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Classification of Contact Status and Positional Relationship Between Mandibular Third Molar and Inferior Alveolar Nerve on Panoramic Radiographs Based on Deep Learning

Classification of Contact Status and Positional Relationship Between Mandibular Third Molar and Inferior Alveolar Nerve on Panoramic Radiographs Based on Deep Learning

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2500114898
Enrollment
Unknown
Registered
2025-12-18
Start date
2025-12-22
Completion date
Unknown
Last updated
2026-01-05

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

Conditions

Mandibular third molar impaction

Interventions

Gold Standard:Using CBCT results as the gold standard
Index test:Compare the performance of ResNet-50, ConvNeXt, ViT, and Swin Transformer models in identifying the contact status and classifying the positional relationship between the mandibular third m

Sponsors

Stomatological Hospital of Shanxi Medical University
Lead Sponsor

Eligibility

Sex/Gender
All

Inclusion criteria

Inclusion criteria: 1.Aged >= 18 years, patients with mandibular third molar (MTM) who underwent both panoramic radiography (PAN) and CBCT examination at Shanxi Medical University Stomatological Hospital; 2.At least one MTM with fully developed root; 3.PAN shows overlap between MTM and inferior alveolar nerve (IAN); 4.Interval between PAN and CBCT imaging at the same time;

Exclusion criteria

Exclusion criteria: 1.Excessive buccolingual inclination of MTM; 2.Metal artifacts in the MTM area; 3.Lesions are present in the MTM area.

Design outcomes

Primary

MeasureTime frame
Accuracy of MTM-IAN contact status recognition;

Secondary

MeasureTime frame
Sensitivity;Specificity;

Countries

China

Contacts

Public ContactXing Wang

Stomatological Hospital of Shanxi Medical University

13934224604@163.com+86 351 469 0868

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026