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The goal of this observational study is to evaluate the diagnostic accuracy of different deep learning models in detecting dental caries from intra oral images taken by a professional intra oral camera in children. The main question it aims to answer is:
What is the diagnostic accuracy of different deep learning models in detecting dental caries from intra oral images taken by a professional intra oral camera in children compared to the conventional clinical visual examination?
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| training group | images used to train the AI models on detection of dental caries from intraoral images. |
| |
| test group | images used to test the accuracy of the AI models in diagnosis of dental caries from intraoral images. |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| FASTER RCNN | Diagnostic Test | train artificial intelligence models ( FASTER RCNN, YOLOY ) to detect dental caries , then test their accuracy |
|
| Measure | Description | Time Frame |
|---|---|---|
| Accuracy Of Dental Caries Detection From Intraoral Images Using Different Artificial Intelligence Models Versus Conventional Visual Examination Among A Group Of Children: A Diagnostic Accuracy Study | Diagnostic accuracy of index tests will be determined, including sensitivity, specificity, overall accuracy, positive and negative predictive values and ROC curve analysis. | one year |
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Inclusion Criteria:
Exclusion Criteria:
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Any child with at least one decayed tooth present at the time of recruitment at the Pediatric dental department diagnostic center, Faculty of Dentistry, Cairo University.
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Cairo university | Giza | Giza Governorate | Egypt |
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| ID | Term |
|---|---|
| D003731 | Dental Caries |
| D004194 | Disease |
| ID | Term |
|---|---|
| D017001 | Tooth Demineralization |
| D014076 | Tooth Diseases |
| D009057 | Stomatognathic Diseases |
| D010335 | Pathologic Processes |
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| D013568 |
| Pathological Conditions, Signs and Symptoms |