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Wang Y, Chen Y, Sheng J. Assessing ChatGPT as a Medical Consultation Assistant for Chronic Hepatitis B: Cross-Language Study of English and Chinese. JMIR Med Inform 2024; 12:e56426. [PMID: 39115930 PMCID: PMC11342014 DOI: 10.2196/56426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 05/24/2024] [Accepted: 07/21/2024] [Indexed: 08/10/2024] Open
Abstract
BACKGROUND Chronic hepatitis B (CHB) imposes substantial economic and social burdens globally. The management of CHB involves intricate monitoring and adherence challenges, particularly in regions like China, where a high prevalence of CHB intersects with health care resource limitations. This study explores the potential of ChatGPT-3.5, an emerging artificial intelligence (AI) assistant, to address these complexities. With notable capabilities in medical education and practice, ChatGPT-3.5's role is examined in managing CHB, particularly in regions with distinct health care landscapes. OBJECTIVE This study aimed to uncover insights into ChatGPT-3.5's potential and limitations in delivering personalized medical consultation assistance for CHB patients across diverse linguistic contexts. METHODS Questions sourced from published guidelines, online CHB communities, and search engines in English and Chinese were refined, translated, and compiled into 96 inquiries. Subsequently, these questions were presented to both ChatGPT-3.5 and ChatGPT-4.0 in independent dialogues. The responses were then evaluated by senior physicians, focusing on informativeness, emotional management, consistency across repeated inquiries, and cautionary statements regarding medical advice. Additionally, a true-or-false questionnaire was employed to further discern the variance in information accuracy for closed questions between ChatGPT-3.5 and ChatGPT-4.0. RESULTS Over half of the responses (228/370, 61.6%) from ChatGPT-3.5 were considered comprehensive. In contrast, ChatGPT-4.0 exhibited a higher percentage at 74.5% (172/222; P<.001). Notably, superior performance was evident in English, particularly in terms of informativeness and consistency across repeated queries. However, deficiencies were identified in emotional management guidance, with only 3.2% (6/186) in ChatGPT-3.5 and 8.1% (15/154) in ChatGPT-4.0 (P=.04). ChatGPT-3.5 included a disclaimer in 10.8% (24/222) of responses, while ChatGPT-4.0 included a disclaimer in 13.1% (29/222) of responses (P=.46). When responding to true-or-false questions, ChatGPT-4.0 achieved an accuracy rate of 93.3% (168/180), significantly surpassing ChatGPT-3.5's accuracy rate of 65.0% (117/180) (P<.001). CONCLUSIONS In this study, ChatGPT demonstrated basic capabilities as a medical consultation assistant for CHB management. The choice of working language for ChatGPT-3.5 was considered a potential factor influencing its performance, particularly in the use of terminology and colloquial language, and this potentially affects its applicability within specific target populations. However, as an updated model, ChatGPT-4.0 exhibits improved information processing capabilities, overcoming the language impact on information accuracy. This suggests that the implications of model advancement on applications need to be considered when selecting large language models as medical consultation assistants. Given that both models performed inadequately in emotional guidance management, this study highlights the importance of providing specific language training and emotional management strategies when deploying ChatGPT for medical purposes. Furthermore, the tendency of these models to use disclaimers in conversations should be further investigated to understand the impact on patients' experiences in practical applications.
