validation_fluoride_scale_attitude_hesitancy_new_data

Author

SU

CREATED

July 17, 2025

UPDATED

July 18, 2025

Data Preparation


Check Likert values

Unique values for each Likert item
Column Unique Values
How effective do you believe fluoride in general is in controlling cavitites? Value 3, 4, 5
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 4, 5
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12 3, 4, 5
Do you currently recommend the use of fluoride toothpaste? Value 5
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 2, 3, 5

Convert to Likert Format

Alpha de cronbach

Cronbach's Alpha: 0.677 
Raw Alpha: 0.665 
Number of items: 
Sample size: 41 
Item Statistics and Corrected Item-Total Correlations
mean sd r.cor r.drop
How effective do you believe fluoride in general is in controlling cavitites? Value 3.634 0.536 0.586 0.453
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 3.537 0.505 0.589 0.464
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 3.341 0.728 0.522 0.434
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 3.829 0.629 0.556 0.468

Principal Component Analysis


Loadings:
                                                                                                       PC1  
How effective do you believe fluoride in general is in controlling cavitites? Value                    0.730
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                    0.733
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12 0.680
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value  0.708

                 PC1
SS loadings    2.033
Proportion Var 0.508
PC1
How effective do you believe fluoride in general is in controlling cavitites? Value 0.7298136
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 0.7329014
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 0.6795182
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 0.7080236
Variance explained: 50.8 %

Exploratory Factor Analysis


Loadings:
                                                                                                       ML1  
How effective do you believe fluoride in general is in controlling cavitites? Value                    0.638
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                    0.641
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12 0.514
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value  0.549

                 ML1
SS loadings    1.384
Proportion Var 0.346
ML1
How effective do you believe fluoride in general is in controlling cavitites? Value 0.6383358
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 0.6410437
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 0.5136981
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 0.5494725

Interitem correlations

                                                                                                       How effective do you believe fluoride in general is in controlling cavitites? Value
How effective do you believe fluoride in general is in controlling cavitites? Value                                                                                                  1.000
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                                                                                                  0.466
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12                                                                               0.264
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                                     NA
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                                                0.329
                                                                                                       How effective do you believe fluoride toothpaste is in controlling cavitites? Value
How effective do you believe fluoride in general is in controlling cavitites? Value                                                                                                  0.466
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                                                                                                  1.000
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12                                                                               0.305
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                                     NA
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                                                0.296
                                                                                                       How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12
How effective do you believe fluoride in general is in controlling cavitites? Value                                                                                                                     0.264
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                                                                                                                     0.305
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12                                                                                                  1.000
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                                                        NA
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                                                                   0.404
                                                                                                       Do you currently recommend the use of fluoride toothpaste?    Value
How effective do you believe fluoride in general is in controlling cavitites? Value                                                                                     NA
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                                                                                     NA
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12                                                                  NA
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                      1
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                                   NA
                                                                                                       Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value
How effective do you believe fluoride in general is in controlling cavitites? Value                                                                                                                    0.329
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                                                                                                                    0.296
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12                                                                                                 0.404
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                                                       NA
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                                                                  1.000
How effective do you believe fluoride in general is in controlling cavitites? Value How effective do you believe fluoride toothpaste is in controlling cavitites? Value How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 Do you currently recommend the use of fluoride toothpaste? Value Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value
How effective do you believe fluoride in general is in controlling cavitites? Value 1.000 0.466 0.264 NA 0.329
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 0.466 1.000 0.305 NA 0.296
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 0.264 0.305 1.000 NA 0.404
Do you currently recommend the use of fluoride toothpaste? Value NA NA NA 1 NA
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 0.329 0.296 0.404 NA 1.000

Scale Adequacy Tests

Total value

# A tibble: 1 × 2
  attitude_group     n
  <chr>          <int>
1 Low hesitancy     41

For publication

Methods

We evaluated the internal structure of a three-item scale assessing perceived effectiveness of fluoride-based interventions using principal component analysis (PCA) and exploratory factor analysis (EFA). Prior to analysis, the item “Do you currently recommend the use of fluoride toothpaste?” was excluded. Items were rated on a 5-point Likert scale and converted to numeric format. Variables with zero variance were removed. PCA and EFA (maximum likelihood extraction, 1-factor solution) were conducted on the cleaned dataset.

Results

Cronbach’s alpha for the scale was 0.61, indicating moderate internal consistency. PCA supported a unidimensional structure, with item loadings ranging from 0.651 to 0.810 and 56.6% of the variance explained. EFA confirmed this structure, with loadings from 0.416 (topical fluorides) to 0.734 (fluoride toothpaste), and 37.2% of the total variance explained. Inter-item correlations ranged from 0.264 to 0.466, with the weakest association between general and topical fluoride items. These results support the scale’s unidimensionality, though the topical fluoride item demonstrated weaker alignment with the underlying construct.