Fluoride Hesitancy - Full data sample

Author

SU

CREATED

July 17, 2025

UPDATED

July 21, 2025

FULL SAMPLE VALIDATION

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 3, 4, 5
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12 1, 3, 4, 5
Do you currently recommend the use of fluoride toothpaste? Value 4, 5
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 2, 3, 4, 5

Convert to Likert Format

Alpha de cronbach

Cronbach's Alpha: 0.618 
Raw Alpha: 0.649 
Number of items: 
Sample size: 340 
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 3.468 0.556 0.792 0.639
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 3.356 0.610 0.725 0.550
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 3.247 0.690 0.548 0.477
Do you currently recommend the use of fluoride toothpaste? Value 3.974 0.161 0.200 0.160
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 3.859 0.418 0.242 0.216

Principal Component Analysis


Loadings:
                                                                                                       PC1  
How effective do you believe fluoride in general is in controlling cavitites? Value                    0.865
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                    0.826
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12 0.691
Do you currently recommend the use of fluoride toothpaste?    Value                                    0.330
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value  0.347

                 PC1
SS loadings    2.137
Proportion Var 0.427
PC1
How effective do you believe fluoride in general is in controlling cavitites? Value 0.8646386
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 0.8259985
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 0.6913720
Do you currently recommend the use of fluoride toothpaste? Value 0.3295595
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 0.3474646
Variance explained: 42.7 %

Exploratory Factor Analysis


Loadings:
                                                                                                       ML1  
How effective do you believe fluoride in general is in controlling cavitites? Value                    0.892
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                    0.765
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12 0.484
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       

                ML1
SS loadings    1.70
Proportion Var 0.34
ML1
How effective do you believe fluoride in general is in controlling cavitites? Value 0.8916684
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 0.7647396
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 0.4837914
Do you currently recommend the use of fluoride toothpaste? Value 0.2328298
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 0.1771795

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                                                                                                  0.683
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12                                                                               0.429
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                                  0.205
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                                                0.158
                                                                                                       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                                                                                                  0.683
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                                                                               0.366
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                                  0.217
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                                                0.070
                                                                                                       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                                                                                                                     0.429
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                                                                                                                     0.366
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                                                                                                                                     0.033
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                                                                   0.295
                                                                                                       Do you currently recommend the use of fluoride toothpaste?    Value
How effective do you believe fluoride in general is in controlling cavitites? Value                                                                                  0.205
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                                                                                  0.217
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12                                                               0.033
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                  1.000
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients?  Value                                                               -0.012
                                                                                                       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                                                                                                                    0.158
How effective do you believe fluoride toothpaste is in controlling cavitites? Value                                                                                                                    0.070
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?...12                                                                                                 0.295
Do you currently recommend the use of fluoride toothpaste?    Value                                                                                                                                   -0.012
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 0.683 0.429 0.205 0.158
How effective do you believe fluoride toothpaste is in controlling cavitites? Value 0.683 1.000 0.366 0.217 0.070
How effective do you believe topical fluorides (e.g.gel or varnish) are in controlling cavitites?…12 0.429 0.366 1.000 0.033 0.295
Do you currently recommend the use of fluoride toothpaste? Value 0.205 0.217 0.033 1.000 -0.012
Would you currently offer topical fluoride (e.g. gel or varnish) application to your patients? Value 0.158 0.070 0.295 -0.012 1.000

Scale Adequacy Tests

Total value

# A tibble: 1 × 2
  attitude_group     n
  <chr>          <int>
1 Low hesitancy    340

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). 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 five-item scale was 0.618 (raw alpha = 0.649), indicating moderate internal consistency. Principal component analysis (PCA) supported a unidimensional structure, with the first component explaining 42.7% of the total variance. The three items assessing perceived effectiveness of fluoride interventions showed strong loadings (0.691 to 0.865), while behavioral intention items (“recommend toothpaste” and “offer topical fluoride”) showed weaker loadings (0.330 and 0.347, respectively).

Exploratory factor analysis (EFA) using maximum likelihood extraction yielded a similar pattern. The three perceived effectiveness items loaded from 0.484 to 0.892 on a single factor explaining 34% of the variance. The two behavioral items had substantially lower loadings (< 0.24). Inter-item correlations ranged from 0.033 to 0.683, with stronger correlations among perceived effectiveness items and weaker or negligible correlations between these and behavioral items.

These results suggest that the scale primarily captures a single latent construct reflecting perceived effectiveness of fluoride interventions. However, items addressing clinical recommendations may reflect a related but distinct dimension and may require separate evaluation or adaptation in future versions of the scale.