1.Study of risk prediction model of metabolic dysfunction associated steatotic liver disease among children and adolescents
XIANG Fanying, NA Xiaona, AN Xizhou, CHEN Lijing, ZHONG Haiying, LIANG Xiaohua, CHEN Jingyu
Chinese Journal of School Health 2026;47(4):475-479
Objective:
To construct a risk prediction model for pediatric metabolic dysfunction associated steatotic liver disease (MASLD), so as to provide practical tool for the early identification of high risk children.
Methods:
A healthy cohort of children in Southwest China was established from January 2021 to April 2025. A nested case-control study design was used to include 507 cases MASLD group and 507 cases in non MASLD group. Data on physical measurements, blood biochemical parameters, and liver ultrasound indicators were collected. Conditional Logistic regression was used to analyze the relationship between individual variables and MASLD, Lasso regression was applied for multivariable screening, and a high risk prediction model was constructed and presented in the form of a nomogram. Internal validation was performed using 10 repeated ten fold cross validations to assess model discrimination, accuracy, sensitivity, and specificity.
Results:
Logistic regression analysis showed that MASLD was associated with central obesity ( OR=22.11, 95%CI =15.62-31.29), apolipoprotein B ( OR=30.24, 95%CI =12.42-73.63), increased hepatorenal echo ( OR=326.00, 95%CI =183.87-578.01), hepatomegaly ( OR=24.98, 95%CI =16.66-37.46) (all P <0.05). The Lasso regression jointly selected 6 key variables, including hepatorenal echo, central obesity, hepatomegaly, right liver lobe inclination, body mass index, and alanine amino transferase. The results of cross validation showed that the average area under the curve (AUC) was 0.999 5, the average accuracy was 98.74%, and the sensitivity and specificity were 98.21% and 99.22% respectively, indicating a good predictive effect of the model.
Conclusion
The risk prediction model for high risk MASLD among children based on ultrasound and clinical indicators has good prediction effect, which is helpful for the early identification and risk stratification of pediatric MASLD.
2.Research on the development of entrustable professional activity indicators for residents in China: a systematic review
Jingyu ZHONG ; Yue XING ; Liangjing LÜ ; Qinghua MIN ; Zhengguang XIAO ; Caisong ZHU ; Dandan SHI ; Xiaoyu FAN ; Jingshen CHU ; Huan ZHANG ; Yi JIANG ; Weiwu YAO
Chinese Journal of Medical Education Research 2025;24(6):728-735
Objective:To systematically evaluate the current status of research on the development of indicators for entrustable professional activities (EPAs) of residents in China.Methods:We searched the China National Knowledge Infrastructure, Wanfang Data, Airiti Library, PubMed, Embase, and Web of Science databases for literature on the development of EPA indicators for residents in China published between January 1, 2005 and February 28, 2025. Two researchers independently screened the literature and extracted data, followed by descriptive analysis. The quality of the studies was assessed using the Joanna Briggs Institute critical appraisal tool for expert opinion. Quantitative data were presented as medians (ranges) and qualitative data were presented as frequencies (percentages).Results:A total of eight articles were included, in which two general EPA indicator systems and six specialty-specific EPA indicator systems were developed for residents. The overall quality of the research was high, with the main shortcomings related to the methods used in the process of constructing the consensus indicators. The number of experts recruited ranged from 22 to 45, with 100.00% response rate, high authority coefficients (0.820-0.914), and high coordination coefficients (0.157-0.741). Most of the studies used literature reviews as one source for the indicator pool (8 studies, 100.00%), employed the Delphi method to reach consensus (6 studies, 75.00%), and provided inclusion criteria for the indicators (7 studies, 87.50%). However, only one study (12.50%) explored the practical application of the developed indicators, and none of the studies set indicator weights or conducted quality assessments. The number of EPA indicators developed ranged from 10 to 38 per study. The reporting of EPA indicators was included in most studies regarding titles (8 studies, 100.00%) and the expected levels of entrustment at various stages of training (6 studies, 75.00%), but the reporting on other aspects was lacking. Among the specialty-specific EPA indicators, 38.39% overlapped with the general EPAs indicators.Conclusions:The research on the development of EPA indicators for residents in China is still in its early stages, and there is room for improvement in methodological quality and reporting coverage. There is partial overlap between specialty-specific and general EPA indicators, failing to fully reflect the unique characteristics of different specialties.