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Affiliation(s)
- Yijie Wang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Yining Chen
- Department of Urology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Jifang Sheng
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
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Shan S, You H, Niu J, Shang J, Xie W, Zhang Y, Li X, Ren H, Tang H, Ding H, Wang X, Nan Y, Dou X, Han T, Zhang L, Liu X, Deng C, Cheng J, Wang X, Xie Q, Lin S, Huang Y, Xu Y, Xiong Y, Li W, Yan X, Piao H, Huang W, Lu Q, Gong W, Li S, Hu X, Zhang X, Liu S, Li Y, Yang D, Li H, Yang C, Cheng M, Zhang L, Zheng H, Luo X, Lin F, Wang L, Xu G, Xu X, Wei L, Hou J, Duan Z, Zhuang H, Yang X, Kong Y, Jia J. Baseline Characteristics and Treatment Patterns of the Patients Recruited to the China Registry of Hepatitis B. J Clin Transl Hepatol 2019; 7:322-328. [PMID: 31915601 PMCID: PMC6943209 DOI: 10.14218/jcth.2019.00052] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/13/2019] [Revised: 12/03/2019] [Accepted: 12/11/2019] [Indexed: 02/07/2023] Open
Abstract
Background and Aims: Chronic hepatitis B virus (HBV) infection remains a major public health problem globally. Here, we describe the baseline characteristics and treatment profiles of HBV-infected patients recruited to the China Registry of Hepatitis B. Methods: Inclusion criteria were patients with different stages of chronic HBV infection and complete key data. Exclusion criteria were patients with hepatocellular carcinoma. The baseline clinical, laboratory and treatment profiles were analyzed. Results: Finally, 40,431 patients were included. The median age was 43 years, with 65.2% being men and 51.3% being positive for hepatitis B e antigen (HBeAg). The most common initial diagnosis was chronic hepatitis B (81.0%), followed by cirrhosis (9.3%), inactive carrier of hepatitis B surface antigen (HBsAg) (6.7%), and immune tolerant phase of hepatitis B infection (3.0%). Among the 21,228 patients who were on treatment, 88.0%, 10.0% and 2.0% received nucleos(t)ide analogues (NAs), interferon or combination of NAs and interferon, respectively. The proportion of patients who received preferred NAs (entecavir or tenofovir disoproxil fumarate) had increased from 13.5% in 2003 to 79.7% in 2016. Conclusions: We concluded that middle-aged men accounted for most of the patients with chronic hepatitis B in this cross-sectional study. About half of the patients were HBeAg-positive. NAs were the most commonly used therapy, and use of the preferred NAs had steadily increased in the past decade.
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Affiliation(s)
- Shan Shan
- Liver Research Center, Beijing Friendship Hospital, Capital Medical University, Beijing Key Laboratory of Translational Medicine on Liver Cirrhosis, National Clinical Research Center for Digestive Diseases, Beijing, China
| | - Hong You
- Liver Research Center, Beijing Friendship Hospital, Capital Medical University, Beijing Key Laboratory of Translational Medicine on Liver Cirrhosis, National Clinical Research Center for Digestive Diseases, Beijing, China
| | - Junqi Niu
- Department of Hepatology, First Hospital of Jilin University, Changchun, Jilin, China
| | - Jia Shang
- Department of Infectious Diseases, Henan Provincial People’s Hospital, Zhengzhou, Henan, China
| | - Wen Xie
- Center of Liver Diseases, Beijing Ditan Hospital, Capital Medical University, Beijing, China
| | - Yuexin Zhang
- Department of Infectious Diseases, First Affiliated Hospital of Xinjiang Medical University, Urumqi, Xinjiang, China
| | - Xun Li
- Department of General Surgery, The First Hospital of Lanzhou University, Lanzhou, Gansu, China
| | - Hong Ren
- Department of Infectious Diseases, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Hong Tang
- Center of Infectious Diseases, West China Hospital of Sichuan University, Chengdu, Sichuan, China
| | - Huiguo Ding
- Department of Gastroenterology and Hepatology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Xihong Wang
- Center of Infectious Diseases, The Third People’s Hospital of Taiyuan, Taiyuan, Shanxi, China
| | - Yuemin Nan
- Department of Traditional and Western Medical Hepatology, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Xiaoguang Dou
- Department of Infectious Diseases, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China
| | - Tao Han
- Department of Hepatology, Tianjin Third Central Hospital, Tianjin Medical University, Tianjin, China
| | - Lingyi Zhang
- Department of Hepatology, Lanzhou University Second Hospital, Lanzhou, Gansu, China
| | - Xiaoqing Liu
- Department of Infectious Diseases, Peking Union Medical College Hospital, Beijing, China
| | - Cunliang Deng
- Department of Infectious Diseases, The Affiliated Hospital of Southwest Medical University, Luzhou, Gansu, China
| | - Jilin Cheng
- Department of Gastroenterology, Shanghai Public Health Clinical Center, Shanghai, China
| | - Xiaozhong Wang
- Department of Hepatology, Xinjiang Uygur Autonomous Region Traditional Chinese Medicine Hospital, Urumqi, Xinjiang, China
