Data for: "The effectiveness of mobile app-based interventions in facilitating behaviour change towards healthier and more sustainable diets: a systematic review and meta-analysis" – Data Codebook

Persistent identifier

10.17037/DATA.00004496

Description

Data collated as part of a meta-analysis to investigate effectiveness of mobile app-based interventions in facilitating behaviour change towards healthier and more sustainable diets. It contains variables on study details, sample characteristics, as well as baseline and post-intervention values of food consumption.

Data collection method

The data were acquired from previously published interventional studies. We systematically searched academic databases and grey literature and included 21 studies in the systematic review. Data extraction forms were set up on Covidence and MS Excel and data extraction was conducted by two researchers.

Data Codebook

The following variables are contained within the App intervention dataset.

Variable Name Variable Label Answer Label Answer Code Variable Type
Author_year Publication first author and year of publication.     String
Specific_app The specificity of the apps - Specific or General.     Numeric
    Solely targeted the measured food group Specific  
    Targeted other food groups General  
Dietary_measure_cat The dietary measurement method used.     Numeric
    24h recall or food frequency questionnaire 0  
    Single question or not reported 1  
PPT_type Participant type risk factor recruitment.     String
    No risk factor - the participants were not recruited based on a risk factor for health 0  
    Risk factor - the participants were recruited based on a known risk factor for health 1  
Dietary_guidelines Dietary guidelines.     String
    Met Met  
    Not met Not met  
Baseline_intake The number of portions of that food group that were reported at baseline.     Numeric
Transparency_score A variable created to reflect reporting transparency and study quality taking items from three previous checklists. Scores ranged from Single question or not reported-26 for RCTs and Single question or not reported-23 for non-RCTs, given the additional three items relating to blinding for RCTs. Higher scores indicated higher quality. Percentage of fulfilled criteria was obtained by dividing scores by the maximum score and multiplying by 100.     Numeric
Int_duration The intervention duration in weeks.     Numeric
FU Time in weeks from baseline of the final follow-up measurement.     Numeric
Age Average age of the study sample.     Numeric
Sex Percentage of female participants in the study sample.     Numeric
Education_level Study participants education level or number of years in education (% bachelor degree or above, number of years).     String
    NR No response  
Ethnicity Percentage of study participants of white ethnicity.     Numeric
    NR No response  
S_S Did the intervention include the Behaviour Change Technique "Social Support"?     Numeric
    No social support 0  
    Social support 1  
S_K Did the intervention include the Behaviour Change Technique "Shaping Knowledge"?     Numeric
    No shaping knowledge 0  
    Shaping knowledge 1  
N_C Did the intervention include the Behaviour Change Technique "Natural Consequences"?     Numeric
    No natural consequences 0  
    Natural consequences 1  
C_B Dod the intervention include the Behaviour Change Technique "Comparison of Behaviour"?     Numeric
    No comparison of behaviour 0  
    Comparison of behaviour 1  
Info Did the intervention include the delivery technique "Information Delivery"?     Numeric
    No information delivery 0  
    Information Delivery 1  
Messag Did the intervention included the delivery technique "Messaging"?     Numeric
    No messaging 0  
    Messaging 1  
Media Did the intervention include the delivery technique "Media"?     Numeric
    No media 0  
    Media 1  
Personal Did the intervention include the delivery technique "Personalisation"?     Numeric
    No personalisation 0  
    Personalisation 1  
Within_between Comparison method used     Numeric
    Between participants (intervention-control) 0  
    Within participants (before-after) 1  
Outcome_category_6 The outcome categories of food intake     String
    Fruit and vegetables Fruit and vegetables  
    Legumes Legumes  
    Dairy Dairy  
    Meat Meat  
Mean_base_con Mean baseline value for the control in pure form.     Numeric
mean.c Mean baseline value for the control in the standard portion/day form.     Numeric
SD_base_con Standard deviation for the mean baseline value for the control in pure form.     Numeric
sd.c Standard deviation for the mean baseline value for the control in the standard form.     Numeric
SE_base_con Standard error for the mean baseline value for the control in pure form.     Numeric
se.c Standard error for the mean baseline value for the control in the standard form.     Numeric
n.c Sample size for the control.     Numeric
Mean_exp Mean baseline value for the intervention group in pure form.     Numeric
mean.e Mean baseline value for the intervention group in the standard portion/day form.     Numeric
SD_exp Standard deviation for the mean baseline value for the intervention group in pure form.     Numeric
sd.e Standard deviation for the mean baseline value for the intervention group in the standard form.     Numeric
SE_exp Standard error for the mean baseline value for the intervention group in pure form.     Numeric
se.e Standard error for the mean baseline value for the intervention group in the standard form.     Numeric
n.e Sample size for the intervention group.     Numeric
Recruited.c Sample size recruited in the control group.     Numeric
Recruited.e Sample size recruited in the intervention group.     Numeric
Recruited.t Sample size recruited in total.     Numeric
FU.c Sample size analysed at follow-up in the control group.     Numeric
FU.e Sample size analysed at follow-up in the experimental group.     Numeric
FU.t Sample size analysed at follow-up in total.     Numeric
Retention Retention rate (% of participants analysed at follow-up out of the recruited sample).     Numeric
Ab_diff Absolute difference between the intervention and control groups.     Numeric
LL Lower limit of the absolute difference.     Numeric
UL Upper limit of the absolute difference.     Numeric
sei Standard error of the absolute difference.     Numeric