ChatGPT for shaping the future of dentistry: the potential of multi-modal large language model

被引:124
作者
Huang, Hanyao [1 ,2 ,3 ]
Zheng, Ou [4 ]
Wang, Dongdong [4 ]
Yin, Jiayi [1 ,2 ,3 ]
Wang, Zijin [4 ]
Ding, Shengxuan [5 ]
Yin, Heng [1 ,2 ,3 ]
Xu, Chuan [6 ,7 ]
Yang, Renjie [8 ,9 ,10 ]
Zheng, Qian [1 ,2 ,3 ]
Shi, Bing [1 ,2 ,3 ]
机构
[1] Sichuan Univ, West China Hosp Stomatol, State Key Lab Oral Dis, Chengdu, Peoples R China
[2] Sichuan Univ, West China Hosp Stomatol, Natl Clin Res Ctr Oral Dis, Chengdu, Peoples R China
[3] Sichuan Univ, West China Hosp Stomatol, Dept Oral & Maxillofacial Surg, Chengdu, Peoples R China
[4] Univ Cent Florida, Dept Civil Environm & Construct Engn, Orlando, FL 32816 USA
[5] Univ Cent Florida, Coll Transportat Engn, Orlando, FL USA
[6] Southwest Jiaotong Univ, Sch Transportat & Logist, Chengdu, Peoples R China
[7] NYU, Ctr C2SMART, Tandon Sch Engn, Brooklyn, NY USA
[8] Sichuan Univ, West China Hosp Stomatol, State Key Lab Oral Dis, Chengdu, Peoples R China
[9] Sichuan Univ, West China Hosp Stomatol, Natl Clin Res Ctr Oral Dis, Chengdu, Peoples R China
[10] Sichuan Univ, West China Hosp Stomatol, Eastern Clin, Chengdu, Peoples R China
关键词
DIAGNOSIS; OUTCOMES; RECORDS; CANCER;
D O I
10.1038/s41368-023-00239-y
中图分类号
R78 [口腔科学];
学科分类号
1003 ;
摘要
The ChatGPT, a lite and conversational variant of Generative Pretrained Transformer 4 (GPT-4) developed by OpenAI, is one of the milestone Large Language Models (LLMs) with billions of parameters. LLMs have stirred up much interest among researchers and practitioners in their impressive skills in natural language processing tasks, which profoundly impact various fields. This paper mainly discusses the future applications of LLMs in dentistry. We introduce two primary LLM deployment methods in dentistry, including automated dental diagnosis and cross-modal dental diagnosis, and examine their potential applications. Especially, equipped with a cross-modal encoder, a single LLM can manage multi-source data and conduct advanced natural language reasoning to perform complex clinical operations. We also present cases to demonstrate the potential of a fully automatic Multi-Modal LLM AI system for dentistry clinical application. While LLMs offer significant potential benefits, the challenges, such as data privacy, data quality, and model bias, need further study. Overall, LLMs have the potential to revolutionize dental diagnosis and treatment, which indicates a promising avenue for clinical application and research in dentistry.
引用
收藏
页数:13
相关论文
共 108 条
[81]   High-Resolution Image Synthesis with Latent Diffusion Models [J].
Rombach, Robin ;
Blattmann, Andreas ;
Lorenz, Dominik ;
Esser, Patrick ;
Ommer, Bjoern .
2022 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2022, :10674-10685
[82]  
Roy A, 2021, 2021 CONFERENCE ON EMPIRICAL METHODS IN NATURAL LANGUAGE PROCESSING (EMNLP 2021), P5357
[83]  
Saharia C, 2022, Arxiv, DOI arXiv:2205.11487
[84]   Evaluation of Postoperative Outcomes in Two Cleft Palate Repair Techniques without Relaxing Incisions [J].
Sakran, Karim A. ;
Wu, Min ;
Yin, Heng ;
Wang, Yan ;
Li, Chenghao ;
Alkebsi, Khaled ;
Telha, Wael A. ;
Zheng, Qian ;
Huang, Hanyao ;
Shi, Bing .
PLASTIC AND RECONSTRUCTIVE SURGERY, 2023, 152 (01) :145-154
[85]   Evaluation of late cleft palate repair by a modified technique without relaxing incisions [J].
Sakran, Karim Ahmed ;
Yin, Jiayi ;
Yang, Renjie ;
Alkebsi, Khaled ;
Elayah, Sadam Ahmed ;
Al-Rokhami, Remsh Khaled ;
Holkom, Mohammed Ali ;
Liu, Yingmeng ;
Wang, Yan ;
Yang, Chao ;
Shi, Bing ;
Huang, Hanyao .
JOURNAL OF STOMATOLOGY ORAL AND MAXILLOFACIAL SURGERY, 2023, 124 (04)
[86]   Early Cleft Palate Repair by a Modified Technique Without Relaxing Incisions [J].
Sakran, Karim Ahmed ;
Yin, Jiayi ;
Yang, Renjie ;
Elayah, Sadam Ahmed ;
Alkebsi, Khaled ;
Zhang, Shiming ;
Wang, Yan ;
Shi, Bing ;
Huang, Hanyao .
CLEFT PALATE CRANIOFACIAL JOURNAL, 2024, 61 (04) :646-653
[87]   Detecting formal thought disorder by deep contextualized word representations [J].
Sarzynska-Wawer, Justyna ;
Wawer, Aleksander ;
Pawlak, Aleksandra ;
Szymanowska, Julia ;
Stefaniak, Izabela ;
Jarkiewicz, Michal ;
Okruszek, Lukasz .
PSYCHIATRY RESEARCH, 2021, 304
[88]   Atypical Nelson Syndrome Following Right Partial and Left Total Nephrectomy With Incidental Bilateral Total Adrenalectomy of Renal Cell Carcinoma: A Chat Generative Pre-Trained Transformer (ChatGPT)-Assisted Case Report and Literature Review [J].
Schuppe, Kyle ;
Burke, Skyler ;
Cohoe, Blake ;
Chang, Kevin ;
Lance, Raymond S. ;
Mroch, Henry .
CUREUS JOURNAL OF MEDICAL SCIENCE, 2023, 15 (03)
[89]   Artificial Intelligence in Dentistry: Chances and Challenges [J].
Schwendicke, F. ;
Samek, W. ;
Krois, J. .
JOURNAL OF DENTAL RESEARCH, 2020, 99 (07) :769-774
[90]   ChatGPT from radiologists' perspective [J].
Sendur, Halit Nahit ;
Sendur, Aylin Billur ;
Cerit, Mahi Nur .
BRITISH JOURNAL OF RADIOLOGY, 2023, 96 (1148)