Collection of Training Data for LuminX Probe AI Models
LuminX
Summary
The purpose of this study is to prospectively collect fit-for-purpose, representative intraoral optical data using the LuminX Probe system to support development and validation of AI-enabled LuminX Probe software functions (AI-DSF). The collected data will be used for model training, validation, and future performance monitoring, in alignment with Good Machine Learning Practice (GMLP) principles.
Description
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…
Eligibility
- Age range
- 18+ years
- Sex
- All
- Healthy volunteers
- Yes
Inclusion Criteria: 1. Signed Informed consent. 2. Age ≥18 years. 3. Periodontal condition ranging from health/gingivitis to periodontitis (Stage I-IV). Exclusion Criteria: 1. Participation in another study within 30 days that may interfere with data collection. 2. Pregnant or lactating women. 3. Recent tooth extraction or implant removal (less than 4 weeks pre-procedure) 4. Recent periodontal surgery (less than 4 weeks pre-procedure). 5. Currently undergoing chemotherapy, radiotherapy to the head/neck, or immunosuppressive therapy.
Interventions
- DeviceLuminX Probe System
Intraoral optical scan of patient's mouth in order to collect optical imaging data from LuminX Probe
Locations (3)
- Miles Madison, DDS Inc./ Beverly Hills Periodontal InstituteBeverly Hills, California
- Modern Day SmilesTampa, Florida
- Cornerstone Dental ArtsKnoxville, Tennessee