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Research on the development and clinical validation of an AI-driven precision diagnostic system for periodontal disease with multimodal data fusion

Research on the development and clinical validation of an AI-driven precision diagnostic system for periodontal disease with multimodal data fusion

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2600126736
Enrollment
Unknown
Registered
2026-06-15
Start date
2026-06-15
Completion date
Unknown
Last updated
2026-06-22

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Periodontal disease

Interventions

Gold Standard:The diagnostic results made by six experts with associate senior professional titles or above in periodontology, based on the new international classification of periodontal diseases rel

Sponsors

Peking University Hospital of Stomatology
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 60 Years

Inclusion criteria

Inclusion criteria: 1. Able to understand the research content and cooperate in signing the informed consent form. 2. Inclusion criteria for periodontal health volunteers: sites with probing bleeding =10%, probing depth =5 mm; radiographic bone loss up to the middle third of the root or more; teeth lost due to periodontitis =6 mm, vertical bone loss >=3 mm, furcation involvement degree II or III, moderate alveolar ridge defects. 8. Periodontal disease subgrouping: E, Stage IV periodontitis: the site with the worst interproximal CAL is >=5 mm; radiographic bone loss up to the middle third of the root or more; teeth lost due to periodontitis >=5; in addition to meeting the complexity criteria of Stage III, at least one of the following complexity adjustment factors must be present: impaired masticatory function, secondary trauma (tooth mobility >=2), severe alveolar ridge defects, occlusal disorders, misalignment, scattered gaps, fewer than 20 remaining teeth (10 functional pairs).

Exclusion criteria

Exclusion criteria: 1.Confirmed history of hepatitis B, tuberculosis, hepatitis C, syphilis, HIV infection, etc. 2.Pregnant or breastfeeding women. 3.Received periodontal treatment (basic periodontal therapy or surgical treatment) within the previous 6 months. 4.Taken specific medications (e.g., anticoagulants, hormones, antibiotics) within the previous 3 months. 5.Received orthodontic or orthognathic surgery. 6.History of bisphosphonate use or head and neck radiotherapy.

Design outcomes

Primary

MeasureTime frame
Probing Depth, PD;Sensitivity;Specificity;

Secondary

MeasureTime frame
Clinical attachment loss,CAL;Plaque Index, PLI;Biomarkers;Bleeding Index, BI;Alveolar Bone Loss Height;Alveolar bone loss percentage;Bone Defect Morphology;Bone Defect Width;Bone Defect Depth;Bone Defect Angle;Accuracy;Precision;Recall;F1?Score;ROC-AUC;Software usability;Diagnostic Time;

Countries

China

Contacts

Public ContactWenjie Hu

Peking University Hospital of Stomatology

huwenjie@pkuss.bjmu.edu.cn+86 10 82195368

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Jun 29, 2026