Multimodal Deep Learning–Based Screening of Degenerative Temporomandibular Joint Disease Using <scp>2D</scp> Radiography: A Cost‐Effective and Low‐Radiation Approach

This multimodal deep learning model enables effective, low-radiation, and cost-efficient screening for TMJ DJD using widely available 2D radiographs. Combining panoramic and lateral cephalometric imaging represents a promising approach for enhancing clinical screening accuracy. Larger multicenter studies are warranted for further validation.

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Publication Details

Journal
Oral Diseases
Published
2026-03-07
DOI
https://doi.org/10.1111/odi.70268
Primary Topic
Temporomandibular Joint Disorders
Type
article
Field-Weighted Citation Impact
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article

Multimodal Deep Learning–Based Screening of Degenerative Temporomandibular Joint Disease Using 2D Radiography: A Cost‐Effective and Low‐Radiation Approach

Kang Li, Mi Yang, Yi-Xiang Wang, Xin Xiong et al.
Oral Diseases
Temporomandibular Joint Disorders
article

Multimodal Deep Learning–Based Screening of Degenerative Temporomandibular Joint Disease Using 2D Radiography: A Cost‐Effective and Low‐Radiation Approach

Kang Li, Mi Yang, Yi-Xiang Wang, Xin Xiong, Liang Zhao, Yunhao Zheng
article en

Abstract

This multimodal deep learning model enables effective, low-radiation, and cost-efficient screening for TMJ DJD using widely available 2D radiographs. Combining panoramic and lateral cephalometric imaging represents a promising approach for enhancing clinical screening accuracy. Larger multicenter studies are warranted for further validation.

Oral Diseases
Sichuan University (CN), West China Medical Center of Sichuan University (CN), HealthMedia (United States) (US), State Key Laboratory of Oral Diseases
Openalex Percentile: Top 30%
Temporomandibular Joint Disorders
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Multimodal Deep Learning–Based Screening of Degenerative Temporomandibular Joint Disease Using <scp>2D</scp> Radiography: A Cost‐Effective and Low‐Radiation Approach — Kang Li, Mi Yang, et al. · Oral Diseases (2026) | TGRS Research Map | TGRS