AI dentist: computer vision takes on white spot lesions
NCT ID NCT07639749
First seen Jun 24, 2026 · Last updated Jun 27, 2026 · Updated 1 time
Summary
This study compares artificial intelligence analysis of dental photographs to standard clinical exams for detecting white spot lesions—early signs of tooth decay. Researchers will train AI models (YOLO and Mask-RCNN) on 329 labeled images from adult patients at Cairo University Dental Hospital. The goal is to see if AI can match the accuracy of experienced dentists in identifying and scoring these lesions.
What this could mean
Our plain-language read of the trial. This is informational only, not medical advice or a prediction.
- Active substance
- Artificial intelligence models (YOLO and MASK-RCNN) analyzing intraoral photographs
- What this could lead to
- If successful, this could provide a faster, more consistent way to detect early tooth decay using photos instead of in-person exams.
- What could go wrong
- This is an early observational study, not a treatment trial. The AI may not perform as well as human dentists, and results may not apply to other populations or settings.
This is an AI summary of the original study and may miss details. Read our disclaimer.
Study facts
What this study's own registry entry says, in plain language.
- Participants
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About 329 people
The number the study aims to enrol. It can still change while the study runs.
- Expected to start
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Jul 2026
An estimate. Start dates often move.
- Expected to finish
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Nov 2027
An estimate. End dates often move.
- Lead sponsor
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Other sponsor
The registry's catch-all category, for sponsors it does not file as a company, a government agency, or a research network.
Who can take part
This study's own entry requirements. Only the study team can say for certain whether you qualify.
Who is studied
Patients attending the Conservative Department of Cairo University Dental Clinic, aged from 20 to 60 years, presenting with white spot lesions of teeth, showing no signs or symptoms, demonstrating co-operation, and expressing interest in participating in the study will be considered eligible. Patients with orthodontic appliances or bridgework that could impact the clinical assessment process will be excluded.
- Ages
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20 to 60 years
- Sex
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Anyone
- Healthy volunteers
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Not accepted
This study is not open to healthy volunteers. The entry requirements below say who it is open to.
Show the full entry requirements Hide the full entry requirements
Copied word for word from the study's registry entry, so the wording is the study team's rather than ours.
Inclusion Criteria: 1. Adult patients aged 20 - 60 years 2. Males or Females 3. Patients with white spot lesions of teeth 4 - Co-operative patients with interest in participation in the study Exclusion Criteria: 1. Patients with orthodontic appliances or bridgework that might interfere with evaluation and assessment 2. Patients with no white spot lesions 3. Patients with systematic diseases that might affect participation 4. Patients refusing to sign the informed consent or not willing to be part of the study
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Conditions
The condition(s) this trial relates to.
As listed by the trial registrant
The condition terms exactly as the trial's registrant entered them.
How to take part
Only the study team decides who joins. These are the ways to reach them.
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The official record
ClinicalTrials.gov lists the study team's own contact details, including names and phone numbers. We don't republish those.
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A doctor treating you
A doctor who knows your case can contact a study site on your behalf, and can tell you whether this study is worth pursuing at all.
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Other studies related to the condition(s) this trial covers.
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