Journal of Healthcare Engineering

Review Article

Uses of Different Machine Learning Algorithms for Diagnosis of Dental Caries

Table 1

Risk of bias. Red cross indicates no and green tick indicates yes.
CriteriaAuthor, year
Devito et al., 2008Mayank et al., 2017Casalegno et al., 2018Leea et al., 2018Zanella et al., 2018Moutselos et al., 2019Patil et al., 2019Javed et al., 2019Hung et al., 2019Geetha et al., 2020Duong et al., 2021Kühnisch et al., 2022
Inclusion criteria✓✓✓✓ ✓  ✓✓✓✓
Exclusion criteria✓✓✓✓✓ ✓✓✓✓✓✓
Feature extraction criteria ✓✓ ✓✓✓✓✓✓ ✓
Description of diagnosis dental caries✓✓✓ ✓✓   ✓✓✓
Radiographs examination for dental caries diagnosis✓  ✓  ✓✓✓✓✓✓
Machine learning algorithm description✓  ✓✓✓✓✓ ✓✓ 
Samples of dataset >149✓✓✓✓✓  ✓✓ ✓✓
Description of testing and training evaluation    ✓       
Statistical and evaluation✓✓✓✓✓✓✓✓✓✓✓✓
Risk of biasLowLowLowLowLowModerateModerateModerateLowLowLowLow