Artificial intelligence for dental implant classification and peri-implant disease detection: A clinical study

Artificial intelligence (AI) is transforming diagnostic accuracy in dental care, particularly in the field of implantology. A prospective research was conducted on 150 patients with 212 previously placed dental implants. The AI system correctly classified 97.2% of implants, with a sensitivity of 96.3% and specificity of 98.0%. For peri-implant disease detection, the system achieved 91.8% sensitivity and 93.4% specificity, with an overall AUC-ROC of 0.94. AI demonstrates high diagnostic performance in both implant classification and peri-implant disease detection.

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Journal
Bioinformation
Published
2025-08-31
DOI
https://doi.org/10.6026/973206300212361
Primary Topic
Dental Implant Techniques and Outcomes
Type
article
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article

Artificial intelligence for dental implant classification and peri-implant disease detection: A clinical study

Heena Dixit, Gulista Khan, Rahul Kumar Tiwari, Sunil Pal et al.
Bioinformation
Dental Implant Techniques and Outcomes
article

Artificial intelligence for dental implant classification and peri-implant disease detection: A clinical study

Heena Dixit, Gulista Khan, Rahul Kumar Tiwari, Sunil Pal, M Smitha, PASSONI Luiz Fernando C., Syed Aaliyah
article en

Abstract

Artificial intelligence (AI) is transforming diagnostic accuracy in dental care, particularly in the field of implantology. A prospective research was conducted on 150 patients with 212 previously placed dental implants. The AI system correctly classified 97.2% of implants, with a sensitivity of 96.3% and specificity of 98.0%. For peri-implant disease detection, the system achieved 91.8% sensitivity and 93.4% specificity, with an overall AUC-ROC of 0.94. AI demonstrates high diagnostic performance in both implant classification and peri-implant disease detection.

BioinformationVol. 21(08)
Government Medical College (IN), Government of Andhra Pradesh (IN), RKDF University (IN), Shri Maharaja Hari Singh Hospital (IN), Government of Karnataka (IN), Oxford Dental College and Hospital (IN), Government Dental College and Hospital (IN), MNR Dental College and Hospital (IN)
Openalex Percentile: Top 66%
Dental Implant Techniques and Outcomes
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Artificial intelligence for dental implant classification and peri-implant disease detection: A clinical study — Heena Dixit, Gulista Khan, et al. · Bioinformation (2025) | TGRS Research Map | TGRS