Comparative Analysis of Prediction Models in Dental Implantology: A Comparative Review

Authors

  • Akash Gopi
  • Vishwa Deepak Singh
  • Akash Gopi

DOI:

https://doi.org/10.63682/jns.v14i32S.7897

Keywords:

N\A

Abstract

The integration of predictive modeling in dental implantology has significantly enhanced treatment planning and prognostic evaluations. This study critically examines various predictive models utilized in dental implant assessments, encompassing both conventional statistical techniques and contemporary machine learning algorithms. By systematically comparing methodological frameworks, performance metrics, and clinical applicability, this analysis aims to provide clinicians and researchers with a well-informed basis for selecting suitable predictive models tailored to specific clinical contexts

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References

Yang X, Li X, Li X, Wu P, Shen L, Deng Y. ImplantFormer: Vision Transformer based Implant Position Regression Using Dental CBCT Data. arXiv preprint arXiv:2210.16467.

Yang X, Li X, Li X, Chen W, Shen L, Li X, Deng Y. Two-Stream Regression Network for Dental Implant Position Prediction. arXiv preprint arXiv:2305.10044.

Yang X, Xie J, Li X, Li X, Li X, Shen L, Deng Y. TCEIP: Text Condition Embedded Regression Network for Dental Implant Position Prediction. arXiv preprint arXiv:2306.14406.

Yang X, Xie J, Li X, Li X, Shen L, Deng Y. TCSloT: Text Guided 3D Context and Slope Aware Triple Network for Dental Implant Position Prediction. arXiv preprint arXiv:2308.05355.

Huang et al. Prediction models for the complication incidence and survival rate of dental implants—a systematic review and critical appraisal. Int J Implant Dent. 2025.

Wu et al. A Comprehensive Review of Recent Advances in Artificial Intelligence for Dentistry. Diagnostics. 2023

Oh et al. Deep learning-based prediction of osseointegration for dental implant using plain radiography. BMC Oral Health. 2023.

Sukegawa et al. Accuracy of Artificial Intelligence Models in Dental Implant Fixture Identification and Classification from Radiographs: A Systematic Review. PMC. 2024.

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Published

2025-07-02

How to Cite

1.
Gopi A, Singh VD, Gopi A. Comparative Analysis of Prediction Models in Dental Implantology: A Comparative Review. J Neonatal Surg [Internet]. 2025Jul.2 [cited 2025Jul.20];14(32S):3121-7. Available from: https://jneonatalsurg.com/index.php/jns/article/view/7897

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