3.Accuracy and quality of answer reasoning of Chinese large language model in Chinese middle level professional qualification examination of radiology
Jingyu ZHONG ; Yue XING ; Yangfan HU ; Qinghua MIN ; Caisong ZHU ; Dandan SHI ; Xiaoyu FAN ; Jingshen CHU ; Huan ZHANG ; Weiwu YAO
Chinese Journal of Medical Education Research 2025;24(2):145-149
Objective:To compare the accuracy of a Chinese large language model (LLM) and radiologists in Chinese middle level professional qualification examination of radiology, and evaluate the quality of answer reasoning provided by the Chinese LLM.Methods:In this study, 100 high-quality questions were selected using stratified random sampling to form a test set. We asked the ERNIE Bot by dialogues on the website to provide the correct answers and answer reasoning for these questions. These questions were also answered by 15 radiologists with different levels of experience. The accuracy of Chinese LLM and that of radiologists were compared. Two radiologists evaluated the quality of answer reasoning using a 5-point semi-quantitative scale.Results:The accuracy of ERNIE Bot was 60.00%, which was lower than the median (interquartile) accuracy of 67.00% (64.00%, 73.00%) for radiologists, and the difference was statistically significant ( W=2.47, P=0.013). The word count of the reasoning provided by Ernie Bot was (196.44±99.25) words, with no significant difference in word count between correct and incorrect answer reasoning, which were (211.03±107.53) words and (174.55±81.84) words, respectively ( t=1.82, P=0.072). Among the correct answers, the quality of reasoning was scored as follows: 1 point for 3 questions, 2 points for 9 questions, 3 points for 12 questions, and 4 points for 36 questions. No reasoning received a score of 5. Conclusions:Chinese LLM demonstrates a certain level of medical knowledge and clinical reasoning ability, which can assist clinical teachers in educational activities. However, it is not yet able to independently tutor residents and lacks the ability of invitational and heuristic teaching.
4.An investigation of the current status of Chinese-foreign cooperative education programs for medical majors
Jingyu ZHONG ; Yue XING ; Qinghua MIN ; Zhengguang XIAO ; Caisong ZHU ; Dandan SHI ; Xiaoyu FAN ; Jingshen CHU ; Huan ZHANG ; Yi JIANG ; Weiwu YAO
Chinese Journal of Medical Education Research 2025;24(5):577-582
Objective:To investigate the current status of Chinese-foreign cooperative education programs for medical majors, and to discuss the potential problems and development trends of this field.Methods:Related data were collected from the information platform of Chinese-Foreign Cooperation in Running Schools by Ministry of Education of the People's Republic of China, and the characteristics of Chinese-foreign cooperative education programs for medical majors were extracted for analysis. Categorical data were expressed as frequency (percentage), and continuous data were expressed as mean±standard deviation.Results:A total of 83 Chinese-foreign cooperative education programs for medical majors were included in the study, accounting for only 3.45% (83/2 406) of all programs. Chinese partners in these cooperative programs were mainly from East China (41 programs, 49.40%), while foreign partners were mainly from Europe (39 programs, 46.99%). The mean duration of these programs was (3.61±0.88) years, with an enrollment of (87.08±35.52) students. Most of the students were included in National General Higher Education Enrollment Plan (79 programs, 95.18%), and the main majors included nursing (39 programs, 46.99%), medical technology (19 programs, 22.89%), and clinical medicine (11 programs, 13.25%), with the main enrollment level of junior college (45 programs, 54.22%). Chinese partners in the cooperative programs mainly issued academic certificate (45 programs, 54.22%) or academic certificate plus degree certificate (36 programs, 43.37%), while most foreign partners did not issue such certificates (44 programs, 53.01%).Conclusions:There are several problems in Chinese-foreign cooperative education programs for medical majors, such as a limited number of programs, a significant regional difference, an imbalanced distribution of specialties, a low level of education, and inconsistency in issuance of certificates, which still requires further improvement and standardization. However, there are also high-level and high-quality programs for reference.
