Analysis

Analysis Priors

Demographics Section

Demographic table

Overall
(N=287)
Gender
Female 127 (44.3%)
Male 160 (55.7%)
Age
Mean (SD) 29.5 (9.89)
Median [Min, Max] 26.0 [18.0, 78.0]
Education
Primary School 5 (1.7%)
GCSEs or Equivalent 18 (6.3%)
A-Levels or Equivalent 65 (22.6%)
University Undergraduate Program 126 (43.9%)
University Post-Graduate Program 64 (22.3%)
Doctoral Degree 4 (1.4%)
Prefer not to respond 5 (1.7%)
Ethnicity
White 221 (77.0%)
Mixed or Multi-ethnic 7 (2.4%)
Asian or Asian Scottish or Asian British 5 (1.7%)
African 50 (17.4%)
Other ethnicity 3 (1.0%)
Prefer not to respond 1 (0.3%)
Ethnic Origin
English 17 (5.9%)
European 199 (69.3%)
Latin American 6 (2.1%)
Asian 7 (2.4%)
African 49 (17.1%)
Other 9 (3.1%)

Gender

## Warning: Ignoring unknown parameters: binwidth, bins, pad

Age

## Warning: `gather_()` was deprecated in tidyr 1.2.0.
## ℹ Please use `gather()` instead.
## ℹ The deprecated feature was likely used in the plotly package.
##   Please report the issue at <https://github.com/plotly/plotly.R/issues>.

