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.Association between dietary habits and sleep duration among middle school students in Shanghai
YIN Xiaoya, ZHAI Yani, YUAN Linlin, YAN Qiong, ZHOU Xinyi, LUO Chunyan, SUN Lijing
Chinese Journal of School Health 2024;45(8):1140-1143
Objective:
To explore the association between dietary behaviors and sleep duration among middle school students in Shanghai, so as to provide reference for interventions targeting insufficient sleep.
Methods:
From May to June 2021, a stratified cluster random sampling method was employed to select a sample of 10-17yearold middle school students for monitoring their healthrisk behaviors. A total of 5 538 valid questionnaires were collected. The survey included items such as daily sleep duration, weekly consumption of sugary beverages, freshly squeezed fruit juice, fresh fruits, fresh vegetables, fried foods, milk and yogurt, breakfast habits, and frequency of eating outside. Statistical analysis was conducted using Chisquare test, Wilcoxon ranksum test, and multivariable Logistic regression model.
Results:
About 73.7% of middle school students reported insufficient sleep in Shanghai. There was a positive correlation between the average daily consumption of fresh fruits and breakfast consumption with sleep duration. In other words, a higher frequency of consuming fresh fruits (OR=1.29) and eating breakfast (OR=1.07) were associated with a higher likelihood of sufficient sleep. Conversely, there was a negative correlation between the frequency of consuming desserts (OR=0.78) and fried foods (OR=0.88) and sleep duration (P<0.05).
Conclusions
Increasing the consumption of fresh fruits and maintaining regular breakfast habits while reducing the intake of fried foods can contribute to achieving sufficient sleep among middle school students. When implementing interventions to improve sleep among middle school students, promoting healthy and balanced diets can be considered as one of the intervention strategies.
3.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.
4.Status survey on management of external auditory canal irrigation of otolaryngology nurse in 48 hospitals in Guangdong Province
Ruya YUAN ; Caimiao DENG ; Weijia FAN ; Shufen GAO ; Jieli WU ; Lijing HU
Modern Clinical Nursing 2024;23(6):1-7
Objective To investigate current management of external auditory canal irrigation among the nurses in otolaryngology in Guangdong Province,and to provide a reference for development and promotion of a standardised procedure.Methods From January to February in 2022,a total of 48 head nurses or nursing backbone in otolaryngology department of 48 hospitals from 21 major cities in Guangdong Province were selected by convenience sampling.A questionnaire proposed by Otolaryngology Nursing Committee of Guangdong Nursing Association was used to investigate the knowledge,operation procedure and training management in external auditory canal irrigation.Results A total of 48 head nurses or nursing backbone responded to the survey.The survey revealed that 34(70.8%)of the participants had mastered the knowledge of external auditory canal irrigation and 38(79.2%)of them had mastered the knowledge on the irrigation indications.In terms of operation procedure,syringe was applied as irrigator in 43(89.6%)hospitals,disposable irrigation needle was applied as flushing connector in 24(50.0%)hospitals,body surface temperature test of operator or patient was carried out in 24(50.0%)hospitals and adjusted flushing pressure was applied according to patients'feedback in 37(77.1%)hospitals.Regarding the training of external auditory canal irritation,35(72.9%)hospitals did not ask patients to sign an informed consent before,29(60.4%)hospitals required qualifications for operator and 45(93.7%)hospitals had the training programs.Conclusions The knowledge of external auditory canal irrigation of otolaryngology nurses in Guangdong province needs to be improved.The management of procedure and training of external auditory canal irrigation shall be standardised.It is suggested that the profession should draw up the external auditory canal irrigation standard,and all hospitals strengthen the management and training in order to promote the standardisation of specialised nursing together.
5.Summary of the best evidence for external auditory canal irrigation in patients with cerumen embolism
Ruya YUAN ; Wei XU ; Xiaolu YANG ; Yanling DENG ; Xiaochang HUANG ; Xiaofen LI ; Chengcheng LIU ; Lijing HU
Chinese Journal of Modern Nursing 2024;30(31):4234-4240
Objective:To summarize the best evidence for external auditory canal irrigation in patients with cerumen embolism.Methods:The clinical decisions, guidelines, systematic reviews, expert consensus, group standards, evidence summaries, and randomized controlled trials regarding external auditory canal irrigation in patients with cerumen embolism were retrieved from databases and websites such as BMJ Best Practice, UpToDate, Guidelines International Network, National Institute for Health and Clinical Excellence, Joanna Briggs Institute Evidence-Based Health Care Center Database, PubMed, Embase, China National Knowledge Infrastructure, WanFang data, and China Biology Medicine disc. The search period was from database establishment to February 15, 2023. Six researchers screened the literature, evaluated the methodological quality, and extracted and summarized the best evidence for external auditory canal irrigation in patients with cerumen embolism.Results:A total of nine articles were included, including one clinical decision, two guidelines, two systematic reviews, one group standard, and three randomized controlled trials. Sixteen pieces of evidence were summarized from six aspects of operators: pre-operation evaluation and preparation, operation process, post-operation handling, health education, and adverse reactions during operation.Conclusions:This paper summarizes the best evidence for external auditory canal irrigation in patients with cerumen embolism. Medical and nursing staff should carefully select and apply evidence based on clinical scenarios and patient's wishes.
