| Literature DB >> 28373157 |
Tessa A Kouwenhoven-Pasmooij1,2,3, Suzan Jw Robroek2, Sui Wai Ling1, Joost van Rosmalen4, Elisabeth Fc van Rossum5,6, Alex Burdorf2, M G Myriam Hunink1,7,8.
Abstract
BACKGROUND: Addressing the obesity epidemic requires the development of effective interventions aimed at increasing physical activity (PA). eHealth interventions with the use of accelerometers and gaming elements, such as rewarding or social bonding, seem promising. These eHealth elements, blended with face-to-face contacts, have the potential to help people adopt and maintain a physically active lifestyle.Entities:
Keywords: blended care; body mass index; eHealth; engagement; fitness tracker; gamification; physical activity; social support
Year: 2017 PMID: 28373157 PMCID: PMC5394263 DOI: 10.2196/games.6421
Source DB: PubMed Journal: JMIR Serious Games Impact factor: 4.143
Figure 1Screenshot of the movement-game.
Figure 2Flow of participants. BMI: body mass index; OP: occupational health physician; PA: physical activity.
Baseline characteristics of participants (n=51).
| Characteristics | n (%) | Mean (SD) | |
| Men | 9 (18) | ||
| Women | 42 (82) | ||
| Age, years | 48.1 (9.2) | ||
| Low or medium | 14 (31) | ||
| High | 31 (69) | ||
| Insufficient physical activitya (n=42) | 31 (74) | ||
| Weight, kg | 96.3 (16.9) | ||
| Men | 124.3 (14.59) | ||
| Women | 109.7 (10.8) | ||
| 32.7 (5.1) | |||
| 25-30 | 15 (29) | 27.2 (0.9) | |
| ≥30 | 36 (71) | 35 (4.4) | |
| Hours/week | 30.8 (7.1) | ||
| Shift workb | 10 (20) | ||
aDefined as no adherence to the Dutch guideline at baseline.
bEvening or night shifts.
Figure 3Box plot showing moderate to vigorous physical activity in minutes per day in all 5 continents of the game. The dashed line marks physical activity (PA; metabolic equivalent task or MET≥3) for 30 minutes at least 5 times a week (=150 minutes per week, which is on average 21.4 minutes per day). The top and bottom borders of the box mark the 75th and 25th percentiles; the horizontal line in the middle indicates the median. The whiskers mark the lowest and highest scores.
Association between baseline characteristics and program usage and physical activity (n=51): univariable linear regression analyses.
| Characteristics | Moderate to vigorous physical activitya | ||
| Β (95% CI) | |||
| Women | Reference | ||
| Men | 0.38 (−0.35 to 1.10) | .30 | |
| Age, years | 0.01 (−0.03 to 0.04) | .76 | |
| Low or medium | Reference | ||
| High | 0.44 (−0.20 to 1.08) | .18 | |
| Body mass index, kg/m2 | −0.02 (−0.07 to 0.04) | .53 | |
| Waist circumference, cm | 0.10 (−0.01 to 0.03) | .36 | |
| Work, hours/week | −0.02 (−0.07 to 0.02) | .26 | |
| Yes | Reference | ||
| No | 0.23 (−0.50 to 0.96) | .53 | |
| eHealth team (1-8) | |||
| Team 1 | 2.06 (1.43 to 2.70) | <.001 | |
| Team 2 | 2.04 (1.37 to 2.72) | <.001 | |
| Team 3 | 2.06 (1.46 to 2.66) | <.001 | |
| Team 4 | 1.72 (1.14 to 2.29) | <.001 | |
| Team 5 | 1.01 (0.43 to 1.59) | .001 | |
| Team 6 | 0.09 (−0.48 to 0.67) | .75 | |
| Team 7 | 0.45 (−0.13 to 1.02) | .13 | |
| Team 8 | Reference | ||
| Compliance: accelerometer wearc | 0.02 (0.00 to 0.04) | .04 | |
| Engagement | |||
| ≤3 times target reached | Reference | ||
| 4 or 5 times target reached | 1.03 (0.52 to 1.53) | <.001 | |
| Number of log-ins | −0.00 (−0.01 to 0.01) | .74 | |
| Number of messages | 0.01 (0.00 to 0.02) | .04 | |
aLog-transformed average moderate to vigorous physical activity (metabolic equivalent task or MET>3), in MET hours.
bStatistical significance was defined as P<.05.
cPercentage of days with >10 hours of physical activity registration.
Figure 4Attrition curve: program usage in the continents of the movement game. Compliance (accelerometer wear) is expressed as the average number of days with at least 10 hours of physical activity registration at >1 MET (metabolic equivalent task). Engagement (target reached) is expressed as physical activity registered by the accelerometer divided by the individual target level of physical activity within a certain continent. Log-ins to the program are expressed as the number of online log-ins within a certain continent divided by the number of online log-ins during the entire game. Messages posted are expressed as the number of messages posted on the Web-based forum within a certain continent divided by the number of messages posted during the entire game.