Ethnicity

## Warning: Ignoring unknown parameters: binwidth, bins, pad

Ethnic Origin

## Warning: Ignoring unknown parameters: binwidth, bins, pad

Education

## Warning: Ignoring unknown parameters: binwidth, bins, pad

Analysis

General Correlation

## # Correlation Matrix (auto-method)
## 
## Parameter                           | DOSPERT_General_Perceived_Risk_z | DOSPERT_General_Expected_Benefits_z | General Risk Preference | Recreational Preference | Health and Safety Preference | Social Preference | Financial Preference | Ethical Preference | DOSPERT_Social_Benefit_z | DOSPERT_Recreation_Benefit_z | DOSPERT_Financial_Benefit_z | DOSPERT_Ethical_Benefit_z | DOSPERT_Social_Perception_z | DOSPERT_Recreation_Perception_z | DOSPERT_HS_Perception_z | DOSPERT_Financial_Perception_z | DOSPERT_Ethical_Perception_z | DOSPERT_Social_Likelihood_z | DOSPERT_Recreation_Likelihood_z | DOSPERT_HS_Likelihood_z | DOSPERT_Financial_Likelihood_z | DOSPERT_Ethical_Likelihood_z |    B-PNI | Leadership | Prestige | Dominance | UMS Sum | UMS Affiliation | UMS Intimacy | General Expected Benefits | Risk Perception | Risk Sum |  Age | Contact
## ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
## X                                   |                             0.10 |                                0.06 |                    0.09 |                    0.08 |                         0.06 |              0.05 |                 0.11 |               0.08 |                     0.02 |                         0.05 |                        0.08 |                      0.05 |                       -0.07 |                           -0.11 |                   -0.06 |                          -0.10 |                        -0.07 |                       -0.02 |                            0.08 |                    0.03 |                           0.05 |                        -0.04 |    -0.03 |      -0.01 |    -0.09 |      0.02 |   -0.07 |           -0.04 |        -0.08 |                      0.06 |           -0.10 |     0.02 | 0.01 | 1.00***
## Contact                             |                             0.10 |                                0.06 |                    0.09 |                    0.08 |                         0.06 |              0.05 |                 0.10 |               0.08 |                     0.03 |                         0.05 |                        0.08 |                      0.06 |                       -0.07 |                           -0.11 |                   -0.06 |                          -0.10 |                        -0.08 |                       -0.03 |                            0.07 |                    0.02 |                           0.04 |                        -0.04 |    -0.03 |      -0.02 |    -0.09 |      0.02 |   -0.07 |           -0.04 |        -0.08 |                      0.06 |           -0.10 |     0.02 | 0.01 |        
## Age                                 |                            -0.08 |                            -0.30*** |                -0.28*** |                -0.25*** |                     -0.25*** |          -0.25*** |             -0.29*** |             -0.13* |                 -0.27*** |                     -0.23*** |                    -0.32*** |                  -0.18*** |                        0.03 |                         0.18*** |                    0.07 |                           0.06 |                    -6.51e-03 |                     -0.18** |                         -0.17** |                -0.18*** |                       -0.18*** |                        -0.07 | -0.32*** |      -0.03 |  -0.17** |  -0.20*** |   -0.08 |         -0.15** |         0.02 |                  -0.30*** |            0.08 | -0.19*** |      |        
## Risk Sum                            |                          0.40*** |                             0.54*** |                 0.61*** |                 0.48*** |                      0.49*** |           0.48*** |              0.57*** |            0.53*** |                  0.41*** |                      0.43*** |                     0.51*** |                   0.48*** |                    -0.32*** |                        -0.36*** |                -0.32*** |                       -0.36*** |                     -0.32*** |                     0.76*** |                         0.82*** |                 0.80*** |                        0.83*** |                      0.85*** |  0.26*** |      0.14* |  0.17*** |   0.36*** |   0.12* |         0.23*** |        -0.03 |                   0.54*** |        -0.40*** |          |      |        
## Risk Perception                     |                         -1.00*** |                            -0.23*** |                -0.58*** |                -0.60*** |                     -0.51*** |          -0.29*** |             -0.50*** |           -0.59*** |                    -0.05 |                     -0.26*** |                    -0.22*** |                  -0.22*** |                     0.78*** |                         0.82*** |                 0.87*** |                        0.86*** |                      0.89*** |                    -0.23*** |                        -0.36*** |                -0.40*** |                       -0.29*** |                     -0.36*** |     0.04 |       0.07 |     0.06 |  -0.19*** |   0.12* |       -2.06e-03 |      0.21*** |                  -0.23*** |                 |          |      |        
## General Expected Benefits           |                          0.23*** |                             1.00*** |                 0.92*** |                 0.72*** |                      0.76*** |           0.78*** |              0.76*** |            0.76*** |                  0.80*** |                      0.83*** |                     0.82*** |                   0.87*** |                     -0.16** |                        -0.30*** |                 -0.15** |                        -0.17** |                      -0.17** |                     0.38*** |                         0.56*** |                 0.47*** |                        0.40*** |                      0.41*** |  0.21*** |     0.13** |     0.05 |   0.30*** |    0.04 |         0.17*** |       -0.11* |                           |                 |          |      |        
## UMS Intimacy                        |                         -0.21*** |                               -0.11 |                -0.17*** |                -0.29*** |                       -0.12* |             -0.04 |                -0.08 |            -0.19** |                -9.77e-03 |                     -0.21*** |                       -0.03 |                   -0.14** |                        0.11 |                         0.28*** |                  0.17** |                         0.15** |                      0.17*** |                        0.10 |                        -0.22*** |                   -0.02 |                      -4.54e-03 |                     3.45e-03 |  0.18*** |    0.23*** |  0.44*** |    -0.13* | 0.84*** |         0.48*** |              |                           |                 |          |      |        
## UMS Affiliation                     |                        -4.95e-04 |                              0.17** |                   0.14* |                    0.06 |                        