6.Analysis of traffic injury and associated risk behaviors among secondary school students in Shanghai City
ZHOU Xinyi, ZHOU Yuefang, SUN Lijing,YUAN Linlin, ZHANG Zhe, ZHAI Yani, LUO Chunyan
Chinese Journal of School Health 2023;44(12):1867-1872
Objective:
To investigate incidence of traffic injury and its associated factors among secondary school students in Shanghai, so as to provide scientific basis for intervention.
Methods:
Using the method of multi stage stratified random cluster sampling, an on-the-spot anonymous questionnaire survey was conducted among 19 629 adolescents from 16 districts in Shanghai from May to June 2021. The multivariate Logistic regression was used to analyze possible associated factors.
Results:
The rate of road traffic injuries among secondary school students in Shanghai was 0.74%, the highest reporting rate among secondary vocational school students (1.35%), followed by junior high school students (0.72%), and the lowest reporting rate of road traffic injuries among senior high school students (0.55%), with statistically significant differences ( χ 2=13.39, P <0.01). The results of multivariate Logistic regression analysis showed that the junior high school ( OR =0.56, 95% CI =0.35-0.89) or senior high school ( OR = 0.40 , 95% CI =0.24-0.68) and residential school ( OR =0.39, 95% CI =0.18-0.88) were protective factors of road traffic injuries( P <0.05). Male ( OR =1.65, 95% CI =1.14-2.37), unaware of seat belt ( OR =6.38, 95% CI =2.81-14.50), had a cycling chase/fight ( OR =2.33, 95% CI =1.39-3.90), music or phone calls on a bicycle ( OR =2.54, 95% CI =1.72-3.75) were positively correlated with road traffic injury( P <0.05).
Conclusions
The road traffic injury among secondary school students in Shanghai is related to many factors, and traffic hazards are common among students in all school sections. Targeted measures should be taken to strengthen traffic safety knowledge education and intervention in healthy behaviors among adolescents, in order to reduce the incidence of road traffic injury.
7.Preparation and Evaluation of Compound Nanxing Pain Relief Gel
Xuezhong SONG ; Lijing ZENG ; Ming YAN ; Yuan JI ; Chenfeng ZHANG ; Xin ZHANG ; Tuanjie WANG ; Wei XIAO ; Zhenzhong WANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2023;25(7):2256-2265
Objective To prepare Compound Nanxing Pain Relief Gel(CNPRG)and evaluate its quality and sensitization.Methods CNPRG uses Carbopol 980 NF as the matrix;Appearance,viscosity,coating,centrifugal stability,cold stability,thermal stability as comprehensive indicators,single test and Box-Behnken effector method to optimize the prescription;The quality evaluation methods of appearance,pH,viscosity,stability,vapor phase identification of volatile components,and determination of diaconitine and eugenol content of CNPRG were preliminarily established;CNPRG sensitization was assessed by Active Cutaneous Anaphylaxis.Results The best prescription for CNPRG was Carbopol 980 NF 0.35 g,drug 1.02 g,glycerol 5.00 g,and pH 6.20.CNPRG ′s appearance likes jelly,is smooth,uniform and delicate;pH=6.20±0.03;viscosity 68.43±1.14 Pa·s;Centrifugation,high,low temperature stability,no stratification and precipitation;Identify camphor,(±)-Borneol and(±)-Isoborneol,Cinnamaldehyde,eugenol,phenol;Hypaconitine content 0.2983±0.0073 μg·g-1;Eugenol content 155.66±0.97 μg·g-1;CNPRG confirmed no sensitization.Conclusion CNPRG has good appearance,stable quality and no sensitization,and it can provide a choice for the development of new dosage forms of compound Nanxing pain relief cream to alleviate sensitization.
