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:
Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Tsinghua Univ Shenzhen, Biomech & Biotechnol Lab, Res Inst, Shenzhen 518057, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
Cui, Yangyang
Zhu, Jia
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Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Tsinghua Univ Shenzhen, Biomech & Biotechnol Lab, Res Inst, Shenzhen 518057, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
Zhu, Jia
Duan, Zhili
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Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Tsinghua Univ Shenzhen, Biomech & Biotechnol Lab, Res Inst, Shenzhen 518057, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
Duan, Zhili
Liao, Zhenhua
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Tsinghua Univ Shenzhen, Biomech & Biotechnol Lab, Res Inst, Shenzhen 518057, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
Liao, Zhenhua
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Wang, Song
Liu, Weiqiang
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Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
Tsinghua Univ, Dept Mech Engn, Beijing 100084, Peoples R China
Tsinghua Univ Shenzhen, Biomech & Biotechnol Lab, Res Inst, Shenzhen 518057, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Shenzhen 518055, Peoples R China
机构:
NYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USA
NYU Langone Hlth, Dept Orthoped Surg, New York, NY 10016 USANYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USA
Gyftopoulos, Soterios
Lin, Dana
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NYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USANYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USA
Lin, Dana
Knoll, Florian
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NYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USANYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USA
Knoll, Florian
Doshi, Ankur M.
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NYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USANYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USA
Doshi, Ankur M.
Rodrigues, Tatiane Cantarelli
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NYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USANYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USA
Rodrigues, Tatiane Cantarelli
Recht, Michael P.
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NYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USANYU Langone Hlth, Dept Radiol, 660 First Ave, New York, NY 10016 USA
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Fudan Univ, Eye & ENT Hosp, Eye Inst, Shanghai, Peoples R China
Fudan Univ, Eye & ENT Hosp, Dept Ophthalmol, Shanghai, Peoples R China
Chinese Acad Med Sci, NHC Key Lab Myopia & Related Eye Dis, Shanghai, Peoples R China
Chinese Acad Med Sci, Key Lab Myopia & Related Eye Dis, Shanghai, Peoples R China
Shanghai Key Lab Visual Impairment & Restorat, Shanghai, Peoples R ChinaSingapore Natl Eye Ctr, Singapore, Singapore
Zhu, Xiangjia
Ang, Marcus
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Singapore Natl Eye Ctr, Singapore, Singapore
Singapore Eye Res Inst, Singapore, Singapore
Duke NUS Med Sch, Dept Ophthalmol & Visual Sci, Singapore, SingaporeSingapore Natl Eye Ctr, Singapore, Singapore
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Cedars Sinai Med Ctr, Dept Med, Div Artificial Intelligence Med, 6500 Wilshire Blvd, Los Angeles, CA 90048 USA
Cedars Sinai Med Ctr, Div Artificial Intelligence Med, Dept Biomed Sci & Imaging, 6500 Wilshire Blvd, Los Angeles, CA 90048 USA
Univ Calgary, Dept Cardiac Sci, Calgary, AB, CanadaCedars Sinai Med Ctr, Dept Med, Div Artificial Intelligence Med, 6500 Wilshire Blvd, Los Angeles, CA 90048 USA
Miller, Robert J. H.
Slomka, Piotr J.
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Cedars Sinai Med Ctr, Dept Med, Div Artificial Intelligence Med, 6500 Wilshire Blvd, Los Angeles, CA 90048 USA
Cedars Sinai Med Ctr, Div Artificial Intelligence Med, Dept Biomed Sci & Imaging, 6500 Wilshire Blvd, Los Angeles, CA 90048 USACedars Sinai Med Ctr, Dept Med, Div Artificial Intelligence Med, 6500 Wilshire Blvd, Los Angeles, CA 90048 USA
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Dana Farber Canc Inst, Dept Data Sci, 450 Brookline Ave, Boston, MA 02215 USA
Brigham & Womens Hosp, Dept Pathol, Boston, MA USA
Harvard Med Sch, Boston, MA USADana Farber Canc Inst, Dept Data Sci, 450 Brookline Ave, Boston, MA 02215 USA
Lotter, William
Hassett, Michael J.
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Harvard Med Sch, Boston, MA USA
Dana Farber Canc Inst, Div Populat Sci, Boston, MA USA
Dana Farber Canc Inst, Dept Med Oncol, Boston, MA USADana Farber Canc Inst, Dept Data Sci, 450 Brookline Ave, Boston, MA 02215 USA
Hassett, Michael J.
Schultz, Nikolaus
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Mem Sloan Kettering Canc Ctr, Marie Josee & Henry R Kravis Ctr Mol Oncol, New York, NY USA
Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY USADana Farber Canc Inst, Dept Data Sci, 450 Brookline Ave, Boston, MA 02215 USA
Schultz, Nikolaus
Kehl, Kenneth L.
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Harvard Med Sch, Boston, MA USA
Dana Farber Canc Inst, Div Populat Sci, Boston, MA USA
Dana Farber Canc Inst, Dept Med Oncol, Boston, MA USADana Farber Canc Inst, Dept Data Sci, 450 Brookline Ave, Boston, MA 02215 USA
Kehl, Kenneth L.
Van Allen, Eliezer M.
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Harvard Med Sch, Boston, MA USA
Dana Farber Canc Inst, Div Populat Sci, Boston, MA USA
Dana Farber Canc Inst, Dept Med Oncol, Boston, MA USA
Broad Inst MIT & Harvard, Canc Program, Cambridge, MA USADana Farber Canc Inst, Dept Data Sci, 450 Brookline Ave, Boston, MA 02215 USA
Van Allen, Eliezer M.
Cerami, Ethan
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Dana Farber Canc Inst, Dept Data Sci, 450 Brookline Ave, Boston, MA 02215 USA
Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA USADana Farber Canc Inst, Dept Data Sci, 450 Brookline Ave, Boston, MA 02215 USA