Introduction: Artificial intelligence (AI) has the potential to replicate human intelligence to perform prediction and complex decision making in health care and has significantly increased its presence and relevance in various tasks and applications in dentistry, especially endodontics. The aim of this review was to discuss the current endodontic applications of AI and potential future directions. Methods: Articles that have addressed the applications of AI in endodontics were evaluated for information pertinent to include in this narrative review. Results: AI models (eg, convolutional neural networks and/or artificial neural networks) have demonstrated various applications in endodontics such as studying root canal system anatomy, detecting periapical lesions and root fractures, determining working length measurements, predicting the viability of dental pulp stem cells, and predicting the success of retreatment procedures. The future of this technology was discussed in light of helping with scheduling, treating patients, drug-drug interactions, diagnosis with prognostic values, and robotic-assisted endodontic surgery. Conclusions: AI demonstrated accuracy and precision in terms of detection, determination, and disease prediction in endodontics. AI can contribute to the improvement of diagnosis and treatment that can lead to an increase in the success of endodontic treatment outcomes. However, it is still necessary to further verify the reliability, applicability, and cost-effectiveness of AI models before transferring these models into day-to-day clinical practice. (J Endod 2021;47:1352-1357.)
机构:
Univ Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Bindal, Priyadarshni
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Bindal, Umesh
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Taylors Univ, Sch Med, Selangor, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Bindal, Umesh
;
Lin, Chai Wen
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Univ Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Lin, Chai Wen
;
Abu Kasim, Noor Hayaty
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Univ Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Abu Kasim, Noor Hayaty
;
Ramasamy, Thamil Selvee A. P.
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Univ Malaya, Dept Mol Med, Fac Med, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Ramasamy, Thamil Selvee A. P.
;
Dabbagh, Ali
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Univ Malaya, Inst Res Management & Monitoring IPPP, Wellness Res Cluster, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Dabbagh, Ali
;
Salwana, Ely
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h-index: 0
机构:
Univ Kebangsan, Inst Virtual Informat, Bangi, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Salwana, Ely
;
Shamshirband, Shahaboddin
论文数: 0引用数: 0
h-index: 0
机构:
Ton Duc Thang Univ, Dept Management Sci & Technol Dev, Ho Chi Minh City, Vietnam
Ton Duc Thang Univ, Fac Informat Technol, Ho Chi Minh City, VietnamUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
机构:
PreciDent Ctr Facial & Dent Med, St Petersburg, FL USA
3333 Pinnacle Hills Pkwy Suite 140, Rogers, AR 72758 USAPreciDent Ctr Facial & Dent Med, St Petersburg, FL USA
Bolding, Scotty L.
;
Reebye, Uday N.
论文数: 0引用数: 0
h-index: 0
机构:
Triangle Implant Ctr, Durham, NC USAPreciDent Ctr Facial & Dent Med, St Petersburg, FL USA
机构:
Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USABoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Chapman, Margaret N.
;
Nadgir, Rohini N.
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Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USABoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Nadgir, Rohini N.
;
Akman, Andrew S.
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Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USABoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Akman, Andrew S.
;
Saito, Naoko
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Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Saitama Med Univ, Saitama Int Med Ctr, Dept Radiol, Saitama, JapanBoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Saito, Naoko
;
Sekiya, Kotaro
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Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Nihon Univ, Sch Dent, Dept Radiol, Matsudo, Chiba 271, JapanBoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Sekiya, Kotaro
;
Kaneda, Takashi
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机构:
Nihon Univ, Sch Dent, Dept Radiol, Matsudo, Chiba 271, JapanBoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
机构:
Univ Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Bindal, Priyadarshni
;
Bindal, Umesh
论文数: 0引用数: 0
h-index: 0
机构:
Taylors Univ, Sch Med, Selangor, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Bindal, Umesh
;
Lin, Chai Wen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Lin, Chai Wen
;
Abu Kasim, Noor Hayaty
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Abu Kasim, Noor Hayaty
;
Ramasamy, Thamil Selvee A. P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Dept Mol Med, Fac Med, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Ramasamy, Thamil Selvee A. P.
;
Dabbagh, Ali
论文数: 0引用数: 0
h-index: 0
机构:
Univ Malaya, Inst Res Management & Monitoring IPPP, Wellness Res Cluster, Kuala Lumpur, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Dabbagh, Ali
;
Salwana, Ely
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kebangsan, Inst Virtual Informat, Bangi, MalaysiaUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
Salwana, Ely
;
Shamshirband, Shahaboddin
论文数: 0引用数: 0
h-index: 0
机构:
Ton Duc Thang Univ, Dept Management Sci & Technol Dev, Ho Chi Minh City, Vietnam
Ton Duc Thang Univ, Fac Informat Technol, Ho Chi Minh City, VietnamUniv Malaya, Dept Restorat Dent, Fac Dent, Kuala Lumpur, Malaysia
机构:
PreciDent Ctr Facial & Dent Med, St Petersburg, FL USA
3333 Pinnacle Hills Pkwy Suite 140, Rogers, AR 72758 USAPreciDent Ctr Facial & Dent Med, St Petersburg, FL USA
Bolding, Scotty L.
;
Reebye, Uday N.
论文数: 0引用数: 0
h-index: 0
机构:
Triangle Implant Ctr, Durham, NC USAPreciDent Ctr Facial & Dent Med, St Petersburg, FL USA
机构:
Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USABoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Chapman, Margaret N.
;
Nadgir, Rohini N.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USABoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Nadgir, Rohini N.
;
Akman, Andrew S.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USABoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Akman, Andrew S.
;
Saito, Naoko
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Saitama Med Univ, Saitama Int Med Ctr, Dept Radiol, Saitama, JapanBoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Saito, Naoko
;
Sekiya, Kotaro
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Nihon Univ, Sch Dent, Dept Radiol, Matsudo, Chiba 271, JapanBoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA
Sekiya, Kotaro
;
Kaneda, Takashi
论文数: 0引用数: 0
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机构:
Nihon Univ, Sch Dent, Dept Radiol, Matsudo, Chiba 271, JapanBoston Univ, Dept Radiol, Boston Med Ctr, Sch Med, Boston, MA 02118 USA