0.14* |            0.15** |               0.15** |               0.08 |                   0.18** |                         0.09 |                      0.17** |                      0.10 |                        0.03 |                       -3.65e-04 |                   -0.01 |                          -0.03 |                    -1.29e-03 |                     0.21*** |                           0.12* |                  0.17** |                        0.24*** |                      0.18*** |  0.33*** |    0.48*** |  0.69*** |   0.26*** | 0.87*** |                 |              |                           |                 |          |      |        
## UMS Sum                             |                           -0.12* |                                0.04 |                   -0.01 |                  -0.12* |                         0.01 |              0.07 |                 0.05 |              -0.06 |                     0.10 |                        -0.06 |                        0.09 |                     -0.02 |                        0.08 |                          0.15** |                    0.08 |                           0.07 |                         0.09 |                     0.19*** |                           -0.05 |                    0.09 |                         0.14** |                        0.11* |  0.31*** |    0.42*** |  0.67*** |      0.09 |         |                 |              |                           |                 |          |      |        
## Dominance                           |                          0.19*** |                             0.30*** |                 0.32*** |                 0.33*** |                      0.24*** |           0.21*** |              0.30*** |            0.28*** |                  0.22*** |                      0.28*** |                     0.28*** |                   0.27*** |                       -0.03 |                        -0.29*** |                 -0.17** |                        -0.17** |                       -0.13* |                     0.23*** |                         0.35*** |                 0.29*** |                        0.30*** |                      0.28*** |  0.47*** |    0.29*** |  0.30*** |           |         |                 |              |                           |                 |          |      |        
## Prestige                            |                            -0.07 |                                0.06 |                    0.02 |                   -0.04 |                         0.07 |              0.03 |                 0.08 |              -0.05 |                     0.07 |                        -0.04 |                       0.13* |                     -0.01 |                        0.10 |                            0.03 |                   -0.01 |                           0.07 |                         0.09 |                     0.20*** |                            0.04 |                  0.15** |                        0.19*** |                        0.11* |  0.45*** |    0.46*** |          |           |         |                 |              |                           |                 |          |      |        
## Leadership                          |                            -0.07 |                               0.13* |                    0.08 |                   -0.02 |                         0.02 |           0.21*** |                 0.07 |               0.04 |                  0.24*** |                         0.02 |                       0.11* |                      0.09 |                        0.03 |                            0.07 |                    0.08 |                           0.05 |                         0.07 |                     0.25*** |                            0.02 |                    0.05 |                         0.14** |                         0.09 |  0.28*** |            |          |           |         |                 |              |                           |                 |          |      |        
## B-PNI                               |                            -0.04 |                             0.21*** |                  0.15** |                    0.10 |                        0.13* |             0.11* |               0.17** |             0.13** |                   0.18** |                         0.09 |                     0.21*** |                   0.20*** |                      0.15** |                           -0.07 |                    0.02 |                           0.03 |                         0.05 |                      0.18** |                         0.20*** |                 0.23*** |                        0.22*** |                      0.22*** |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Ethical_Likelihood_z        |                          0.36*** |                             0.40*** |                 0.48*** |                 0.37*** |                      0.36*** |           0.32*** |              0.44*** |            0.51*** |                  0.26*** |                      0.30*** |                     0.39*** |                   0.43*** |                    -0.26*** |                        -0.32*** |                -0.26*** |                       -0.30*** |                     -0.37*** |                     0.52*** |                         0.65*** |                 0.62*** |                        0.65*** |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Financial_Likelihood_z      |                          0.29*** |                             0.40*** |                 0.45*** |                 0.33*** |                      0.30*** |           0.31*** |              0.58*** |            0.36*** |                  0.28*** |                      0.29*** |                     0.52*** |                   0.32*** |                    -0.18*** |                        -0.26*** |                -0.21*** |                       -0.36*** |                     -0.23*** |                     0.53*** |                         0.63*** |                 0.55*** |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_HS_Likelihood_z             |                          0.40*** |                             0.47*** |                 0.55*** |                 0.41*** |                      0.61*** |           0.34*** |              0.47*** |            0.47*** |                  0.26*** |                      0.36*** |                     0.40*** |                   0.43*** |                    -0.32*** |                        -0.32*** |                -0.40*** |                       -0.36*** |                     -0.29*** |                     0.52*** |                         0.60*** |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Recreation_Likelihood_z     |                          0.36*** |                             0.56*** |                 0.61*** |                 0.62*** |                      0.47*** |           0.41*** |              0.51*** |            0.52*** |                  0.36*** |                      0.58*** |                     0.48*** |                   0.49*** |                    -0.25*** |                        -0.44*** |                -0.26*** |                       -0.28*** |                     -0.29*** |                     