Applications of artificial intelligence in dentistry: A comprehensive review. Issue 1 (29th November 2021)
- Record Type:
- Journal Article
- Title:
- Applications of artificial intelligence in dentistry: A comprehensive review. Issue 1 (29th November 2021)
- Main Title:
- Applications of artificial intelligence in dentistry: A comprehensive review
- Authors:
- Carrillo‐Perez, Francisco
Pecho, Oscar E.
Morales, Juan Carlos
Paravina, Rade D.
Della Bona, Alvaro
Ghinea, Razvan
Pulgar, Rosa
Pérez, María del Mar
Herrera, Luis Javier - Abstract:
- Abstract: Objective: To perform a comprehensive review of the use of artificial intelligence (AI) and machine learning (ML) in dentistry, providing the community with a broad insight on the different advances that these technologies and tools have produced, paying special attention to the area of esthetic dentistry and color research. Materials and methods: The comprehensive review was conducted in MEDLINE/PubMed, Web of Science, and Scopus databases, for papers published in English language in the last 20 years. Results: Out of 3871 eligible papers, 120 were included for final appraisal. Study methodologies included deep learning (DL; n = 76), fuzzy logic (FL; n = 12), and other ML techniques (n = 32), which were mainly applied to disease identification, image segmentation, image correction, and biomimetic color analysis and modeling. Conclusions: The insight provided by the present work has reported outstanding results in the design of high‐performance decision support systems for the aforementioned areas. The future of digital dentistry goes through the design of integrated approaches providing personalized treatments to patients. In addition, esthetic dentistry can benefit from those advances by developing models allowing a complete characterization of tooth color, enhancing the accuracy of dental restorations. Clinical significance: The use of AI and ML has an increasing impact on the dental profession and is complementing the development of digital technologies andAbstract: Objective: To perform a comprehensive review of the use of artificial intelligence (AI) and machine learning (ML) in dentistry, providing the community with a broad insight on the different advances that these technologies and tools have produced, paying special attention to the area of esthetic dentistry and color research. Materials and methods: The comprehensive review was conducted in MEDLINE/PubMed, Web of Science, and Scopus databases, for papers published in English language in the last 20 years. Results: Out of 3871 eligible papers, 120 were included for final appraisal. Study methodologies included deep learning (DL; n = 76), fuzzy logic (FL; n = 12), and other ML techniques (n = 32), which were mainly applied to disease identification, image segmentation, image correction, and biomimetic color analysis and modeling. Conclusions: The insight provided by the present work has reported outstanding results in the design of high‐performance decision support systems for the aforementioned areas. The future of digital dentistry goes through the design of integrated approaches providing personalized treatments to patients. In addition, esthetic dentistry can benefit from those advances by developing models allowing a complete characterization of tooth color, enhancing the accuracy of dental restorations. Clinical significance: The use of AI and ML has an increasing impact on the dental profession and is complementing the development of digital technologies and tools, with a wide application in treatment planning and esthetic dentistry procedures. … (more)
- Is Part Of:
- Journal of esthetic and restorative dentistry. Volume 34:Issue 1(2022)
- Journal:
- Journal of esthetic and restorative dentistry
- Issue:
- Volume 34:Issue 1(2022)
- Issue Display:
- Volume 34, Issue 1 (2022)
- Year:
- 2022
- Volume:
- 34
- Issue:
- 1
- Issue Sort Value:
- 2022-0034-0001-0000
- Page Start:
- 259
- Page End:
- 280
- Publication Date:
- 2021-11-29
- Subjects:
- artificial intelligence -- deep learning -- dentistry -- machine learning
Prosthodontics -- Periodicals
617.6 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1111/jerd.12844 ↗
- Languages:
- English
- ISSNs:
- 1496-4155
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4979.554000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 27153.xml