Vitamin D and Healthcare Service Utilization in Children: Insights from a Machine Learning Approach

Giuliana Ferrante1, Salvatore Fasola2, Michele Piazza1

  • 1Department of Surgery, Dentistry, Pediatrics and Gynaecology, Pediatric Division, University of Verona, 37134 Verona, Italy.

Insights

Vitamin D levels vary significantly in hospitalized children, with lower levels linked to longer stays, especially in certain ethnic groups and those with specific illnesses. This study identifies key patient profiles associated with vitamin D status and hospitalization duration.

Area of Science:

  • Pediatrics
  • Endocrinology
  • Public Health

Background:

  • Vitamin D deficiency is a global health concern with links to various illnesses.
  • Limited data exists on vitamin D status in children hospitalized for non-critical conditions.

Purpose of the Study:

  • To identify profiles of hospitalized children based on vitamin D levels.
  • To assess the association between these profiles and length of hospital stay.

Main Methods:

  • A regression tree analysis stratified 854 children (1-17 years) into subgroups based on vitamin D levels.
  • Poisson regression explored the relationship between vitamin D levels and length of stay.

Main Results:

  • Three patient subgroups emerged with increasing mean vitamin D levels (Group A: 13.7 ng/mL, Group B: 20.5 ng/mL, Group C: 26.2 ng/mL).
  • Group A (specific ethnicities) had the longest hospital stays.
  • Higher vitamin D levels correlated with significantly shorter hospital stays in Groups A and B.

Conclusions:

  • Hospitalized children can be stratified into groups with distinct vitamin D levels, ethnicity, and diagnoses.
  • Vitamin D status is a significant factor influencing hospitalization duration in children.

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