Multivariable association between baseline characteristics and program usage and physical activity (n=51): separate models using linear mixed models.
| Characteristics of program usage: models | Moderate to vigorous physical activitya | ||||
| Sources of variance, SDb (95% CI) | Β (95% CI) | ||||
| Model: description | Independent | Categories | Between eHealth teams | Between participants | |
| Model 1: raw | N/Ac | 0.98 (0.80 to 1.19) | N/A | ||
| Model 2: baseline characteristics | N/A | 0.99 (0.81 to 1.22) | |||
| Age | 0.01 (−0.03 to 0.04) | ||||
| Sex | Women | Reference | |||
| Men | 0.43 (−0.33 to 1.19) | ||||
| BMId at baseline | −0.02 (−0.08 to 0.04) | ||||
| Model 3: model 2 | 0.88 (0.51 to 1.55) | 0.54 (0.43 to 0.67) | |||
| Model 4: model 3 | 0.86 (0.49 to 1.52) | 0.55 (0.44 to 0.69) | |||
| Compliancee | <85% | Reference | |||
| 85%-95% | 0.15 (−0.34 to 0.65) | ||||
| ≥95% | 0.17 (−0.31 to 0.64) | ||||
| Model 5: model 3 | 0.83 (0.46 to 1.50) | 0.54 (0.43 to 0.68) | |||
| Engagementf | ≤3 | Reference | |||
| 4 or 5 | 0.19 (−0.25 to 0.64) | ||||
| Model 6: model 3 | 0.82 (0.45 to 1.48) | 0.56 (0.44 to 0.70) | |||
| Compliance | <85% | Reference | |||
| 85%-95% | 0.17 (−0.34 to 0.67) | ||||
| ≥95% | 0.06 (−0.50 to 0.62) | ||||
| Engagement | ≤3 | Reference | |||
| 4 or 5 | 0.17 (−0.32 to 0.66) | ||||
aLog-transformed average moderate to vigorous physical activity (metabolic equivalent task or MET>3), in MET hours.
bSD is the standard deviation of the random effect between teams or between participants.
cN/A: not applicable.
dBMI: body mass index.
eCompliance is expressed as percentage of days with >10 hours of physical activity registration (accelerometer wear).
fEngagement is expressed as the number of times at least 100% of the target was reached (1-5).
Figure 5Reduction in weight and waist circumference of eHealth program participants, at 23 weeks versus baseline, in categories. BMI: body mass index.
Determinants of reductions in body mass index, at 10 and 23 weeks versus baseline, combined in models using linear mixed models.
| Characteristics of program usage: models | ∆ BMIa,b, kg/m2 | |||||
| Sources of variance, SD (95% CI) | Β (95% CI) | |||||
| Model: description | Independent | Categories | Between teams | Between participants | ||
| Model 1: raw | N/Ac | 1.38 (0.97 to 1.96) | N/A | |||
| Model 2: baseline characteristics | N/A | N/A | ||||
| Age | −0.001 (−0.06 to 0.06) | |||||
| Sex | Women | Reference | ||||
| Men | −0.28 (−1.61 to 1.04) | |||||
| BMI at baseline | 0.11 (0.01 to 0.21)h | |||||
| Model 3: model 2 | 0.53 (0.10 to 2.73) | 1.36 (0.95 to 1.94) | ||||
| Model 4: model 3 | 0.39 (0.001 to 0.59) | 1.08 (0.65 to 1.78) | ||||
| Complianced | <85% | Reference | ||||
| 85%-95% | -0.14 (-1.41 to 1.13) | |||||
| ≥95% | 0.60 (-0.57 to 1.77) | |||||
| Model 5: model 3 | 0.43 (0.001 to 0.60) | 1.26 (0.86 to 1.84) | ||||
| Engagemente | ≤3 | Reference | ||||
| 4 or 5 | 1.23 (0.17 to 2.29) | |||||
| Model 6: model 3 + MVPAf | 0.44 (0.001 to 0.60) | 1.06 (0.65 to 1.74) | ||||
| MVPA | 0.16 (−0.39 to 0.70) | |||||
| Model 7: model 3 | 0.50 (−0.00 to 0.64) | 1.04 (0.62 to 1.75) | ||||
| Compliance | <85% | Reference | ||||
| 85%-95% | −0.09 (−1.37 to 1.19) | |||||
| ≥95% | 0.13 (−1.22 to 1.47) | |||||
| Engagement | ≤3 | Reference | ||||
| 4 or 5 | 1.01 (−0.13 to 2.15) | |||||
| MVPA | −0.05 (−0.64 to 0.55) | |||||
| Time | 0-10 weeks | Reference | ||||
| 0-23 weeks | 0.99 (0.35 to 1.62)g | |||||
aBMI: body mass index.
b∆ of outcome = reduction in outcome calculated by measurement at baseline minus measurement at follow-up.
cN/A: not applicable.
dCompliance is expressed as percentage of days with >10 hours of physical activity registration (accelerometer wear).
eEngagement is expressed as the number of times at least 100% of the target was reached (1-5).
fMVPA: moderate to vigorous physical activity.
gStatistically significant at P<.05.