Artificial intelligence as an analytic approximation to evaluate associations between parental feeding behaviours and

Edna M Gamboa1, Claudia I Amaya2, Antonio Bahamonde3

  • 1School of Nutrition and Dietetics, Universidad Industrial de Santander, Bucaramanga, Santander680003, Colombia.

Insights

Parental feeding practices, like using food for emotional control or restricting intake, significantly predict excess weight in preschoolers. These findings highlight the need for parent-focused nutrition education interventions to combat childhood obesity.

Area of Science:

  • Pediatrics
  • Public Health Nutrition
  • Artificial Intelligence in Health

Background:

  • Parental practices significantly influence children's weight and Body Mass Index (BMI).
  • A high prevalence of childhood obesity necessitates understanding contributing factors, including parental feeding behaviors.
  • Previous research suggests a link between childrearing feeding practices and pediatric weight status.

Purpose of the Study:

  • To investigate the association between parental feeding practices and excess weight in preschoolers.
  • To utilize artificial intelligence (AI) in analyzing the relationship between feeding behaviors and childhood obesity.
  • To establish a baseline for designing targeted nutrition education programs for parents.

Main Methods:

  • A cross-sectional study conducted in Bucaramanga, Colombia (September-December 2017) with 384 preschoolers.
  • Logistic regression analysis to determine the predictive effect of parental practices on excess weight.
  • Analysis included sociodemographic factors, dietary intake, and physical activity as confounders; AUC measured model performance.

Main Results:

  • Specific parental feeding practices were strongly associated with excess weight in children.
  • Using food to control behavior (emotional control) showed an Odds Ratio (OR) of 1.77 (95% CI 1.45-1.83, P=0.034).
  • Encouraging children to eat less also correlated with excess weight (OR 1.22, 95% CI 1.14-1.89, P=0.045).

Conclusions:

  • Parental feeding practices are significant predictors of excess weight in preschool-aged children.
  • Interventions targeting parental behaviors related to feeding are crucial for addressing childhood obesity.
  • Findings provide a foundation for public health initiatives and nutrition education for parents of young children.

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