5.Research on the development of entrustable professional activity indicators for residents in China: a systematic review
Jingyu ZHONG ; Yue XING ; Liangjing LÜ ; Qinghua MIN ; Zhengguang XIAO ; Caisong ZHU ; Dandan SHI ; Xiaoyu FAN ; Jingshen CHU ; Huan ZHANG ; Yi JIANG ; Weiwu YAO
Chinese Journal of Medical Education Research 2025;24(6):728-735
Objective:To systematically evaluate the current status of research on the development of indicators for entrustable professional activities (EPAs) of residents in China.Methods:We searched the China National Knowledge Infrastructure, Wanfang Data, Airiti Library, PubMed, Embase, and Web of Science databases for literature on the development of EPA indicators for residents in China published between January 1, 2005 and February 28, 2025. Two researchers independently screened the literature and extracted data, followed by descriptive analysis. The quality of the studies was assessed using the Joanna Briggs Institute critical appraisal tool for expert opinion. Quantitative data were presented as medians (ranges) and qualitative data were presented as frequencies (percentages).Results:A total of eight articles were included, in which two general EPA indicator systems and six specialty-specific EPA indicator systems were developed for residents. The overall quality of the research was high, with the main shortcomings related to the methods used in the process of constructing the consensus indicators. The number of experts recruited ranged from 22 to 45, with 100.00% response rate, high authority coefficients (0.820-0.914), and high coordination coefficients (0.157-0.741). Most of the studies used literature reviews as one source for the indicator pool (8 studies, 100.00%), employed the Delphi method to reach consensus (6 studies, 75.00%), and provided inclusion criteria for the indicators (7 studies, 87.50%). However, only one study (12.50%) explored the practical application of the developed indicators, and none of the studies set indicator weights or conducted quality assessments. The number of EPA indicators developed ranged from 10 to 38 per study. The reporting of EPA indicators was included in most studies regarding titles (8 studies, 100.00%) and the expected levels of entrustment at various stages of training (6 studies, 75.00%), but the reporting on other aspects was lacking. Among the specialty-specific EPA indicators, 38.39% overlapped with the general EPAs indicators.Conclusions:The research on the development of EPA indicators for residents in China is still in its early stages, and there is room for improvement in methodological quality and reporting coverage. There is partial overlap between specialty-specific and general EPA indicators, failing to fully reflect the unique characteristics of different specialties.
6.Accuracy and quality of answer reasoning of Chinese large language model in Chinese middle level professional qualification examination of radiology
Jingyu ZHONG ; Yue XING ; Yangfan HU ; Qinghua MIN ; Caisong ZHU ; Dandan SHI ; Xiaoyu FAN ; Jingshen CHU ; Huan ZHANG ; Weiwu YAO
Chinese Journal of Medical Education Research 2025;24(2):145-149
Objective:To compare the accuracy of a Chinese large language model (LLM) and radiologists in Chinese middle level professional qualification examination of radiology, and evaluate the quality of answer reasoning provided by the Chinese LLM.Methods:In this study, 100 high-quality questions were selected using stratified random sampling to form a test set. We asked the ERNIE Bot by dialogues on the website to provide the correct answers and answer reasoning for these questions. These questions were also answered by 15 radiologists with different levels of experience. The accuracy of Chinese LLM and that of radiologists were compared. Two radiologists evaluated the quality of answer reasoning using a 5-point semi-quantitative scale.Results:The accuracy of ERNIE Bot was 60.00%, which was lower than the median (interquartile) accuracy of 67.00% (64.00%, 73.00%) for radiologists, and the difference was statistically significant ( W=2.47, P=0.013). The word count of the reasoning provided by Ernie Bot was (196.44±99.25) words, with no significant difference in word count between correct and incorrect answer reasoning, which were (211.03±107.53) words and (174.55±81.84) words, respectively ( t=1.82, P=0.072). Among the correct answers, the quality of reasoning was scored as follows: 1 point for 3 questions, 2 points for 9 questions, 3 points for 12 questions, and 4 points for 36 questions. No reasoning received a score of 5. Conclusions:Chinese LLM demonstrates a certain level of medical knowledge and clinical reasoning ability, which can assist clinical teachers in educational activities. However, it is not yet able to independently tutor residents and lacks the ability of invitational and heuristic teaching.
