Obesity

Mixed-effects location scale modeling of stress and contextual factors on overeating: a real-world observational study

Int J Obes (Lond)Published Secondary analysis of the SenseWhy observational study

Authors' conclusion

Conventional strategies for managing stress-related overeating fall short. Effectively addressing overeating requires an understanding of both psychological and contextual factors.

Study context

Population
Adults with obesity (BMI ≥ 30 kg/m²)2,004 meals logged
Participants
47 adults
Primary endpoint
Caloric intake per meal and its association with stress and psychological, environmental and social factors
Follow-up
14 days
Methodological details14-day free-living, technology-supported, Ecological Momentary Assessments (EMA), two-level mixed-effects location scale model, Meal verification by study devices; daily food recalls by dietitians
  • 14-day free-living
  • Technology-supported
  • Ecological Momentary Assessments (EMA)
  • Two-level mixed-effects location scale model
  • Meal verification by study devices; daily food recalls by dietitians

Primary result

As reported in the abstract

Factors associated with caloric intake per meal
Between-subject factors significantly associated with caloric intake (e.g., stress, perception of overeating, restaurant food, later meals, pleasure-seeking meal)
6
Within-subject factors significantly associated with caloric intake (e.g., biological hunger, perceived overeating, uncontrolled eating, social eating, restaurant food, snacks)
10
More stressed participants, on average, consumed more calories
0.74; p = 0.002
High consistency between individuals (stress)
−0.7; p = 0.048
When stressed and not at home, participants consumed less calories
−0.62; p = 0.0043

Original publication

Mixed-effects location scale modeling of stress and contextual factors on overeating: a real-world observational study. Int J Obes (Lond). Published 20 January 2026. doi:10.1038/s41366-025-01987-z

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