1.Application of time series and machine learning models in predicting the trend of sickness absenteeism among primary and secondary school students in Shanghai
WANG Zhengzhong, ZHANG Zhe, ZHOU Xinyi, YUAN Linlin, ZHAI Yani, SUN Lijing, LUO Chunyan
Chinese Journal of School Health 2025;46(3):426-430
Objective:
To analyze the temporal variation patterns of sickness absenteeism among primary and secondary school students in Shanghai, so as to explore models suitable for predicting peaks and intensity of absenteeism rates.
Methods:
The seasonal and trend decomposition using loess (STL) method was used to analyze the seasonal and long term trend changes in sickness absenteeism among primary and secondary school students from September 1 in 2010 to June 30 in 2018, in Shanghai. A hierarchical clustering method based on Dynamic Time Warping (DTW) was employed to classify absenteeism symptoms with similar temporal patterns. Based on historical data, the study constructed and evaluated different time series algorithms and machine learning models to optimize the accuracy of predicting the trend of sickness absenteeism.
Results:
During the research period, the average new absenteeism rate due to illness was 16.86 per 10 000 person day for every academic year, and the trend of sickness absenteeism exhibited both seasonality and a long term upward trend, reaching its highest point in the 2017 academic year (22.47 per 10 000 person day). The symptoms of absenteeism were divided into three categories: high incidence in winter and spring (respiratory symptoms, fever and general discomfort, etc.), high incidence in summer (eye symptoms, nosebleeds, etc.) and those without obvious seasonality (skin symptoms, accidental injuries, etc.).The constructed time series models effectively predicted the trend of absenteeism due to illness, although the accuracy of predicting peak intensity was relatively low. Among them, the multi layer perceptron (MLP) model performed the best, with an root mean squared error (RMSE) of 8.96 and an mean absolute error (MAE) of 4.37, reducing 36.51% and 39.02% compared to the baseline model.
Conclusion
Time series models and machine learning algorithms could effectively predict the trend of sickness absenteeism, and corresponding prevention and control measures can be taken for absenteeism caused by different symptoms during peak periods.
2. Progress in the application of AIT in allergic airway diseases
Linlin WANG ; Yuan MA ; Zhihong CHEN ; Haiying JI
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(4):427-431
Allergen specific immunotherapy (AIT) is to identify the patient's allergen, give the patient repeated exposure to the allergen extract, and gradually increase the concentration and dose until the target maintenance dose is reached, so that the patient can develop tolerance to the allergen, which is the only treatment that can regulate the pathogenesis of allergic diseases and change its natural course. In recent years, domestic and foreign scholars have made great progress in the clinical practice and research field of AIT. This article reviewed the relevant progress of the mechanism, efficacy and drug administration of AIT.
3.Study on the Influence of Medical Record First Page Quality on DRG Payment and its Countermeasures
Linlin LI ; Yangyang LI ; Yingxue ZHU ; Enyou WANG ; Meizi YUAN ; Zhenzhen LIANG ; Jibing QIAO
Chinese Hospital Management 2024;44(9):75-78
DRG has been applied in most hospitals.The quality management of the first page of medical records,which is directly related to DRG grouping,has become an important part of hospital management.To some extent,the quality of the first page of medical records affects the inclusion of DRG,the payment of medical treatment,and the performance assessment and evaluation of hospital.Through examples,it focuses on the quality problems of the first page of medical records and its impact on DRG payment,analyzes the reasons leading to the cases of DRG not entered in the group or in the wrong group,and puts forward countermeasures to strengthen the quality manage-ment of the first page of medical records,in order to provide theoretical support and practical reference for hospital management and DRG payment management.
4.Effect of external mechanical forces on the crystallographic solid form and dissolution rate of traditional Chinese medicine extracts——taking Ligustrum lucidum extract as an example
Linlin LIANG ; Zhiwei WANG ; Xiaoshuang HE ; Weili HENG ; Shuai QIAN ; Yuan GAO ; Jianjun ZHANG ; Yuanfeng WEI
Journal of China Pharmaceutical University 2024;55(6):767-774
Taking the Ligustrum lucidum extract as an example, this study investigated the influence of external mechanical forces under different processing conditions on the crystallographic solid form and the key parameter of drug dissolution rate, so as to provide guidance for the preparation and quality control of traditional Chinese medicine preparations. Under different pulverization and tableting conditions, the change of crystallographic solid form of L. lucidum extract was observed by polarizing light microscope. Meanwhile, the effect of this change on the dissolution rate was investigated, and the mathematical relationship between crystal content and dissolution rate was analyzed. The results showed that the process of ball milling and tableting had a significant impact on the crystallographic solid form of L. lucidum extract. The amorphous extract displayed crystal transformation, which induced a significant decline in dissolution rate. Further studies revealed that there was a negative linear relationship between crystal content and dissolution rate. The results of this study indicated that the crystallographic solid form transformation of traditional Chinese medicine extracts might occur during the preparation process, which may cause potential risks to the quality of traditional Chinese medicine preparations. It is suggested that we should pay attention to and strengthen the investigation of the crystallographic solid form during the preparation process, so as to guarantee the safety, effectiveness, and quality controllability of traditional Chinese medicine preparations.
5.Correlation between stress and Internet addiction among middle school students in Shanghai
YUAN Linlin, ZHANG Zhe, ZHOU Xinyi, ZHAI Yani, YIN Xiaoya, LI Shuman, SUN Lijing
Chinese Journal of School Health 2024;45(12):1757-1760
Objective:
To understand the relationship between stress and Internet addiction among middle school students in Shanghai, so as to provide a scientific basis for promoting students mental health and preventing Internet addiction.
