Posting behaviour patterns in an online smoking cessation social network: Implications for intervention design and development

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Abstract

Objectives: Online Cessation Support Networks (OCSNs) are associated with increased quit success rates, but few studies have examined their use over time. We identified usage patterns in New Zealand's largest OCSN over two years and explored implications for OCSN intervention design and evaluation.Methods: We analysed metadata relating to 133,096 OCSN interactions during 2011 and 2012. Metrics covered aggregate network activity, user posting activity and longevity, and between-user commenting. Binary logistic regression models were estimated to investigate the feasibility of predicting low user engagement using early interaction data.Results: Repeating periodic peaks and troughs in aggregate activity related not only to seasonality (e.g., New Year), but also to day of the week. Out of 2,062 unique users, 69 Highly Engaged Users (180+ interactions each) contributed 69% of all OCSN interactions in 2012 compared to 1.3% contributed by 864 Minimally Engaged Users (

Figures

  • Figure 1. Cumulative distribution of user activity.
  • Table 1. Network user and posting metrics.
  • Figure 2. Patterns in aggregate first-time posting behaviour by month. Note: Error bars represent Poisson 95% confidence intervals for counts of first-time posts in each month. doi:10.1371/journal.pone.0106603.g002
  • Figure 3. Mean items posted per week day, adjusted for weekly variation. Note: Error bars represent 95% confidence intervals for estimated mean number of posts. doi:10.1371/journal.pone.0106603.g003
  • Figure 4. Comments per blog post.
  • Table 2. Top 20 Highly Engaged Users in the cessation network during 2012.

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APA

Healey, B., Hoek, J., & Edwards, R. (2014). Posting behaviour patterns in an online smoking cessation social network: Implications for intervention design and development. PLoS ONE, 9(9). https://doi.org/10.1371/journal.pone.0106603

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