0.47*** |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Social_Likelihood_z         |                          0.22*** |                             0.38*** |                 0.41*** |                 0.23*** |                      0.31*** |           0.54*** |              0.33*** |            0.29*** |                  0.48*** |                      0.24*** |                     0.30*** |                   0.28*** |                    -0.31*** |                         -0.14** |                -0.19*** |                        -0.18** |                       -0.13* |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Ethical_Perception_z        |                         -0.89*** |                             -0.17** |                -0.49*** |                -0.51*** |                     -0.39*** |          -0.21*** |             -0.39*** |           -0.64*** |                -3.48e-03 |                     -0.23*** |                     -0.16** |                  -0.21*** |                     0.64*** |                         0.69*** |                 0.73*** |                        0.69*** |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Financial_Perception_z      |                         -0.85*** |                             -0.17** |                -0.48*** |                -0.45*** |                     -0.41*** |          -0.20*** |             -0.54*** |           -0.46*** |                    -0.02 |                      -0.17** |                    -0.21*** |                   -0.17** |                     0.59*** |                         0.65*** |                 0.70*** |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_HS_Perception_z             |                         -0.87*** |                             -0.15** |                -0.47*** |                -0.46*** |                     -0.55*** |           -0.16** |             -0.40*** |           -0.44*** |                     0.03 |                     -0.19*** |                     -0.18** |                    -0.12* |                     0.62*** |                         0.64*** |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Recreation_Perception_z     |                         -0.82*** |                            -0.30*** |                -0.57*** |                -0.77*** |                     -0.46*** |          -0.22*** |             -0.46*** |           -0.56*** |                    -0.08 |                     -0.37*** |                    -0.25*** |                  -0.29*** |                     0.48*** |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Social_Perception_z         |                         -0.78*** |                             -0.16** |                -0.44*** |                -0.35*** |                     -0.35*** |          -0.43*** |             -0.32*** |           -0.40*** |                   -0.13* |                      -0.15** |                      -0.13* |                    -0.13* |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Ethical_Benefit_z           |                          0.22*** |                             0.87*** |                 0.81*** |                 0.62*** |                      0.62*** |           0.62*** |              0.59*** |            0.88*** |                  0.64*** |                      0.69*** |                     0.62*** |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Financial_Benefit_z         |                          0.22*** |                             0.82*** |                 0.77*** |                 0.57*** |                      0.59*** |           0.53*** |              0.93*** |            0.56*** |                  0.54*** |                      0.64*** |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Recreation_Benefit_z        |                          0.26*** |                             0.83*** |                 0.80*** |                 0.88*** |                      0.61*** |           0.53*** |              0.61*** |            0.65*** |                  0.53*** |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_Social_Benefit_z            |                             0.05 |                             0.80*** |                 0.68*** |                 0.41*** |                      0.47*** |           0.95*** |              0.47*** |            0.50*** |                          |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## Ethical Preference                  |                          0.59*** |                             0.76*** |                 0.87*** |                 0.73*** |                      0.67*** |           0.59*** |              0.65*** |                    |                          |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## Financial Preference                |                          0.50*** |                             0.76*** |                 0.83*** |                 0.65*** |                      0.66*** |           0.52*** |                      |                    |                          |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## Social Preference                   |                          0.29*** |                             0.78*** |                 0.76*** |                 0.48*** |                      0.54*** |                   |                      |                    |                          |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## Health and Safety Preference        |                          0.51*** |                             0.76*** |                 0.84*** |                 0.66*** |                              |                   |                      |                    |                          |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## Recreational Preference             |                          0.60*** |                             0.72*** |                 0.84*** |                         |                              |                   |                      |                    |                          |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## General Risk Preference             |                          0.58*** |                             0.92*** |                         |                         |                              |                   |                      |                    |                          |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |        
## DOSPERT_General_Expected_Benefits_z |                          0.23*** |                                     |                         |                         |                              |                   |                      |                    |                          |                              |                             |                           |                             |                                 |                         |                                |                              |                             |                                 |                         |                                |                              |          |            |          |           |         |                 |              |                           |                 |          |      |

