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. 2021 Dec 4;21:2208. doi: 10.1186/s12889-021-11982-4

Table 4.

Description of multivariable models

Target behaviours Smoking Insufficient physical activity Non-adherence to Mediterranean dietary pattern Any of the three behaviours* Two or three behaviours*
OR (95% CI) P value OR (95% CI) P value OR (95% CI) P value OR (95% CI) P value OR (95% CI) P value
Outcomes
 Positive change in two or three behaviours 1.70 (1.09 to 2.63) 0.018
 Positive change in any behaviour 1.48 (1.05 to 2.10) 0.027
 Positive change in smoking behaviour 1.30 (0.89 to 2.03) 0.165
 Positive change in physical activity behaviour 1.07 (0.74 to 1.54) 0.737
 Positive change in diet behaviour 1.87 (1.30 to 2.68) 0.001
Variables at cluster level
 Average age of healthcare professionals 0.99 (0.96 to 1.03) 0.727 1.01 (0.98 to 1.05) 0.545 0.99 (0.96 to 1.02) 0.452 1.00 (0.96 to 1.03) 0.788 1.00 (0.96 to 1.04) 0.833
 Average time (years) working in the same PHC centre 0.96 (0.92 to 1.02) 0.189 0.99 (0.94 to 1.05) 0.842 0.97 (0.93 to 1.02) 0.313 0.98 (0.93 to 1.03) 0.355 0.96 (0.90 to 1.02) 0.158
 Training centre for PHC professionals (yes vs. no) 1.29 (0.82 to 2.03) 0.264 0.56 (0.37 to 0.86) 0.008 1.62 (1.08 to 2.43) 0.019 0.97 (0.65 to 1.44) 0.867 1.03 (0.63 to 1.67) 0.909
Variables at participant level
 Age (years) 1.00 (0.97 to 1.03) 0.988 0.99 (0.98 to 1.01) 0.401 1.00 (0.99 to 1.02) 0.750 1.00 (0.99 to 1.02) 0.873 0.99 (0.97 to 1.02) 0.616
 Female vs. male 0.88 (0.61 to 1.26) 0.480 1.01 (0.83 to 1.23) 0.945 1.16 (0.95 to 1.42) 0.153 1.05 (0.88 to 1.26) 0.563 1.02 (0.77 to 1.36) 0.892
Stage of change
-  Precontemplation 1.00 1.00 1.00 1.08 (0.87 to 1.34) 0.472 0.93 (0.64 to 1.34) 0.693
- Contemplation 1.09 (0.68 to 1.75) 0.723 1.19 (0.90 to 1.59) 0.229 1.21 (0.86 to 1.71) 0.282 1.16 (0.94 to 1.42) 0.168 1.29 (0.92 to 1.81) 0.137
- Preparation 1.57 (0.97 to 2.53) 0.065 1.26 (0.93 to 1.70) 0.134 1.13 (0.81 to 1.57) 0.487 1.30 (1.06 to 1.60) 0.013 1.19 (0.86 to 1.65) 0.285
- Action, maintenance or termination 2.53 (1.19 to 5.38) 0.016 0.81 (0.58 to 1.14) 0.235 1.02 (0.74 to 1.41) 0.906 1.07 (0.80 to 1.43) 0.639 0.90 (0.59 to 1.39) 0.638
Co-occurrence of unhealthy behaviours
- Non-adherence to Mediterranean dietary pattern & insufficient physical activity & smoking 1.00 1.00 1.00 1.00 1.00
- Non-adherence to Mediterranean dietary pattern & insufficient physical activity 1.08 (0.85 to 1.37) 0.543 1.28 (1.00 to 1.64) 0.049 0.82 (0.62 to 1.09) 0.181 0.61 (0.38 to 0.98) 0.040
- Non-adherence to Mediterranean dietary pattern & smoking 1.01 (0.65 to 1.56) 0.962 1.33 (0.90 to 1.94) 0.150 0.82 (0.57 to 1.18) 0.292 0.86 (0.49 to 1.49) 0.582
- Smoking & insufficient physical activity 0.97 (0.60 to 1.57) 0.902 1.02 (0.67 to 1.57) 0.912 1.01 (0.69 to 1.49) 0.946 0.89 (0.50 to 1.61) 0.709
Education level
- Secondary or higher education 1.00 1.00 1.00 1.00 1.00
- Primary or lower education 0.98 (0.68 to 1.41) 0.905 1.12 (0.89 to 1.39) 0.339 0.91 (0.73 to 1.13) 0.390 1.00 (0.82 to 1.20) 0.967 1.02 (0.74 to 1.39) 0.924
 Employment situation
- Employed 1.00 1.00 1.00 1.00
- Unemployed 0.53 (0.25 to 1.13) 0.098 1.00 (0.71 to 1.41) 0.981 0.88 (0.60 to 1.30) 0.533 0.85 (0.63 to 1.16) 0.304 0.69 (0.39 to 1.23) 0.210
- Other situations 1.02 (0.68 to 1.54) 0.907 1.02 (0.79 to 1.31) 0.900 1.12 (0.85 to 1.46) 0.421 1.06 (0.85 to 1.34) 0.600 1.03 (0.71 to 1.49) 0.888

OR, Odds ratio

*In these models, each state of change was considered as a variable with possible values of 0, 0.33, 0.66 and 1 according to the participant was in this state for none, one, two or all three behaviours