Dismantling a complex digital multiple health behavior intervention using a factorial design revealed that screening and feedback and skills and know-how components most consistently affected fruit and vegetable consumption, with synergistic effects when combined, while some components showed potential harm for certain outcomes.
Key Findings
Results
The skills and know-how component significantly increased fruit and vegetable consumption at both 2 and 4 months.
At 2 months: mean difference 0.19, compatibility interval (CoI) 0.06-0.33, probability of effect (POE) 99.8%
At 4 months: mean difference 0.14, CoI 0.01-0.28, POE 96.9%
This was among the most consistent findings across the trial
Results
The screening and feedback component increased fruit and vegetable consumption at both 2 and 4 months.
At 2 months: mean difference 0.11, CoI -0.02 to 0.24, POE 94.7%
At 4 months: mean difference 0.12, CoI -0.03 to 0.26, POE 94.4%
This was described as one of the most consistently observed effects in the trial
Results
The combination of screening and feedback with skills and know-how produced synergistic effects on fruit and vegetable consumption greater than either component alone.
At 2 months: combined mean difference 0.30, CoI 0.11-0.48, POE 99.9%
At 4 months: combined mean difference 0.26, CoI 0.05-0.46, POE 99.4%
The combined effect exceeded the sum suggested by individual component effects
Results
The motivation and mindfulness components, individually and in combination, increased moderate-to-vigorous physical activity (MVPA) at 2 months but not at 4 months.
Combined effect at 2 months: mean difference 78.0 minutes/week, CoI 28.3-128.2, POE 99.9%
The effect was not observed at 4 months, suggesting the benefit was not sustained
Both components were examined individually and in combination
Results
Combining screening and feedback with skills and know-how increased MVPA at 4 months.
Mean difference 60.1 minutes/week, CoI 3.6-116.5, POE 98.2% at 4 months
This combination effect on MVPA was observed at 4 months, unlike the motivation/mindfulness combination
Results
Screening and feedback reduced heavy episodic drinking at 2 months, with greater effects when combined with goal-setting and mindfulness.
Screening and feedback alone: incidence rate ratio 0.87, CoI 0.74-1.02, POE 95.2% at 2 months
The effect was greater when screening and feedback was combined with goal-setting and mindfulness components
This reduction was observed at 2 months
Results
There was evidence that the motivation component was associated with harm with respect to heavy episodic drinking.
The motivation component individually showed evidence of being harmful for heavy episodic drinking
This was described as an unexpected finding and noted alongside the finding that motivation increased MVPA
The paper describes this as 'some evidence' of harm
Results
Self-authored SMS text messages were associated with harm with respect to sugary drink consumption.
There was 'some evidence' that self-authored SMS text messages were harmful with respect to sugary drink consumption
This finding was noted as an unexpected adverse effect of one of the intervention components
The direction of effect was toward increased sugary drink consumption
Methods
The trial enrolled 1704 randomized students but experienced high attrition to follow-up.
1704 students were randomized using a double-blind factorial design with 6 two-level factors
Available data at 2 months: 1118 participants (65.61%)
Available data at 4 months: 874 participants (51.29%)
Sensitivity analyses were conducted using imputed missing data to address attrition
Participants were eligible if aged 18 or older with at least one unhealthy health behavior
Methods
The trial used a factorial design to estimate the effects of six distinct intervention components across multiple health behavior outcomes.
Six components evaluated: screening and feedback; goal-setting and planning; motivation; skills and know-how; mindfulness; and self-authored SMS text messages
Primary outcomes included weekly alcohol consumption, heavy episodic drinking frequency, daily fruit and vegetable consumption, weekly sugary drink consumption, weekly MVPA, and 4-week point prevalence of smoking
Both marginal (individual) and synergistic (pairwise combination) effects were estimated
Åsberg K, Lundgren O, Henriksson H, Henriksson P, Eldh A, Bendtsen P, et al.. (2026). Effectiveness of the Components of a Digital Multiple Health Behavior Intervention Among University Students (Buddy): Factorial Randomized Trial.. Journal of medical Internet research. https://doi.org/10.2196/88884