia Tian

  • July 7, 2026

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