B-PNI distribution

m1 Interaction model

(#tab:Summary of Interaction Model)
**
Parameter Estimate Est.Error Est.Error.1 CI (95%)
Intercept 0.73 0.18 0.18 0.38 - 1.09
Dominance 0.30 0.05 0.05 0.19 - 0.4
Age -0.02 0.01 0.01 -0.04 - -0.01

Note.

 

Model comparison

m2 multivariate Model with DoPL and DOSPERT + PNI

(#tab:Additive Model with DoPL and DOSPERT + PNI Summary)
**
Parameter Estimate Est.Error Est.Error.1 CI (95%)
DOSPERTLikelihoodz * Intercept 0.42 0.19 0.19 0.05 - 0.79
DOSPERT Benefitz * Intercept 0.86 0.18 0.18 0.5 - 1.23
DOSPERTLikelihoodz * Dominance 0.34 0.05 0.05 0.24 - 0.45
DOSPERT Benefitz * Dominance 0.28 0.05 0.05 0.17 - 0.38
DOSPERT Benefitz * Age -0.02 0.01 0.01 -0.04 - -0.01
DOSPERT Perceptionz * Dominance -0.30 0.05 0.05 -0.41 - -0.19
DOSPERT Perceptionz * Leadership 0.11 0.05 0.05 0.01 - 0.21
DOSPERT Perceptionz * PNI 0.15 0.07 0.07 0.01 - 0.28

Note.

 

Additive Model with DoPL and DOSPERT + PNI Gender Interaction

(#tab:Additive Model with DoPL and DOSPERT + PNI gender interactions Summary)
**
Parameter Estimate Est.Error Est.Error.1 CI (95%)
DOSPERTLikelihoodz * Intercept 0.50 0.19 0.19 0.12 - 0.88
DOSPERT Benefitz * Intercept 0.89 0.19 0.19 0.52 - 1.26
DOSPERTLikelihoodz * Dominance 0.43 0.06 0.06 0.31 - 0.55
DOSPERTLikelihoodz * Dominance : Gender -0.21 0.09 0.09 -0.39 - -0.04
DOSPERT Benefitz * Dominance 0.27 0.07 0.07 0.14 - 0.4
DOSPERT Benefitz * Age -0.03 0.01 0.01 -0.04 - -0.01
DOSPERT Perceptionz * Dominance -0.32 0.07 0.07 -0.46 - -0.18

Note.

 

Model Comparison

DOSPERT and DoPL and PNI

(#tab:Additive Model with DOSPERT and DOSPERT + PNI Summary)
**
Parameter Estimate Est.Error Est.Error.1 CI (95%)
DOSPERTFinancialPreference * Intercept 0.85 0.18 0.18 0.49 - 1.21
DOSPERTHSPreference * Intercept 0.66 0.19 0.19 0.29 - 1.02
DOSPERTRecreationPreference * Intercept 0.69 0.18 0.18 0.34 - 1.04
DOSPERTSocialPreference * Intercept 0.82 0.19 0.19 0.45 - 1.19
DOSPERTEthicalPreference * Dominance 0.36 0.04 0.04 0.27 - 0.44
DOSPERTFinancialPreference * Dominance 0.31 0.04 0.04 0.22 - 0.4
DOSPERTFinancialPreference * Gender -0.23 0.09 0.09 -0.4 - -0.05
DOSPERTFinancialPreference * Age -0.02 0.01 0.01 -0.03 - -0.01
DOSPERTHSPreference * Dominance 0.29 0.04 0.04 0.21 - 0.38
DOSPERTHSPreference * Age -0.02 0.01 0.01 -0.03 - -0.01
DOSPERTRecreationPreference * Dominance 0.43 0.04 0.04 0.35 - 0.52
DOSPERTRecreationPreference * Age -0.02 0.01 0.01 -0.03 - -0.01
DOSPERTSocialPreference * Dominance 0.22 0.05 0.05 0.12 - 0.31
DOSPERTSocialPreference * Leadership 0.16 0.05 0.05 0.06 - 0.26
DOSPERTSocialPreference * Age -0.02 0.01 0.01 -0.03 - -0.01

Note.