Methods:
From May to June 2021, a stratified random cluster sampling method was used to select 6 123 middle and high school students in Shanghai for health risk behavior monitoring. Daily Stressors Evaluation Scale for Urban Secondary School Students was used to evaluate students' stress, and the Internet Addiction Test compiled by Young was used to evaluate students Internet addiction. The correlation between student stress and Internet addiction was analyzed by Kruskal-Wallis H test , Chi square test and multiple Logistic regression.
Results:
Total stress score of middle school students in Shanghai was 24 (12, 39), academic stress score was 8 (5, 13), physical and psychological stress score was 6 (2, 10), interpersonal stress score was 5 (1, 9), and family stress score was 4 (1, 8). The detection rate of Internet addiction was 4.7%. Multivariate Logistic regression analysis showed that the risk of Internet addiction among middle school students with high levels of stress was 8.05 times(95% CI =4.59-14.12) that of students with low levels of stress( P <0.05). The risk of Internet addiction among middle school students with high levels of academic stress, physical and psychological stress, interpersonal stress and family stress was 5.98(95% CI =3.69-9.70), 6.92(95% CI =4.03-11.88), 4.85(95% CI =3.11-7.55), and 4.18(95% CI =2.73-6.40) times that of students with low levels of stress, respectively( P <0.05).
Conclusion
The academic stress, physical and psychological stress, interpersonal stress, and family stress among middle school students can all lead to an increased risk of Internet addiction.
6.Progress in the application of AIT in allergic airway diseases
Linlin WANG ; Yuan MA ; Zhihong CHEN ; Haiying JI
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(4):427-431
Allergen specific immunotherapy(AIT)is to identify the patient's allergen,give the patient repeated exposure to the allergen extract,and gradually increase the concentration and dose until the target maintenance dose is reached,so that the patient can develop tolerance to the allergen,which is the only treatment that can regulate the pathogenesis of allergic diseases and change its natural course.In recent years,domestic and for-eign scholars have made great progress in the clini-cal practice and research field of AIT.This article re-viewed the relevant progress of the mechanism,ef-ficacy and drug administration of AIT.
7.Study on the Influence of Medical Record First Page Quality on DRG Payment and its Countermeasures
Linlin LI ; Yangyang LI ; Yingxue ZHU ; Enyou WANG ; Meizi YUAN ; Zhenzhen LIANG ; Jibing QIAO
Chinese Hospital Management 2024;44(9):75-78
DRG has been applied in most hospitals.The quality management of the first page of medical records,which is directly related to DRG grouping,has become an important part of hospital management.To some extent,the quality of the first page of medical records affects the inclusion of DRG,the payment of medical treatment,and the performance assessment and evaluation of hospital.Through examples,it focuses on the quality problems of the first page of medical records and its impact on DRG payment,analyzes the reasons leading to the cases of DRG not entered in the group or in the wrong group,and puts forward countermeasures to strengthen the quality manage-ment of the first page of medical records,in order to provide theoretical support and practical reference for hospital management and DRG payment management.
8.Progress in the application of AIT in allergic airway diseases
Linlin WANG ; Yuan MA ; Zhihong CHEN ; Haiying JI
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(4):427-431
Allergen specific immunotherapy(AIT)is to identify the patient's allergen,give the patient repeated exposure to the allergen extract,and gradually increase the concentration and dose until the target maintenance dose is reached,so that the patient can develop tolerance to the allergen,which is the only treatment that can regulate the pathogenesis of allergic diseases and change its natural course.In recent years,domestic and for-eign scholars have made great progress in the clini-cal practice and research field of AIT.This article re-viewed the relevant progress of the mechanism,ef-ficacy and drug administration of AIT.
9.Study on the Influence of Medical Record First Page Quality on DRG Payment and its Countermeasures
Linlin LI ; Yangyang LI ; Yingxue ZHU ; Enyou WANG ; Meizi YUAN ; Zhenzhen LIANG ; Jibing QIAO
Chinese Hospital Management 2024;44(9):75-78
DRG has been applied in most hospitals.The quality management of the first page of medical records,which is directly related to DRG grouping,has become an important part of hospital management.To some extent,the quality of the first page of medical records affects the inclusion of DRG,the payment of medical treatment,and the performance assessment and evaluation of hospital.Through examples,it focuses on the quality problems of the first page of medical records and its impact on DRG payment,analyzes the reasons leading to the cases of DRG not entered in the group or in the wrong group,and puts forward countermeasures to strengthen the quality manage-ment of the first page of medical records,in order to provide theoretical support and practical reference for hospital management and DRG payment management.
10.Progress in the application of AIT in allergic airway diseases
Linlin WANG ; Yuan MA ; Zhihong CHEN ; Haiying JI
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(4):427-431
Allergen specific immunotherapy(AIT)is to identify the patient's allergen,give the patient repeated exposure to the allergen extract,and gradually increase the concentration and dose until the target maintenance dose is reached,so that the patient can develop tolerance to the allergen,which is the only treatment that can regulate the pathogenesis of allergic diseases and change its natural course.In recent years,domestic and for-eign scholars have made great progress in the clini-cal practice and research field of AIT.This article re-viewed the relevant progress of the mechanism,ef-ficacy and drug administration of AIT.


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