8.Epidemiological investigation of adult thyroid diseases in urban and rural areas of Hebei Province
Zhihua HAO ; Mian WANG ; Huiyao HAO ; Ming GAO ; Yanhong GE ; Qiuxiao ZHU ; Zibo LIU ; Xue ZHAO ; Jie LI ; Xing WANG ; Lijing JIAO ; Lingling YUAN ; Lihui ZHANG
Chinese Journal of Endemiology 2023;42(4):292-295
Objective:To study the prevalence and distribution of adult thyroid diseases in urban and rural areas of Hebei Province.Methods:A multi-stage stratified cluster sampling method was used to select Renqiu City and Licun Town, Luquan City of Hebei Province as the urban and rural survey sites, respectively. Questionnaire survey, physical examination and thyroid B ultrasound examination were conducted on local permanent residents (≥ 5 years of residencies) over 18 years old. The fasting venous blood sample was collected to determine the serum thyroid function indicaters.Results:A total of 2 650 adults were surveyed, including 1 393 urban residents and 1 257 rural residents (1 357 males and 1 293 females). A total of 435 patients with thyroid diseases were diagnosed, the detection rate was 16.42%. There were seven thyroid diseases, including subclinical hypothyroidism (60.92%, 265/435), Hashimoto's thyroiditis (34.02%, 148/435), hypothyroidism (4.83%, 21/435), simple goiter (3.22%, 14/435), hyperthyroidism (2.53%, 11/435), subclinical hyperthyroidism (2.53%, 11/435), and thyroid cancer (1.84%, 8/435). The detection rates of thyroid diseases in urban and rural areas were 21.18% (295/1 393) and 11.14% (140/1 257), respectively. The detection rates of thyroid diseases in males and females were 11.42% (155/1 357) and 21.66% (280/1 293), respectively. The detection rates of thyroid diseases in 18-< 30, 30-< 40, 40-< 50, 50-< 60 and ≥60 years old were 13.46% (91/676), 14.81% (81/547), 15.42% (89/577), 20.94% (85/406) and 20.05% (89/444), respectively. There were statistically significant differences between different areas, gender and age groups (χ 2 = 48.54, 50.53, 14.68, P < 0.05). Conclusions:The detection rate of subclinical hypothyroidism in adults in urban and rural areas of Hebei Province is relatively high, followed by Hashimoto's thyroiditis. Attention should be paid to the screening, evaluation, and intervention of thyroid function among urban female populations.
9.Effect of transcranial direct current stimulation on post-stroke cognitive impairment
Yuan WANG ; Lijing ZHAO ; Hongying LIU ; Jinshu LIU ; Tianjiao SONG ; Dongming CHEN
International Journal of Cerebrovascular Diseases 2021;29(4):303-306
Post-stroke cognitive impairment (PSCI) is a series of syndromes caused by stroke, involving impairment of one or more cognitive functions, such as attention, language function, executive function, visuospatial cognition, episodic memory and working memory, etc. The traditional treatment methods of PSCI include drug therapy and cognitive training. The treatment modalities are limited and the maintenance effect is not good. Therefore, an auxiliary treatment method is urgently needed to improve its therapeutic effect. Transcranial direct current stimulation (tDCS) is a safe and mature non-invasive brain stimulation technique, which generates weak direct current (1-2 mA) through electrodes placed on the scalp to change the resting membrane potential of neurons, regulate the excitability of the cerebral cortex, so as to achieve the purpose of treatment. This article reviews the effect of tDCS on PSCI, and hopes to provide reference and guidance for its rehabilitation treatment.
10.Observation of the effect of organ displacement on target area of intensity-modulated radiotherapy during swallowing for head and neck cancer based on dynamic MRI images
Meng SUN ; Xuan LIU ; Ying CAO ; Lijing ZUO ; Kai WANG ; Yuan QU ; Junlin YI ; Jianping XIAO ; Li GAO ; Guozhen XU ; Xiaodong HUANG ; Jingwei LUO
Chinese Journal of Radiation Oncology 2020;29(11):937-940
Objective:Continuous acquisition of swallowing images of head and neck cancer patients by using MRI technique was performed to observe and measure the movement regularity and maximum displacement of the soft palate, tongue and larynx.Methods:From July 2018 to October 2018, 20 patients with primary head and neck cancer were chosen randomly, 17 male and 3 female. The median age was 58.5 years (28 to 78 years). Among the 20 patients, 7 patients were diagnosed with nasopharyngeal carcinoma, 3 patients with oral cancer, 5 patients with oropharyngeal cancer, 3 patients with hypopharyngeal cancer, and 2 patients with nasal and paranasal sinuses cancer. Two patients were classified as stage Ⅰ-Ⅱ, 8 patients as stage Ⅲ and 10 patients as stage Ⅳ according to the eighth edition of AJCC.Results:The displacement of the upward movement of the soft palate during swallowing was (1.06±0.31) cm and followed the pattern normal distribution. The displacement of backward movement of the soft palate was (0.83±0.24) cm, which also almost normally distributed. The displacement of backward tongue movement was (0.77±0.22) cm and followed the normal distribution pattern. The displacement of upward tongue movement was 0 in patients with tongue depressor for image acquisition. The mediandisplacement of upward tongue movement in patients without tongue depressor was 1.23 cm (0.59 to 1.41 cm). The displacement of upward laryngeal movement was (1.14±0.22) cm and followed the normal distribution pattern, and the median displacement of forward laryngeal movement was 0.4 cm (0.27 to 0.90 cm).Conclusions:Swallowing movement may occur in head and neck cancer patients during radiotherapy. It can also cause the movement of gross tumor volume (GTV) and surrounding normal tissues. Therefore, extensive attention should be paid to the individual distance between GTV and planning gross tumor volume (PGTV) when making radiotherapy plans, aiming to ensure the prescription dose of cancer.


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