 

m3 Interaction Gender DOSPERT, DoPL, and PNI

(#tab:Additive Model with DoPL and DOSPERT + PNI Gender interactions Summary)
**
Parameter Estimate Est.Error Est.Error.1 CI (95%)
DOSPERTFinancialPreference * Intercept 0.87 0.19 0.19 0.5 - 1.24
DOSPERTHSPreference * Intercept 0.68 0.19 0.19 0.31 - 1.06
DOSPERTRecreationPreference * Intercept 0.75 0.18 0.18 0.39 - 1.11
DOSPERTSocialPreference * Intercept 0.82 0.19 0.19 0.45 - 1.19
DOSPERTEthicalPreference * Dominance 0.40 0.07 0.07 0.26 - 0.53
DOSPERTEthicalPreference * Prestige -0.22 0.07 0.07 -0.35 - -0.09
DOSPERTFinancialPreference * Dominance 0.38 0.07 0.07 0.24 - 0.52
DOSPERTFinancialPreference * Gender -0.24 0.09 0.09 -0.41 - -0.07
DOSPERTFinancialPreference * Age -0.02 0.01 0.01 -0.03 - -0.01
DOSPERTHSPreference * Dominance 0.35 0.07 0.07 0.2 - 0.49
DOSPERTHSPreference * Age -0.02 0.01 0.01 -0.03 - -0.01
DOSPERTRecreationPreference * Dominance 0.56 0.07 0.07 0.43 - 0.69
DOSPERTRecreationPreference * Prestige -0.20 0.07 0.07 -0.33 - -0.08
DOSPERTRecreationPreference * Age -0.02 0.01 0.01 -0.03 - -0.01
DOSPERTRecreationPreference * Dominance : Gender -0.26 0.09 0.09 -0.43 - -0.09
DOSPERTSocialPreference * Dominance 0.20 0.07 0.07 0.05 - 0.34
DOSPERTSocialPreference * Leadership 0.16 0.07 0.07 0.02 - 0.29
DOSPERTSocialPreference * Age -0.02 0.01 0.01 -0.03 - -0.01

Note.

 

Model Comparison

Mediation and Moderation

Summary Mediation model 1

##  Family: MV(gaussian, gaussian) 
##   Links: mu = identity; sigma = identity
##          mu = identity; sigma = identity 
## Formula: DOSPERT_Likelihood_z ~ DOSPERT_Benefit_z + PNI_z 
##          DOSPERT_Benefit_z ~ PNI_z 
##    Data: mediation_dataset (Number of observations: 287) 
##   Draws: 4 chains, each with iter = 10000; warmup = 1000; thin = 1;
##          total post-warmup draws = 36000
## 
## Population-Level Effects: 
##                                      Estimate Est.Error l-95% CI u-95% CI Rhat
## DOSPERTLikelihoodz_Intercept             0.00      0.05    -0.09     0.10 1.00
## DOSPERTBenefitz_Intercept               -0.03      0.06    -0.14     0.09 1.00
## DOSPERTLikelihoodz_DOSPERT_Benefit_z     0.54      0.05     0.44     0.63 1.00
## DOSPERTLikelihoodz_PNI_z                 0.16      0.04     0.07     0.24 1.00
## DOSPERTBenefitz_PNI_z                    0.21      0.05     0.11     0.31 1.00
##                                      Bulk_ESS Tail_ESS
## DOSPERTLikelihoodz_Intercept            52179    28603
## DOSPERTBenefitz_Intercept               53955    27300
## DOSPERTLikelihoodz_DOSPERT_Benefit_z    51978    28719
## DOSPERTLikelihoodz_PNI_z                52479    29171
## DOSPERTBenefitz_PNI_z                   52257    26654
## 
## Family Specific Parameters: 
##                          Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS
## sigma_DOSPERTLikelihoodz     0.82      0.03     0.76     0.90 1.00    49154
## sigma_DOSPERTBenefitz        0.97      0.04     0.89     1.05 1.00    51913
##                          Tail_ESS
## sigma_DOSPERTLikelihoodz    27745
## sigma_DOSPERTBenefitz       28947
## 
## Draws were sampled using sample(hmc). For each parameter, Bulk_ESS
## and Tail_ESS are effective sample size measures, and Rhat is the potential
## scale reduction factor on split chains (at convergence, Rhat = 1).

