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Huang H, Zheng O, Wang D, Yin J, Wang Z, Ding S, Yin H, Xu C, Yang R, Zheng Q, Shi B. ChatGPT for shaping the future of dentistry: the potential of multi-modal large language model. Int J Oral Sci 2023; 15:29. [PMID: 37507396 PMCID: PMC10382494 DOI: 10.1038/s41368-023-00239-y] [Citation(s) in RCA: 26] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 07/06/2023] [Accepted: 07/13/2023] [Indexed: 07/30/2023] Open
Abstract
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.
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Affiliation(s)
- Hanyao Huang
- State Key Laboratory of Oral Diseases & National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, China.
| | - Ou Zheng
- Department of Civil, Environmental & Construction Engineering, University of Central Florida, Orlando, USA.
| | - Dongdong Wang
- Department of Civil, Environmental & Construction Engineering, University of Central Florida, Orlando, USA
| | - Jiayi Yin
- State Key Laboratory of Oral Diseases & National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Zijin Wang
- Department of Civil, Environmental & Construction Engineering, University of Central Florida, Orlando, USA
| | - Shengxuan Ding
- College of Transportation Engineering, University of Central Florida, Orlando, USA
| | - Heng Yin
- State Key Laboratory of Oral Diseases & National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Chuan Xu
- School of Transportation and Logistics, Southwest Jiaotong University, Chengdu, China
- C2SMART Center, Tandon School of Engineering, New York University, Brooklyn, USA
| | - Renjie Yang
- State Key Laboratory of Oral Diseases & National Clinical Research Center for Oral Diseases & Eastern Clinic, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Qian Zheng
- State Key Laboratory of Oral Diseases & National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Bing Shi
- State Key Laboratory of Oral Diseases & National Clinical Research Center for Oral Diseases & Department of Oral and Maxillofacial Surgery, West China Hospital of Stomatology, Sichuan University, Chengdu, China
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Herpes Virus, Oral Clinical Signs and QoL: Systematic Review of Recent Data. Viruses 2019; 11:v11050463. [PMID: 31117264 PMCID: PMC6563194 DOI: 10.3390/v11050463] [Citation(s) in RCA: 62] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Revised: 05/16/2019] [Accepted: 05/20/2019] [Indexed: 02/05/2023] Open
Abstract
This manuscript aims to highlight all the clinical features of the herpes virus, with a particular focus on oral manifestations and in the maxillofacial district about Herpes Simplex Virus-1 (HSV-1) and Herpes Simplex Virus-2 (HSV-2). Oral herpes virus is a very common and often debilitating infectious disease for patients, affecting oral health and having important psychological implications. The collection of relevant data comes from the scientific databases Pubmed, Embase; initially this collection obtained an extremely high number of results, 1415. After applying the inclusion and exclusion criteria, as well as a manual screening, the results included in this review were limited to 14. The results were expressed by evaluating all the signs and symptoms that this pathology entails during the study, paying attention to the characteristics linked to the quality of life and the psychological implications. This pathology has numerous therapies, which often make the healing phase of the manifestations of this viral pathology more comfortable. The therapies currently used for the treatment of this viral infection are pharmacological, topical, systemic, or instrumental, for example with laser devices.
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Glurich I, Bartkowiak B, Berg RL, Acharya A. Screening for dysglycaemia in dental primary care practice settings: systematic review of the evidence. Int Dent J 2018; 68:369-377. [PMID: 29740815 PMCID: PMC9379002 DOI: 10.1111/idj.12405] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
INTRODUCTION Increasing prevalence of diabetes and periodontal disease is prompting identification of additional clinical settings to identify patients at risk for dysglycaemia. A systematic review of studies that have examined feasibility of screening for at-risk patients in general dentistry settings at point-of-care (POC) was undertaken. MATERIALS AND METHODS Systematic review of pragmatic clinical field trials piloting POC screening for dysglycaemia risk in dental settings was undertaken in studies whose primary objective was to explore rates of dysglycaemia among undiagnosed patient populations. RESULTS Among 17 dental clinical field trials identified, 10 were systematically reviewed. High rates of undiagnosed dysglycaemia were detected among dental patients by biological screening in all trials. Notably, substantive differences in study design and population characteristics were identified, precluding meta-analysis. CONCLUSION Screening for dysglycaemia in dental offices effectively identified high-risk patients requiring triage for glycaemic management. Considerations for future clinical trial design were advanced to establish an evidence base amenable to meta-analysis of the relative translational value of glycaemic screening in dental settings.
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Affiliation(s)
- Ingrid Glurich
- Center for Oral and Systemic Health, Marshfield Clinic Research Institute, Marshfield, WI, USA
| | - Barbara Bartkowiak
- Division of Marshfield Clinic Health System, Medical Library, Marshfield Clinic Medical Education, Marshfield, WI, USA
| | - Richard L. Berg
- Biomedical Informatics Research Center, Marshfield Clinic Research Institute, Marshfield, WI, USA
| | - Amit Acharya
- Center for Oral and Systemic Health, Marshfield Clinic Research Institute, Marshfield, WI, USA
- Biomedical Informatics Research Center, Marshfield Clinic Research Institute, Marshfield, WI, USA
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Saglam-Aydinatay B, Uysal S, Taner T. Facilitators and barriers to referral compliance among dental patients with increased risk of obstructive sleep apnea. Acta Odontol Scand 2018; 76:86-91. [PMID: 28984173 DOI: 10.1080/00016357.2017.1386797] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
OBJECTIVE Our aims were to determine the adherence rate to dentist referrals for sleep apnea evaluation and the barriers and facilitators to referral compliance. MATERIAL AND METHODS A sample of 1099 patients was screened with the STOP-Bang questionnaire. Those with elevated risk were referred for a sleep evaluation. An interview was conducted over the phone to determine compliance to referral and the barriers and facilitators to compliance. RESULTS Of the 1099 patients (mean age: 45.1 ± 10 years) screened, 224 (20.4%) patients were determined to be at-risk for obstructive sleep apnea (OSA). Only 41 (18.3%) patients with increased risk adhered to referral recommendation. Demographic and health characteristics did not show significant differences between the compliant and non-compliant patients. The most common facilitators to compliance were increased awareness about OSA (N = 25, 65%) and dentist recommendation (N = 14, 34.1%), whereas the most common barriers to referral compliance were misconceptions about OSA (N = 69, 37.7%) and work responsibilities (N = 44, 24%). CONCLUSIONS Only a small percentage of patients adhered to the recommendation of their dentist to see a sleep specialist. Increased awareness about OSA and dentist recommendation were the most common factors that facilitated compliance, whereas misconceptions about OSA and work responsibilities were the most common barriers to patient compliance.
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Affiliation(s)
- Banu Saglam-Aydinatay
- Department of Orthodontics, Faculty of Dentistry, Hacettepe University, Ankara, Turkey
| | - Serdar Uysal
- Department of Oral and Maxillofacial Radiology, Faculty of Dentistry, Hacettepe University, Ankara, Turkey
| | - Tülin Taner
- Department of Orthodontics, Faculty of Dentistry, Hacettepe University, Ankara, Turkey
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Glick M, Greenberg BL. The Role of Oral Health Care Professionals in Providing Medical Services. J Dent Educ 2017; 81:eS180-eS185. [DOI: 10.21815/jde.017.025] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2017] [Accepted: 02/17/2017] [Indexed: 12/19/2022]
Affiliation(s)
| | - Barbara L. Greenberg
- Department of Epidemiology and Community Health; School of Health Sciences and Practice, New York Medical College
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