7.An investigation of the current status of Chinese-foreign cooperative education programs for medical majors
Jingyu ZHONG ; Yue XING ; Qinghua MIN ; Zhengguang XIAO ; Caisong ZHU ; Dandan SHI ; Xiaoyu FAN ; Jingshen CHU ; Huan ZHANG ; Yi JIANG ; Weiwu YAO
Chinese Journal of Medical Education Research 2025;24(5):577-582
Objective:To investigate the current status of Chinese-foreign cooperative education programs for medical majors, and to discuss the potential problems and development trends of this field.Methods:Related data were collected from the information platform of Chinese-Foreign Cooperation in Running Schools by Ministry of Education of the People's Republic of China, and the characteristics of Chinese-foreign cooperative education programs for medical majors were extracted for analysis. Categorical data were expressed as frequency (percentage), and continuous data were expressed as mean±standard deviation.Results:A total of 83 Chinese-foreign cooperative education programs for medical majors were included in the study, accounting for only 3.45% (83/2 406) of all programs. Chinese partners in these cooperative programs were mainly from East China (41 programs, 49.40%), while foreign partners were mainly from Europe (39 programs, 46.99%). The mean duration of these programs was (3.61±0.88) years, with an enrollment of (87.08±35.52) students. Most of the students were included in National General Higher Education Enrollment Plan (79 programs, 95.18%), and the main majors included nursing (39 programs, 46.99%), medical technology (19 programs, 22.89%), and clinical medicine (11 programs, 13.25%), with the main enrollment level of junior college (45 programs, 54.22%). Chinese partners in the cooperative programs mainly issued academic certificate (45 programs, 54.22%) or academic certificate plus degree certificate (36 programs, 43.37%), while most foreign partners did not issue such certificates (44 programs, 53.01%).Conclusions:There are several problems in Chinese-foreign cooperative education programs for medical majors, such as a limited number of programs, a significant regional difference, an imbalanced distribution of specialties, a low level of education, and inconsistency in issuance of certificates, which still requires further improvement and standardization. However, there are also high-level and high-quality programs for reference.
8.Signal interference between drugs and metabolites in LC-ESI-MS quantitative analysis and its evaluation strategy
Jiang FULIN ; Liu JINGYU ; Li YAGANG ; Lu ZIHAN ; Liu QIAN ; Xing YUNHUI ; Zhu JANSHON ; Huang MIN ; Zhong GUOPING
Journal of Pharmaceutical Analysis 2024;14(7):1024-1034
Liquid chromatography-electrospray ionization tandem mass spectrometry(LC-ESI-MS)is a widely utilized technique for in vivo pharmaceutical analysis.Ionization interference within electrospray ion source,occurring between drugs and metabolites,can lead to signal variations,potentially compromising quantitative accuracy.Currently,method validation often overlooks this type of signal interference,which may result in systematic errors in quantitative results without matrix-matched calibration.In this study,we conducted an investigation using ten different groups of drugs and their corresponding me-tabolites across three LC-ESI-MS systems to assess the prevalence of signal interference.Such in-terferences can potentially cause or enhance nonlinearity in the calibration curves of drugs and metabolites,thereby altering the relationship between analyte response and concentration for quanti-fication.Finally,we established an evaluation scheme through a step-by-step dilution assay and employed three resolution methods:chromatographic separation,dilution,and stable labeled isotope internal standards correction.The above strategies were integrated into the method establishment process to improve quantitative accuracy.
