A Decision Support System Based on Classification Algorithms for the Diagnosis of Periodontal Disease
试验速览
- 阶段
- 不适用
- 状态
- 尚未招募
- 发起方
- 入组人数
- 250
- 主要终点
- Age
研究概览
简要总结
The study purposes For periodontal applications, such as diagnosing gingivitis and periodontal disease, artificial intelligence (AI) models have been developed; however, their accuracy and technological maturity are to be evolved. The applications of such technologies in the field of periodontics are walking baby steps worldwide. The Kingdom of Saudi Arabia is moving fast in technology adoption and implementation in different sectors. However, the healthcare sector, especially clinical-related, needs original research applied to Saudi subjects. The literature in the field of machine learning applications in dentistry is limited. Although AI models for periodontology applications are still being developed, they could serve as potent diagnostic instruments. The current study was planned to add to the current gap in the literature.
详细描述
A cross-sectional study design will be applied. Two hundred fifty patients will be evaluated by an experienced periodontist and used as input variables. The final diagnosis output will be generated by considering relevant information from the patient's medical history, clinical dental examination, and radiographic exam. Of the sample of 250 patients, 20% of the participants will be assigned randomly to the test group, while the rest will be assigned to the training group before feeding it to the algorithms.
The study purposes For periodontal applications, such as diagnosing gingivitis and periodontal disease, artificial intelligence (AI) models have been developed; however, their accuracy and technological maturity are to be evolved. The applications of such technologies in the field of periodontics are walking baby steps worldwide. The Kingdom of Saudi Arabia is moving fast in technology adoption and implementation in different sectors. However, the healthcare sector, especially clinical-related, needs original research applied to Saudi subjects. The literature in the field of machine learning applications in dentistry is limited. Although AI models for periodontology applications are still being developed, they could serve as potent diagnostic instruments. The current study was planned to add to the current gap in the literature.
研究设计
- 研究类型
- Observational
- 观察模型
- Other
- 时间视角
- Cross Sectional
入排标准
- 年龄范围
- 18 Years 至 —（Adult, Older Adult）
- 性别
- All
- 接受健康志愿者
- 是
入选标准
- •age 18 or more
- •no periodontal treatment has been done at least 6 months prior to the enrollment
- •seeking periodontal treatment
排除标准
- •refuse to volunteer in the study
结局指标
主要结局
Age
时间窗: One time measure; baseline during periodontal clinical examination.
\<30, 30-34, 35-39, 40-44, 45-49, 50-54, 55-59, 60-64, 65-69, 70-74, 75-79, \>80
Marital statue
时间窗: One time measure; baseline during periodontal clinical examination.
Married, widowed, divorced, never married
Plaque Index
时间窗: One time measure; baseline during periodontal clinical examination.
Percentage
Body Mass Index
时间窗: One time measure; baseline during periodontal clinical examination.
Underweight, Healthy, Overweight, Obese
Cardiovascular Disease
时间窗: One time measure; baseline during periodontal clinical examination.
Yes; No
Diabetes
时间窗: One time measure; baseline during periodontal clinical examination.
Healthy, \<7% HbA1c, ≥7% HbA1c
Physical Activities
时间窗: One time measure; baseline during periodontal clinical examination.
Light, Moderate, Heavy
Radiographic Bone Loss
时间窗: One time measure; baseline during periodontal clinical examination.
RBL at the site of greatest loss (percentage)
Gender
时间窗: One time measure; baseline during periodontal clinical examination.
Male; Female.
Recession Type
时间窗: One time measure; baseline during periodontal clinical examination.
Yes; No
Missing Teeth
时间窗: One time measure; baseline during periodontal clinical examination.
Yes; No
Education
时间窗: One time measure; baseline during periodontal clinical examination.
\< secondary school, secondary school, graduate or equivalent, some college or associates degree, College graduate or higher
Bleeding on Probing
时间窗: One time measure; baseline during periodontal clinical examination.
Yes; No
Gingival Index
时间窗: One time measure; baseline during periodontal clinical examination.
Percentage
Periodontal Probing Depth
时间窗: One time measure; baseline during periodontal clinical examination.
PPD at the site of greatest loss (number)
Clinical Attachment Loss
时间窗: One time measure; baseline during periodontal clinical examination.
CAL at the site of greatest loss (number)
Tooth Mobility
时间窗: One time measure; baseline during periodontal clinical examination.
Yes; No
Furcation Involvement
时间窗: One time measure; baseline during periodontal clinical examination.
Yes; No
Smoking
时间窗: One time measure; baseline during periodontal clinical examination.
None, \<10 cig/day, ≥10cig/day
次要结局
未报告次要终点
研究者
Abdulrahman Alshehri
Principal Investigator/Clinical Specialist
Ministry of Health, Saudi Arabia