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Table 3 Results from multivariable meta-regression analysis exploring moderating effects of behaviour change techniques on physical activity outcomes

From: Behaviour change techniques in cardiovascular disease smartphone apps to improve physical activity and sedentary behaviour: Systematic review and meta-regression

Behaviour change techniques

Multivariable meta-regression

β

Intercept

90% CrI

Ï„ (90% CrI)

Intercept

 

0.36

−0.09 to 0.79

0.20 (0.02–0.48)

Monitoring of behaviour by others without feedback

0.02

 

−0.11 to 0.21

 

Feedback on behaviour

0.02

 

−0.15 to 0.25

 

Self-monitoring of outcome(s) of behaviour

−0.09

 

−0.48 to 0.07

 

Monitoring of outcome(s) of behaviour without feedback

−0.06

 

−0.44 to 0.09

 

Biofeedback

−0.07

 

−0.45 to 0.08

 

Feedback on outcome(s) of behaviour

0.01

 

−0.19 to 0.19

 

Goal setting (behaviour)

0.01

 

−0.15 to 0.19

 

Problem solving

0.01

 

−0.13 to 0.19

 

Goal setting (outcome)

−0.03

 

−0.25 to 0.11

 

Action planning

0.10

 

−0.05 to 0.50

 

Review behaviour goal(s)

0.01

 

−0.17 to 0.20

 

Discrepancy between current behaviour and goal

−0.05

 

−0.37 to 0.10

 

Graded tasks

0.02

 

−0.11 to 0.22

 

Social support (unspecified)

0.01

 

−0.12 to 0.17

 

Social support (emotional)

−0.01

 

−0.19 to 0.16

 

Credible source

−0.01

 

−0.19 to 0.17

 

Information about health consequences

−0.05

 

− 0.36 to 0.10

 

Prompts/cues

0.01

 

−0.14 to 0.17

 

Instruction on how to perform behaviour

−0.01

 

−0.16 to 0.15

 

Social reward

0.01

 

−0.16 to 0.16

 
  1. Abbreviations: β regression coefficient, CrI credible interval, τ the standard deviation of the between-study variation (heterogeneity)