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Expert Forum | Publishing Language: Chinese | Open Access

"Brain-inspired intelligence" in dental implant decision-making

Zetao CHEN( )Peisheng ZENGHaiwen LIUMengru SHIShijie CHENZhuofan CHEN
Institute of Stomatology & Department of Oral Implantology, Hospital of Stomatology, Guanghua School of Stomatology, Sun Yat-sen University and Guangdong Provincial Key Laboratory of Stomatology, Guangzhou 510055, China
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Abstract

At present, implant surgery robots have basically achieved "surgical intelligence", but "brain-inspired intelligence" of robots is still in the stage of theory and exploration. The formulation of a clinical implantation plan depends on the timing of implantation, implantation area, bone condition, surgical procedure, patient factors, etc., which need to evaluate the corresponding clinical decision indicators and clinical pathways. Inspired by evidence-based medicine and the potential of big data and deep learning, combined with the data characteristics of clinical decision indicators and clinical pathways that can be quantitatively or qualitatively analyzed, this review simulates the cognitive behavior and neural mechanisms of the human brain and proposes a feasible brain-inspired intelligence scheme by predicting the decision indices and executing clinical pathways intelligently, that is, "select clinical indicators and clarify clinical pathways -- construct database -- use deep learning to intelligently predict decision indicators -- intelligent execution of clinical pathways -- brain-inspired intelligence of implant decision-making". Combined with the previous research results of our team, this review also describes the process of realization of brain-inspired intelligence for immediate implant timing decisions, providing an example of the comprehensive realization of brain-inspired intelligence of implant surgery robots in the future. In the future, how to excavate and summarize other clinical decision factors and select the best way to realize the automatic prediction of evidence-based clinical indicators and pathways and finally realize the complete intellectualization of clinical diagnosis and treatment processes will be one of the directions that dental clinicians need to strive for.

CLC number: R78 Document code: A Article ID: 2096-1456(2023)04-0229-08

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Journal of Prevention and Treatment for Stomatological Diseases
Pages 229-236

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Cite this article:
CHEN Z, ZENG P, LIU H, et al. "Brain-inspired intelligence" in dental implant decision-making. Journal of Prevention and Treatment for Stomatological Diseases, 2023, 31(4): 229-236. https://doi.org/10.12016/j.issn.2096-1456.2023.04.001

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Received: 17 July 2022
Revised: 13 September 2022
Published: 20 April 2023
© 2023 by Editorial Department of Journal of Prevention and Treatment for Stomatological Diseases