Accuracy of an Artificial Intelligence-assisted Diagnostic System for Caries Diagnosis: a Prospective Multicenter Clinical Study

Trial statusNot yet recruiting
Trial phaseNot listed
Trial typeObservational
Biological sexAll
Age18-70
SponsorZhejiang Provincial People's Hospital

About this trial

This clinical trial was designed as a prospective, multicenter, multi-reader multi-case (MRMC), superiority, parallel-controlled study. Participants who met the trial criteria and signed the informed consent form were enrolled. The trial group involved diagnoses of caries on panoramic radiographs using an artificial intelligence-assisted diagnostic system, while the control group involved diagnoses made by dental practitioners specializing in operative dentistry and endodontics with five years of experience, who interpreted oral panoramic radiographs to determine the presence and severity of caries.

Eligibility criteria

This trial does not accept healthy volunteers

Qualifiers

Patients presenting with clinical manifestations of caries as their chief complaint;

Age ≥18 and ≤70 years, irrespective of gender;

Oral panoramic radiographs showing a complete dentition, specifically with the second molars and all premolars intact in each quadrant;

On the oral panoramic radiographs, the number of teeth with restorations or fillings does not exceed one in any quadrant;

Disqualifiers

Oral panoramic radiographs that are unclear, with overlapping, blurring, or artifacts present;

Insufficient number of teeth available for study;

Severe tooth wear or erosion leading to significant alteration in tooth morphology;

Presence of supernumerary teeth, microdontia, or missing teeth;

Trial population

Patients visiting the all the three centers during the study period with symptoms of caries as their chief complaint.

Trial design

Design model

Other

Time perspective

Prospective

Treatments tested in this trial

Not listed

Trial groups

220 Participants
are grouped into 2 trial groups
Group A: Control group
Group B: Trial group

Trial outcomes

Primary outcomes

1

Sensitivity, specificity, and accuracy of caries diagnosis

Sensitivity: Sensitivity assesses the diagnostic method's ability to identify the disease, that is, how many true cases of caries can be correctly identified among all actual cases of caries. Specificity: Specificity evaluates the diagnostic tool's ability to recognize the absence of disease, meaning how many true non-caries cases can be correctly identified among all actual non-caries cases. Accuracy: Accuracy evaluates the overall correctness of the diagnostic tool in diagnosing the disease.

Time frame
Immediately after the completion of all participant information collection.

Secondary outcomes

1

Miss rate and false positive rate of caries diagnosis

Miss rate (False Negative Rate): The miss rate refers to the proportion of true caries cases that the diagnostic method fails to correctly identify among all actual cases of caries. In this study, the effectiveness of the artificial intelligence-assisted diagnostic system is evaluated by comparing the miss rate of caries diagnosis between the artificial intelligence-assisted diagnostic system and dentists with five years of experience. False positive rate: The false positive rate refers to the proportion of cases that are incorrectly identified as having caries among all actual non-caries cases. In this study, the effectiveness of the artificial intelligence-assisted diagnostic system is evaluated by comparing the false positive rate of caries diagnosis between the artificial intelligence-assisted diagnostic system and dentists with five years of experience.

Time frame
Immediately after the completion of all participant information collection.
2

Accuracy of Caries Severity Level Diagnosis

This study utilizes the International Caries Detection and Assessment System (ICDAS) to evaluate the grading of caries severity, categorizing caries severity into five levels: E0, E1, E2, D1, and D2. Wherein: E0 indicates no apparent signs of caries; E1 represents early caries, primarily initial enamel lesions; E2 designates enamel caries without involvement of the dentin; D1 denotes superficial dentin caries, not reaching half of the dentin thickness; D2 signifies deep dentin caries, reaching or exceeding half of the dentin thickness. This study will assess and compare the diagnostic accuracy at each grading level between the trial group and the control group.

Time frame
Immediately after the completion of all participant information collection.

Other outcomes

Locations

This trial has no locations.

Sponsors and contacts

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