## Warning: Dropping 'draws_df' class as required metadata was removed.
## # A tibble: 7 × 7
##   name               value .lower .upper .width .point .interval
##   <chr>              <dbl>  <dbl>  <dbl>  <dbl> <chr>  <chr>    
## 1 ab                 0.111  0.058  0.171   0.95 median qi       
## 2 alpha              0.209  0.112  0.306   0.95 median qi       
## 3 beta               0.536  0.441  0.631   0.95 median qi       
## 4 c_negative        -0.111 -0.171 -0.058   0.95 median qi       
## 5 complete_indirect  0.111  0.058  0.171   0.95 median qi       
## 6 gamma              0.157  0.073  0.239   0.95 median qi       
## 7 gamma_1            0.268  0.171  0.368   0.95 median qi
## Warning: Dropping 'draws_df' class as required metadata was removed.

Summary mediation 2

##  Family: MV(gaussian, gaussian) 
##   Links: mu = identity; sigma = identity
##          mu = identity; sigma = identity 
## Formula: DOSPERT_Likelihood_z ~ DOSPERT_Benefit_z + PNI_z + dominance_z 
##          DOSPERT_Benefit_z ~ PNI_z + dominance_z 
##    Data: mediation_dataset (Number of observations: 287) 
##   Draws: 4 chains, each with iter = 10000; warmup = 1000; thin = 1;
##          total post-warmup draws = 36000
## 
## Population-Level Effects: 
##                                      Estimate Est.Error l-95% CI u-95% CI Rhat
## DOSPERTLikelihoodz_Intercept             0.00      0.05    -0.09     0.09 1.00
## DOSPERTBenefitz_Intercept               -0.03      0.06    -0.14     0.08 1.00
## DOSPERTLikelihoodz_DOSPERT_Benefit_z     0.50      0.05     0.40     0.60 1.00
## DOSPERTLikelihoodz_PNI_z                 0.11      0.05     0.02     0.20 1.00
## DOSPERTLikelihoodz_dominance_z           0.16      0.05     0.05     0.26 1.00
## DOSPERTBenefitz_PNI_z                    0.12      0.05     0.02     0.23 1.00
## DOSPERTBenefitz_dominance_z              0.24      0.06     0.12     0.36 1.00
##                                      Bulk_ESS Tail_ESS
## DOSPERTLikelihoodz_Intercept            64994    26522
## DOSPERTBenefitz_Intercept               68678    26723
## DOSPERTLikelihoodz_DOSPERT_Benefit_z    56974    27968
## DOSPERTLikelihoodz_PNI_z                55447    28256
## DOSPERTLikelihoodz_dominance_z          52191    28043
## DOSPERTBenefitz_PNI_z                   51528    29958
## DOSPERTBenefitz_dominance_z             53265    28921
## 
## Family Specific Parameters: 
##                          Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS
## sigma_DOSPERTLikelihoodz     0.81      0.03     0.75     0.88 1.00    65427
## sigma_DOSPERTBenefitz        0.94      0.04     0.87     1.02 1.00    63040
##                          Tail_ESS
## sigma_DOSPERTLikelihoodz    26372
## sigma_DOSPERTBenefitz       26434
## 
## Draws were sampled using sample(hmc). For each parameter, Bulk_ESS
## and Tail_ESS are effective sample size measures, and Rhat is the potential
## scale reduction factor on split chains (at convergence, Rhat = 1).

