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Table 5 Showing variable importance based on permitted mean RMSE.

From: Predicting dental anxiety in young adults: classical statistical modelling approach versus machine learning approach

 

Permuted mean RMSE*

High fear of feeling pain during treatment

0.093

High fear of sound or vibration of the drill

0.062

High fear of root canal treatment

0.061

High fear of panic attacks

0.052

High fear of injection in the mouth

0.043

High fear of needing a lot of dental treatment

0.026

High fear of being embarrassed

0.020

Moderate fear of root canal treatment

0.014

Moderate fear of panic attacks

0.012

High fear of being injured

0.012

Moderate fear of the sound or vibration of the drill

0.011

Frequency of dental visits (3 months to less than 6 months)

0.010

Frequency of dental visits less than 3 months

0.006

Moderate fear of sound or feel of scraping during teeth cleaning

0.005

High fear of cost of the dental treatment

0.003

High fear of cold air on the teeth

0.003

High dislike of smells in the dental office

0.003

Moderate fear of needing a lot of dental treatment

0.003

High fear of sound or feel of scraping during teeth cleaning

0.003

High fear of tooth removal

0.002

Moderate fear of concern of being embarrassed

0.002

Moderate fear for the numb feeling

0.002

Moderate fear of tooth removal

0.001

Frequency of dental visits (6 months but less than 12 months)

0.001

Moderate fear of injection in the mouth

0.001

Moderate dislike of smells in the dental office

0.001

Moderate fear of feeling pain during treatment

0.000

Sex (Male)

0.000

Moderate fear of cost of the dental treatment

0.000

High dislike the numb feeling

0.000

Moderate fear of being injured

-0.0004

Moderate fear of cold air on the teeth

-0.0005

  1. *Higher permuted mean RMSE score means higher variable importance