| | - Qing Xie
- Department of Infectious Diseases, Shanghai Ruijin Hospital, Jiao Tong University School of Medicine, Shanghai, China
| | - Shumei Lin
- Department of Infectious Diseases, The First Affiliated Hospital of Xian Jiao Tong University, Xi’an, Shaanxi, China
| | - Yan Huang
- Department of Infectious Diseases, Xiangya Hospital Central South University, Changsha, Hunan, China
| | - Youqing Xu
- Department of Digestive System, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Yong Xiong
- Department of Infectious Diseases, Zhongnan Hospital of Wuhan University, Wuhan, Hubei, China
| | - Wu Li
- Department of Infectious Diseases, First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Xuebing Yan
- Department of Infectious Diseases, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, Henan, China
| | - Hongxin Piao
- Department of Infectious Diseases, Yanbian University Hospital, Yanji, Jilin, China
| | - Wenxiang Huang
- Department of Infectious Diseases, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Qinghua Lu
- Department of Hepatology, The Fourth People’s Hospital of Qinghai Province, Xining, Qinghai, China
| | - Weijin Gong
- Department of Infectious Diseases, Xinjiang Changji Prefecture People’s Hospital, Changji, Xinjiang, China
| | - Shiping Li
- Department of Hepatopancreatobiliary Surgery, Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
| | - Xiaoxuan Hu
- Department of Hepatology, Hunan Provincial People’s Hospital, Changsha, Hunan, China
| | - Xiaolan Zhang
- Department of Gastroenterology, The Second Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Shourong Liu
- Department of Hepatology, Xixi Hospital of Hangzhou, Hangzhou, Zhejiang, China
| | - Yufang Li
- Department of Infectious Diseases, General Hospital of Ningxia Medical University, Yinchuan, Ningxia, China
| | - Dongliang Yang
- Department of Infectious Diseases, Union Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Hai Li
- Department of Hepatopancreatobiliary and Splenic Medicine, The Affiliated Hospital, Logistics University of People’s Armed Police Force, Tianjin, China
| | - Caixia Yang
- Department of Infectious Diseases, Infectious Disease Hospital of Wuhai, Wuhai, Inner Mongolia, China
| | - Mingliang Cheng
- Department of Infectious Diseases, The Affiliated Hospital of Guizhou Medical University, Guiyang, Guizhou, China
| | - Liaoyun Zhang
- Department of Infectious Diseases, The First Affiliated Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Huanwei Zheng
- Department of Infectious Diseases, The Fifth Hospital of Shijiazhuang, Shijiazhuang, Hebei, China
| | - Xinhua Luo
- Department of Infectious Diseases, Guizhou Provincial People’s Hospital, Guiyang, Guizhou, China
| | - Feng Lin
- Department of Infectious Diseases, Hainan General Hospital, Haikou, Hainan, China
| | - Lei Wang
- Department of Infectious Diseases, The Second Hospital of Shandong University, Jinan, Shandong, China
| | - Guanghua Xu
- Department of Infectious Diseases, Yanan University Affiliated Hospital, Yan’an, Shaanxi, China
| | - Xiaoyuan Xu
- Department of Infectious Diseases, Peking University First Hospital, Beijing, China
| | - Lai Wei
- Peking University Hepatology Institute, Peking University People’s Hospital, Beijing, China
| | - Jinlin Hou
- Institute of Hepatology and Department of Infectious Disease, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, China
| | - Zhongping Duan
- Artificial Liver Center, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Hui Zhuang
- Department of Microbiology and Infectious Disease Center, Peking University Health Science Center, Beijing, China
| | - Xizhong Yang
- The China Foundation of Hepatitis Prevention and Control, Beijing China
| | - Yuanyuan Kong
- Center for Clinical Epidemiology and EBM, Beijing Friendship Hospital, Capital Medical University, National Clinical Research Center for Digestive Diseases, Beijing, China
- Correspondence to: Jidong Jia, Liver Research Center, Beijing Friendship Hospital, Capital Medical University, 95 Yong-an Road, Xicheng District, Beijing 100050, China. Tel & Fax: +86-10-63139246, E-mail: ; Yuanyuan Kong, Center for Clinical Epidemiology and EBM, Beijing Friendship Hospital, Capital Medical University, 95 Yong-an Road, Xicheng District, Beijing 100050, China. E-mail:
| | - Jidong Jia
- Liver Research Center, Beijing Friendship Hospital, Capital Medical University, Beijing Key Laboratory of Translational Medicine on Liver Cirrhosis, National Clinical Research Center for Digestive Diseases, Beijing, China
- Correspondence to: Jidong Jia, Liver Research Center, Beijing Friendship Hospital, Capital Medical University, 95 Yong-an Road, Xicheng District, Beijing 100050, China. Tel & Fax: +86-10-63139246, E-mail: ; Yuanyuan Kong, Center for Clinical Epidemiology and EBM, Beijing Friendship Hospital, Capital Medical University, 95 Yong-an Road, Xicheng District, Beijing 100050, China. E-mail:
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