Ten articles that reported 12 trials of 11 interventions (1,656 participants, range 21 to 560) were included in the review. Seven studies were randomised controlled trials (RCTs), two were quasi-experimental controlled trials, two were historical cohort studies and one trial used a time-series design. None of the studies scored the maximum 6 points for quality. Only one trial clearly reported allocation concealment. Three studies reported an intention-to-treat analysis. Losses to follow-up ranged from zero to 39%.
Behavioural interventions were more effective in reducing gestational weight gain than control groups (WMD -1.19 kg, 95% CI -1.74 to -0.65; 12 trials). There was evidence of moderate heterogeneity and no evidence of publication bias for this analysis.
Results for weight gain were similar for RCTs and non-RCTs (WMD -1.22 kg, 95% CI -2.48 to 0.04 for RCTs and WMD -1.19 kg, 95% CI -1.79 to -0.58 for non-RCTs), but the authors reported that sample size discrepancies made the results for RCTs non-significant.
Results for other moderating effects (such as sample characteristics, intervention content and delivery, methodological characteristics and behaviour change techniques) were reported.