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September 12, 2025Dentistry JournalOpen Access

Automated Detection of Periodontal Bone Loss in Two-Dimensional (2D) Radiographs Using Artificial Intelligence: A Systematic Review

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Authors

AIAlin M. IacobMFM. FernandezLRLaura Fernández Robledo

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Overview

Systematic review evaluates artificial intelligence's effectiveness in diagnosing periodontal bone loss, suggesting improved accuracy could impact clinical practices.

Key Points

  • Artificial intelligence enhances diagnostic accuracy for detecting periodontal bone loss on radiographs, reducing errors.
  • Twenty studies met inclusion criteria, showing AI's potential in analyzing two-dimensional radiographs effectively.
  • Systematic review followed PRISMA guidelines, ensuring comprehensive data extraction and bias assessment with QUADAS-2 index.
  • Limitations include variability in imaging protocols and lack of standardization, which impacts result comparability.

Cite This Study

Iacob et al. (2025) studied this question.

synapsesocial.com/papers/68d41dae713b0b5dfea67338https://doi.org/10.3390/dj13090413
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