## Warning: Dropping 'draws_df' class as required metadata was removed.

## Warning: Dropping 'draws_df' class as required metadata was removed.

Summary mediation 3

##  Family: MV(gaussian, gaussian, gaussian) 
##   Links: mu = identity; sigma = identity
##          mu = identity; sigma = identity
##          mu = identity; sigma = identity 
## Formula: DOSPERT_Likelihood_z ~ DOSPERT_Benefit_z * dominance_z + PNI_z + DOSPERT_Benefit_z 
##          DOSPERT_Benefit_z ~ PNI_z * dominance_z + PNI_z 
##          dominance_z ~ PNI_z 
##    Data: mediation_dataset (Number of observations: 287) 
##   Draws: 4 chains, each with iter = 10000; warmup = 1000; thin = 1;
##          total post-warmup draws = 36000
## 
## Population-Level Effects: 
##                                                  Estimate Est.Error l-95% CI
## DOSPERTLikelihoodz_Intercept                         0.01      0.05    -0.09
## DOSPERTBenefitz_Intercept                            0.00      0.06    -0.11
## dominancez_Intercept                                 0.00      0.05    -0.10
## DOSPERTLikelihoodz_DOSPERT_Benefit_z                 0.50      0.05     0.41
## DOSPERTLikelihoodz_dominance_z                       0.16      0.05     0.06
## DOSPERTLikelihoodz_PNI_z                             0.10      0.05     0.02
## DOSPERTLikelihoodz_DOSPERT_Benefit_z:dominance_z    -0.02      0.05    -0.11
## DOSPERTBenefitz_PNI_z                                0.12      0.05     0.02
## DOSPERTBenefitz_dominance_z                          0.24      0.05     0.13
## DOSPERTBenefitz_PNI_z:dominance_z                   -0.06      0.05    -0.16
## dominancez_PNI_z                                     0.48      0.05     0.37
##                                                  u-95% CI Rhat Bulk_ESS
## DOSPERTLikelihoodz_Intercept                         0.10 1.00    73175
## DOSPERTBenefitz_Intercept                            0.12 1.00    80815
## dominancez_Intercept                                 0.11 1.00    77594
## DOSPERTLikelihoodz_DOSPERT_Benefit_z                 0.60 1.00    64051
## DOSPERTLikelihoodz_dominance_z                       0.27 1.00    60533
## DOSPERTLikelihoodz_PNI_z                             0.19 1.00    64874
## DOSPERTLikelihoodz_DOSPERT_Benefit_z:dominance_z     0.07 1.00    75040
## DOSPERTBenefitz_PNI_z                                0.23 1.00    66138
## DOSPERTBenefitz_dominance_z                          0.35 1.00    66647
## DOSPERTBenefitz_PNI_z:dominance_z                    0.03 1.00    79682
## dominancez_PNI_z                                     0.58 1.00    81897
##                                                  Tail_ESS
## DOSPERTLikelihoodz_Intercept                        26941
## DOSPERTBenefitz_Intercept                           25948
## dominancez_Intercept                                26022
## DOSPERTLikelihoodz_DOSPERT_Benefit_z                28806
## DOSPERTLikelihoodz_dominance_z                      30388
## DOSPERTLikelihoodz_PNI_z                            28755
## DOSPERTLikelihoodz_DOSPERT_Benefit_z:dominance_z    27799
## DOSPERTBenefitz_PNI_z                               30509
## DOSPERTBenefitz_dominance_z                         32478
## DOSPERTBenefitz_PNI_z:dominance_z                   26617
## dominancez_PNI_z                                    27273
## 
## Family Specific Parameters: 
##                          Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS
## sigma_DOSPERTLikelihoodz     0.81      0.03     0.75     0.88 1.00    70000
## sigma_DOSPERTBenefitz        0.94      0.04     0.87     1.02 1.00    77375
## sigma_dominancez             0.89      0.04     0.82     0.97 1.00    72353
##                          Tail_ESS
## sigma_DOSPERTLikelihoodz    28120
## sigma_DOSPERTBenefitz       27294
## sigma_dominancez            26925
## 
## Draws were sampled using sample(hmc). For each parameter, Bulk_ESS
## and Tail_ESS are effective sample size measures, and Rhat is the potential
## scale reduction factor on split chains (at convergence, Rhat = 1).

## Warning: Dropping 'draws_df' class as required metadata was removed.

## Warning: Dropping 'draws_df' class as required metadata was removed.