| Literature DB >> 35860616 |
Yixin Zhou1,2, Jonathan J H Zhu2.
Abstract
Online health-specific goal challenge groups gather people with the same health concerns and provide an environment to keep on track, exchange experiences, and compete for achievements. We examine how group health status composition influences social contact, and how both group health status composition and social contact affect individual health achievement. Using longitudinal data from 2479 online health challenge group users and their corresponding group information, we found that (a) compared with individual health status, group conditions (average weight status and member affiliation) are more strongly connected with social contact; (b) different mechanisms affect whether people participate in social contact and increase their participation, and weight loss; and (c) average group condition influences individuals' weight loss through social contact. We emphasize the effect of group composition and the social contact process in health enhancement.Entities:
Keywords: Goal-attaining groups; health communication; social contact; social influence; weight management
Year: 2022 PMID: 35860616 PMCID: PMC9290157 DOI: 10.1177/20552076221112838
Source DB: PubMed Journal: Digit Health ISSN: 2055-2076
Figure 1.Conceptual mediation model.
Figure 2.Data cleaning process.
Descriptive statistics.
| Variables | Mean/Percentage | SD | Min | Max |
|---|---|---|---|---|
| Time 0 | ||||
| # Past participation | 29.68 | 22.11 | 1 | 80 |
| Membership length (Days) | 223.77 | 311.48 | 0 | 2190 |
| Target difficulty (%) | 0.17 | 0.09 | 0 | 0.56 |
| Time 1 | ||||
| User affiliation (%) | ||||
| Unassigned member | 65.06 | |||
| Subgroup member | 31.3 | |||
| Subgroup leader | 1.0 | |||
| Group manager | 2.6 | |||
| I_BMI Time 1 (kg/m2) | 23.16 | 3.37 | 15.24 | 37.46 |
| Group % Above 24 (%) | 0.40 | 0.49 | 0 | 1 |
| Group % Below 18.5 (%) | 0.03 | 0.18 | 0 | 1 |
| Group Diversity (kg/m2) | 2.74 | 0.71 | 0.12 | 7.62 |
| Group Elevation (kg/m2) | 22.85 | 1.71 | 15.39 | 29.52 |
| Time 1–2 | ||||
| # Out replies | 1.65 | 6.42 | 0 | 132 |
| # In replies | 1.95 | 13.23 | 0 | 428 |
| # Group participation | 67.63 | 52.88 | 1 | 341 |
| Time 2 | ||||
| I_BMI Time 2 (kg/m2) | 22.69 | 3.20 | 14 | 36.8 |
| Weight Change (kg/m2) | −0.02 | 0.03 | −0.13 | 0.15 |
| Place of Report (%) | ||||
| Reported in a group | 22.4 | |||
| Reported on the self-profile page | 77.6 |
Influence of individual-group fit on support-related behavior using zero hurdle modeling.
| Independent variables | # Out replies | # In replies | ||
|---|---|---|---|---|
| Zero hurdlea | Counta | Zero hurdlea | Counta | |
| (Intercept) | 0.643** | 0.000 | 0.330*** | 0.000 |
| # Past participation | 0.951 | 1.182 | 0.921* | 1.082 |
| Membership lengthb | 0.920** | 1.314*** | 0.968 | 1.336* |
| User affiliation | 1.472*** | 1.984*** | 1.554*** | 2.095*** |
| Target difficulty | 0.621 | 14.822* | 1.011 | 47.630* |
| I_BMI Time 1 | 1.000 | 1.001 | 1.012 | 0.919 |
| Group % Above 24 | 0.262*** | 0.090 | 0.308** | 0.279 |
| Group % Below 18.5 | 0.545 | 0.000*** | 0.198* | 0.001* |
| Group Diversity | 0.969 | 0.928 | 1.024 | 0.987 |
| Group Elevation | 1.225*** | 1.223 | 1.173* | 0.973 |
| Group Elevation × I_BMI | 0.995 | 1.009 | 0.989* | 1.014 |
| Group participation | 1.008 | 0.846 | 1.007 | 1.272 |
| Observations | 2479 | 2479 | ||
| Log Likelihood | −3141.605 | −2230 | ||
| Akaike Information Criteria | 6333.21 | 4462.69 | ||
|
| 0.776 | 0.871 | ||
*p < 0.1; **p < 0.05; ***p < 0.01.
Exponentiated coefficients.
Log transformation.
Hieratical linear analysis results.
| Independent variables | Dependent variable | ||
|---|---|---|---|
| # Out repliesc | Weight Change (Model 1) | Weight Change (Model 2) | |
| (Intercept) | −0.594** | −1.035*** | −0.983*** |
| # Past participation | −0.044 | −0.106* | −0.106* |
| Membership lengthb | −0.118*** | 0.178*** | 0.171*** |
| User affiliation | 0.466*** | −0.006 | 0.007 |
| Target difficulty | −0.744 | −0.705 | −0.747 |
| I_BMI Time 1 | −0.005 | −0.152*** | −0.153*** |
| Group % Above 24 | −1.609** | 0.176 | 0.121 |
| Group % Below 18.5 | 0.218 | −2.602** | −2.571** |
| Group Diversity | −0.090 | 0.059 | 0.053 |
| Group Elevation | 0.276*** | −0.163** | −0.152* |
| Group Elevation × I_BMI | −0.005 | 0.019*** | 0.019*** |
| Group participation | −0.052 | 0.061 | 0.061 |
| Place of Report | −0.391*** | −0.370*** | |
| # In repliesc | 0.104 | 0.244* | |
| # Out repliesc | −0.232** | ||
| Observations | 2479 | ||
| Log Likelihood | −1361.27 | −4819.477 | −4817.60 |
| Akaike Inf. Crit. | 2748.54 | 9670.96 | 9669.19 |
| conditional | 0.292 | 0.166 | 0.169 |
Log transformation.
Binary coding, probit regression is applied.
Mediation test of group elevation on weight change mediated by out replies.
| Variables | Estimate | 95% CI |
|---|---|---|
| Average causal mediation effect | −0.02** | (−0.04, 0.00) |
| Average direct effect | −0.15* | (−0.31, 0.00) |
| Total effect | −0.17* | (−0.33, −0.02) |
| Prop. mediated | 0.11* | (0.01, 0.66) |