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. 2023 Apr 3:1–16. Online ahead of print. doi: 10.1038/s41366-023-01304-6

Table 2.

Subgroup analyses of social media-based intervention on weight (kg) in 20 randomised controlled trials with 21 arms.

Characteristics Subgroups No. of arm Sample size g 95% CI Z-value P-value I2 Subgroup differences (Q-value), P-value
lower Upper
Geographical regions Non-United States 5 348 −0.52 −0.82 −0.21 −3.27 0.001** 47.25%

Q = 3.211

P = 0.073

United States 16 1772 −0.20 −0.35 −0.06 −2.67 0.007** 46.89%
Participants’ gender Female only 6 171 −0.41 −0.76 −0.06 −2.32 0.020* 22.37%

Q = 2.927

P = 0.231

Male only 1 50 −0.71 −1.27 −0.14 −2.45 0.014* NA
Mixed 15 1899 −0.24 −0.40 −0.08 −2.93 0.003** 60.30%
Theoretical basis No 7 902 −0.26 −0.54 −0.02 −1.82 0.07 67.0%

Q = 0.098

P = 0.755

Yes 14 1218 −0.31 −0.48 −0.14 −3.50 <0.001*** 48.30%
Protocol or register No 3 228 −0.80 −1.17 −0.44 −4.294 <0.001*** 36.25%

Q = 10.223

P = 0.001**

Yes 18 1892 −0.17 −0.29 −0.05 −2.822 0.005** 29.46

Use of ITT or

M DM

No 4 251 −0.58 −1.19 0.02 −1.890 0.059 79.23%

Q = 1.527

P = 0.217

Yes 17 1869 −0.20 −0.32 −0.07 −3.154 0.002** 29.74%
Type of social media platform Existing social network 1 27 0.09 −0.64 0.82 0.24 0.81 NA

Q = 7.286

P = 0.200

Facebook 9 1071 −0.40 −0.67 −0.14 −2.95 <0.001*** 71.82%
Facebook + Instagram 1 57 −0.51 −1.03 0.01 −1.92 0.05 NA
Facebook + Youth 1 50 −0.70 −1.27 −0.14 −2.45 0.01* NA
Purpose-designed online social networks 8 819 −0.18 −0.37 0.02 −1.79 0.07 33.62%
Twitter 1 96 −0.03 −0.43 0.37 −0.15 0.88 NA

CI Confidence interval, g Hedges’s g (effect size), ITT Intention-to-treat, MDM Missing data management, NA Non-applicable, protocol published trial’s protocol, Q Cohan Q, register registration in clinical trials, Z Z statistics.

***P < 0.001; **P < 0.01; *P < 0.05.