Key result
Simulated adaptive prenatal intervention moderates gestational weight gain and infant birth weight via behavioral control.
Why the study?
A prenatal behavioral intervention that adapts to individual pregnant women's needs may help manage gestational weight gain and regulate infant birth weight.
Does an adaptive prenatal behavioral intervention regulate gestational weight gain and infant birth weight in pregnant women?
Does an adaptive prenatal behavioral intervention regulate gestational weight gain and infant birth weight in pregnant women?
Dynamical systems modeling demonstrates the theoretical potential of adaptive behavioral interventions to manage gestational weight gain and optimize infant birth weight.
May inform adaptive prenatal interventions for weight management; simulation evidence leaves open need for prospective trials.
OBJECTIVES: We used dynamical systems modeling to describe how a prenatal behavioral intervention that adapts to the needs of each pregnant woman may help manage gestational weight gain and alter the obesogenic intrauterine environment to regulate infant birth weight. METHODS: This approach relies on integrating mechanistic energy balance, theory of planned behavior, and self-regulation models to describe how internal processes can be impacted by intervention dosages, and reinforce positive outcomes (e.g., healthy eating and physical activity) to moderate gestational weight gain and affect birth weight. RESULTS: A simulated hypothetical case study from MATLAB with Simulink showed how, in response to our adaptive intervention, self-regulation helps adjust perceived behavioral control. This, in turn, changes the woman's intention and behavior with respect to healthy eating and physical activity during pregnancy, affecting gestational weight gain and infant birth weight. CONCLUSIONS: This article demonstrates the potential for real-world applications of an adaptive intervention to manage gestational weight gain and moderate infant birth weight. This model could be expanded to examine the long-term sustainable impacts of an intervention that varies according to the participant's needs on maternal postpartum weight retention and child postnatal eating behavior.
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Savage et al. (2014) studied Gestational weight gain. Adaptive prenatal behavioral intervention was evaluated on Gestational weight gain and infant birth weight. A simulated dynamical systems model demonstrated that an adaptive prenatal behavioral intervention can adjust perceived behavioral control to moderate gestational weight gain and infant birth weight.
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