Collection of Training Data for LuminX Probe AI Models
研究概览
详细说明
This study is observational and is not intended to evaluate the diagnostic performance or safety and effectiveness of LuminX Probe; rather, it focuses on generating high-quality images across clinically meaningful subgroups to support robust and unbiased AI model development.
For the purpose of this data collection study, only part of the system will be in use, including the handpiece, camera and off the shelf FDA approved nylon cover, without the actual probe tip.
Consented eligible subjects will undergo a set of intra-oral imaging using the LuminX Probe. A trained dental professional will perform a scan of patient's mouth in order to collect optical imaging data from LuminX Probe (images/video/3D scans), and metadata for machine learning (tooth, site, orientation, operator ID, etc.).
Estimated procedure duration: ~15 minutes. All data will go through a de-identification process prior to storage and processing, with no identifiable patient information collected.
No follow-up visits are required.
研究类型
注册 (估计的)
阶段
- 不适用
联系人和位置
学习地点
-
-
California
-
Beverly Hills、California、美国、90212
- Miles Madison, DDS Inc./ Beverly Hills Periodontal Institute
-
-
Florida
-
Tampa、Florida、美国、33607
- Modern Day Smiles
-
-
Tennessee
-
Knoxville、Tennessee、美国、37923
- Cornerstone Dental Arts
-
-
参与标准
资格标准
适合学习的年龄
- 成人
- 年长者
接受健康志愿者
描述
Inclusion Criteria:
- Signed Informed consent.
- Age ≥18 years.
- Periodontal condition ranging from health/gingivitis to periodontitis (Stage I-IV).
Exclusion Criteria:
- Participation in another study within 30 days that may interfere with data collection.
- Pregnant or lactating women.
- Recent tooth extraction or implant removal (less than 4 weeks pre-procedure)
- Recent periodontal surgery (less than 4 weeks pre-procedure).
- Currently undergoing chemotherapy, radiotherapy to the head/neck, or immunosuppressive therapy.
学习计划
研究是如何设计的？
设计细节
- 主要用途：其他
- 分配：不适用
- 介入模型：单组作业
- 屏蔽：无（打开标签）
武器和干预
参与者组/臂 |
干预/治疗 |
|---|---|
|
实验性的：LuminX Prob System
A trained dental professional will perform a scan of patient's mouth in order to collect images for the AI training
|
Intraoral optical scan of patient's mouth in order to collect optical imaging data from LuminX Probe
|
研究衡量的是什么？
主要结果指标
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
|
Dataset Completion - Successful acquisition of intraoral image dataset to allow AI training and validation
大体时间：Day 1
|
The same intervention and same images are collected from all study participants.
In order to allow diversity of data, the protocol has pre-defined enrollment targets to achieve a minimum representation of demographic and clinical subgroups, including periodontal disease stages I-IV, age bands, sex, and race/ethnicity, in alignment with Good Machine Learning Practice (GMLP) principles.
|
Day 1
|
合作者和调查者
赞助
研究记录日期
研究主要日期
学习开始 (实际的)
初级完成 (估计的)
研究完成 (估计的)
研究注册日期
首次提交
首先提交符合 QC 标准的
首次发布 (实际的)
研究记录更新
最后更新发布 (实际的)
上次提交的符合 QC 标准的更新
最后验证
更多信息
与本研究相关的术语
其他研究编号
- DMS-7867
计划个人参与者数据 (IPD)
计划共享个人参与者数据 (IPD)？
IPD 计划说明
药物和器械信息、研究文件
研究美国 FDA 监管的药品
研究美国 FDA 监管的设备产品
在美国制造并从美国出口的产品
此信息直接从 clinicaltrials.gov 网站检索，没有任何更改。如果您有任何更改、删除或更新研究详细信息的请求，请联系 register@clinicaltrials.gov. clinicaltrials.gov 上实施更改，我们的网站上也会自动更新.