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Table 5 Summary of structural model analysis

From: The exploration of continuous learning intention in STEAM education through attitude, motivation, and cognitive load

 

Path coefficients

|t|

p-value

Outcome

R2

f2

q2

95%

CILL

95%

CIUL

H1:USA B → ATTITUDE

0.41

2.45

0.014

Supported

0.75

0.15

2.37

0.04

0.69

H2:ATTITUDE → INTENTION

0.34

3.54

0.000

Supported

0.74

0.14

2.30

0.15

0.53

H3:USA B → INTENTION

0.55

5.92

0.000

Supported

0.74

0.35

1.47

0.36

0.72

H4:Cognitive Theory → USAB

− 0.32

3.27

0.001

Supported

0.10

0.11

− 0.01

− 0.50

− 0.12

H5:ARCS → ATTITUDE

0.48

3.09

0.002

Supported

0.75

0.20

2.15

0.21

0.84

  1. Model fit: SRMR = 0.069, RMS_theta = 0.16
  2. ARCS ARCS theory, USA B perceived usability, CILL confidence interval lower limit, CIUL confidence interval upper limit