Table 2.
Summary of review interventions, comparators, outcomes, and conclusion regarding intervention effectiveness.
| Author (year) | mHealtha or eHealth intervention | Comparator or control | Key outcomes | Effectiveness of intervention |
| Cooper et al (2018) [21] | Wearable motion sensing technology interventions (accelerometer or pedometer) designed to increase PAb; duration range ≥6 weeks, ≤52 weeks |
Usual care or standard care, waitlist control, or other active comparator focused on enhancing PA (eg, educational or behavioral interventions) | Change in PA behavior (minutes walking per day, steps per day, proportion of participants at activity goal) | Statistically significant effect of using accelerometers (SMDc=0.43 [95% CI 0.19 to 0.68, I2=1.6%d]), but not pedometers (SMD=0.17 [95% CI −0.08 to 0.43, I2=37.7%]) for increasing PA levels |
| Jonkman et al (2018)e [22] | Computer, tablet, smartphone, or smartwatch technology to promote PA or reduce sedentary behavior; duration range ≥4 weeks, ≤6 months | Usual practice, waitlist control, or other active comparator (eg, pedometer, blinded activity tracking) |
Objective assessment of the amount of PA (eg, daily step counts, minutes spent on PA) | Positive short-term effect of increased PA (ie, right after administering the intervention), but lacking evidence for long-term effects |
| Larsen et al (2019) [23] | Any PAMf-based intervention (ie, accelerometer or pedometer) where the participants of the intervention group received any kind of feedback on their PA level measured by PAMs; duration range ≥4 weeks, ≤52 weeks | No feedback on PA level is given from the PAMs | PA (steps per day) as primary outcome; secondary outcomes included: MVPAg, sedentary time, physical capacity, HRQoLh |
Statistically significant effect on PA favoring the intervention (SMD=0.54 [95% CI 0.34 to 0.73, I2=79.2%]); statistically significant effect on MVPA favoring the intervention (SMD=0.34 [95% CI 0.15 to 0.52, I2 = 65.8%]); inconclusive results for effects on sedentary time; no effect on physical capacity, BMI, or HRQoL |
| Muellmann et al (2018) [24] | The main intervention component delivered via computer (ie, website, PDA, virtual advisor), phone, or text messaging; duration range ≥4 weeks, ≤24 months | Non-eHealth intervention (eg, paper-pencil intervention without eHealth component, face-to-face consultation such as prescription of PA by a physician, or exercise in groups or with a personal trainer) or no intervention | PA assessed using objective measures (eg, pedometer, accelerometer), subjective measures (eg, PA diary, questionnaires), or a combination of objective and subjective methods |
Overall, the 9 studies that used web-based interventions appear to have beneficial effects on increasing PA compared to various comparators (no intervention or paper-based interventions) in the short-term (1-6 months) with small effect sizes in the range of 0.20-0.31. |
| Yerrakalva et al (2019) [25] | mHealth app intervention delivered via smartphones or tablet computers; in 5 of 6 studies, the app synced with a wearable device (pedometers or wearable smart device); duration range ≥3 months, ≤6 months | Modified dose of intervention (modified volume of intervention or modified version of same app), different app, non-app intervention, or no intervention |
PA (active minutes per day; steps per day), physical fitness (maximal oxygen uptake, 6-minute timed walk, gait speed), and sedentary time (% sedentary time per day, sitting time per day) |
Interventions may be associated with increased PA (pooled mean difference 506 steps/day [95% CI −80 to 1092, I2=80.5%]), decreased sedentary time (SMD=−0.49 [95% CI −1.02 to 0.03, I2=0%]), and increased fitness (SMD=0.31 [95% CI −0.09 to 0.70, I2=0%]) in trials ≤3 months and with increased PA (753 steps/day) in trials ≥6 months. Results for all individual outcomes revealed trends in the same direction, but all results were inconclusive as the CIs included zero. |
amHealth: mobile health.
bPA: physical activity.
cSMD: standardized mean difference.
dMeasure of heterogeneity.
eExcluded from this overview based on AMSTAR assessment.
fPAM: physical activity monitor.
gMVPA: moderate-to-vigorous physical activity.
hHRQoL: health-related quality of life.