9.Interpretation of the radiologist training system in Canada and enlightenment
Jingyu ZHONG ; Yue XING ; Yangfan HU ; Defang DING ; Xianwei LIU ; Qinghua MIN ; Zhengguang XIAO ; Caisong ZHU ; Dandan SHI ; Xiaoyu FAN ; Jingshen CHU ; Huan ZHANG ; Weiwu YAO
Chinese Journal of Medical Education Research 2024;23(9):1210-1216
This paper aims to discuss the ideas and experience about the radiology residency training system of Canada with a presentation of its base accreditation standards for five aspects, competency goals for seven roles, four stages of training arrangement, and two types of final assessment questions. Although the Canada's radiology residency program differs from China's standardized resident and specialist training programs for radiology, there are still several points that are worth referencing, including emphasizing the training priority of competency goals, providing a specific basis for the stratification of training, offering clear guidance for the implementation of training content, and improving assessment methods to focus on competency goals. These points are of great value for improving the standardized radiology resident and specialist training programs in China, so as to provide a reference for the training of excellent radiologists in China.
10.The incidence and mortality of malignant tumors in Fuqing city,Fujian province in 2019 and trend analysis from 2015 to 2019
Nvjuan ZHONG ; Jingyu MA ; Zhida XU
Practical Oncology Journal 2024;38(1):1-6
Objective The objective of this study was to analyze the incidence and mortality of malignant tumors in Fuqing city in 2019,as well as and the trend changes from 2015 to 2019.Methods The data of tumor registration in Fuqing city in 2019 were collected and organized.The crude incidence and mortality of tumor,China age-standardized rates,world standard rates and cu-mulative rate(0-74 years old),age-specific rate,and the top 10 malignant tumor incidence and mortality order were calculated.The China age-standardized rate and World age-standardized rate were calculated based on the Chinese standard population from the 2000 National Population Census(ASRC)and Segi′s World standard population(ASRW),respectively.The Joinpoint software was used to calculate the annual percentage change(APC)of incidence/mortality from 2015 to 2019.Results In 2019,the crude incidence of new malignant tumors in Fuqing city was 343.76/100,000(346.30/100,000 for male and 341.06/100,000 for females),ASRC rate was 255.78/100,000,ASRW rate was 244.91/100,000,and the cumulative rate(0-74 years old)was 27.75%.In 2019,the crude mortality of malignant tumors in Fuqing city was 163.63/100,000(212.26/100,000 for male and 111.95/100,000 for female),AS-RC rate was 110.82/100,000,ASRW rate was 107.82/100,000,and the cumulative rate(0-74 years old)was 12.07%.The top 10 incidence of cancers were lung cancer,thyroid cancer,female breast cancer,liver cancer,stomach cancer,colorectum cancer,cervix cancer,esophagus cancer,prostate cancer and brain tumors,accounting for about 80.96%of all cancers.The top 10 mortality of canc-ers were lung cancer,liver cancer,stomach cancer,esophageal cancer,colorectal cancer,female breast cancer,prostate cancer,brain tumors,pancreas cancer and cervix cancer,accounting for about 81.03%of all cancer deaths.From 2015 to 2019,the overall inci-dence of malignant tumors in Fuqing city showed a fluctuating upward trend(APC=1.41%,P>0.05),and the overall mortality showed a slight downward trend(APC=-0.8%,P>0.05),but the changing trends were not statistically significant.Conclusion The overall incidence and mortality of malignant tumors in Fuqing city are at a high level.Lung cancer,thyroid cancer and digestive system malignant tumors are the key malignant tumors endangering the health of residents in Fuqing city,and monitoring and prevention should be strengthened.


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