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. 2024 Feb 15;15:1287082. doi: 10.3389/fpsyg.2024.1287082

Table 4.

Effect sizes for all coded variables.

Moderator variables n Effect size p Mixed-effects model
95%CI Qw Qb PHeterogeneity
SMD Lower Upper
Creativity predictor 5.72 0.057
Fluency 28 0.55 0.000 0.26 0.84 3672.57
Flexibility 19 0.43 0.000 0.26 0.61 2170.93
Originality 30 0.77 0.000 0.55 0.99 2180.58
Instructional method 0.62 0.432
Collaborative creative problem-solving (CCPS) 53 0.65 0.000 0.51 0.80 4912.60
Individual creative problem-solving (ICPS) 24 0.51 0.003 0.18 0.84 2509.28
Grouping method 10.87 0.028
Heterogeneous grouping (HeG) 4 1.69 0.000 0.89 2.48 285.32
Homogeneous grouping (HoG) 6 0.26 0.134 −0.08 0.60 190.50
Random grouping (RG) 19 0.56 0.000 0.37 0.75 3079.22
Students grouping (SG) 9 0.52 0.000 0.26 0.78 153.32
Grade level 22.92 0.000
Elementary school (E) 11 1.20 0.000 0.70 1.70 567.24
Middle school (M) 8 0.31 0.068 −0.02 0.65 629.38
Higher education (H) 18 0.23 0.016 0.04 0.42 782.35
University (U) 31 0.55 0.000 0.38 0.73 4172.38
Other (O) 9 1.06 0.000 0.62 1.50 519.81
Problem-solving scaffolding 0.00 0.969
No 33 0.61 0.000 0.41 0.81 4215.69
Yes 44 0.61 0.000 0.41 0.82 4087.80
Application of technology 0.46 0.498
No 51 0.65 0.000 0.47 0.82 6747.24
Yes 26 0.54 0.000 0.28 0.80 2710.55
Sources of problem 17.14 0.000
Instructed by guided materials (I) 13 0.24 0.001 0.05 0.44 829.37
Student-discovered questions (S) 15 0.70 0.000 0.60 0.80 152.23
Teacher-prescribed questions (T) 49 0.68 0.000 0.47 0.90 7517.55
Application of thinking tools 3.70 0.054
No 24 0.43 0.000 0.25 0.62 2082.23
Yes 53 0.69 0.000 0.50 0.88 7523.76