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Table 3 Predicting behaviour by psychological theory: negative binomial regression analyses

From: Applying psychological theories to evidence-based clinical practice: identifying factors predictive of lumbar spine x-ray for low back pain in UK primary care practice

Theory

Predictive Constructs

IRR Individual and p-value

IRR model

Theory of Planned

Intention

1.285

0.008

1.097

 

Behaviour

PBC direct

1.023

0.823

1.175

 
 

PBC power

1.427

< 0.001

1.444**

R2 = 0.004

Social Cognitive Theory

Risk perception

1.444

< 0.001

1.392**

 
 

Outcome expectancies

1.019

0.080

1.001

 
 

Self efficacy

1.363

0.019

1.110

 
 

Generalised self efficacy

0.855

0.564

0.823

R2 = 0.002

Implementation Intention

 

1. 111

0.138

1.111

R2 = 0.000

Operant Learning Theory

Anticipated consequences

1.449

< 0.001

1.413**

 
 

Evidence of habitual behaviour

1.089

0.179

1.017

R2 = 0.004

Common Sense

Identity of condition

0.864

0.278

0.867

 

Self-regulation

Timeline acute

1.08

0.957

1.026

 

Model

Timeline cyclical

1.187

0.196

1.273

 
 

Control - by treatment

1.105

0.970

1.170

 
 

Control - by patient

0.869

0.142

0.725*

 
 

Control - by doctor

0.936

0.524

1.064

 
 

Cause - stress

1.191

0.370

0.519

 
 

Cause - family problems

1.345

0.130

2.526

 
 

Cause - poor prior medical care

1.403

0.134

1.70*

 
 

Cause - patient's own behaviour

0.897

0.581

0.592*

 
 

Cause - ageing

1.609

0.028

1.671*

 
 

Cause - bad luck

0.712

0.080

0.759

 
 

Cause - overwork

0.878

0.502

0.969

 
 

Consequence

1.006

0.902

1.060

 
 

Emotional Response

0.962

0.699

1.005

 
 

Coherence

1.231

0.046

1.171

R2 = 0.000

Precaution Adoption Process

 

0.871

0.599

0.871

R2 = 0.000

Knowledge

 

0.859

0.104

0.859

R2 = 0.000

  1. *p ≤ 0.05; ** p ≤ 0.01; ***p ≤ 0.001.
  2. Alpha = Cronbach's; IRR Individual = incidence rate ratio from a regression model with the single construct independent variable IRR Model = incidence rate ratio from the theoretical model with all constructs included as independent variables. R2 is MacFadden's adjusted R2.