Objective: To explore the influencing factors of anxiety symptoms and to construct a predictive model based on machine learning algorithms, so as to provide support for the prevention and management of anxiety symptoms among junior high school students. Methods: From April to May 2023, a stratified random cluster sampling method was adopted to select 8 176 junior high school students from Zhengzhou and Shangqiu citys. All participants completed the Adolescent Self rating Life Events Checklist, the 10item Connor-Davidson Resilience Scale, the School Connectedness Scale, the Parent-Child Cohesion Questionnaire, and the 7 item Generalized Anxiety Disorder Scale. Logistic regression analysis identified the associated factors of anxiety symptoms among junior high school students. Predictive models were constructed using Logistic regression, Random Forest, and eXtreme Gradient Boosting (XGBoost) algorithms, with SHapley Additive exPlanations analysis explaining the optimal model. Results: The detection rate of anxiety symptoms among junior high school students was 16.3%. Logistic regression analysis showed that junior high school students who were female ( OR =1.22), in the ninth grade ( OR =1.27), living in urban areas ( OR =1.37), having a father with a college education or above ( OR =1.26), having a mother with a senior high school education ( OR =1.26), and experiencing higher levels of negative life events ( OR =1.05) reported a higher risk of anxiety symptoms(all P <0.05). In contrast, those with moderate family economic status ( OR =0.71), moderate academic burden ( OR =0.59), low academic burden ( OR =0.54), moderate sleep quality ( OR =0.46), good sleep quality ( OR =0.26), excellent sleep quality ( OR =0.15), higher levels of psychological resilience ( OR =0.96), higher levels of school connectedness ( OR =0.96), and higher levels of parent-child cohesion ( OR =0.98) reported a lower risk of anxiety symptoms (all P <0.05). Three machine learning models demonstrated good predictive performance for anxiety symptoms among junior high school students (all AUC>0.8), with the XGBoost model achieving the best predictive performance. SHAP analysis revealed that negative life events, sleep quality, school connectedness, psychological resilience and parent-child cohesion were the top five relevant factors for predicting anxiety symptoms. Conclusions The detection rate of anxiety symptoms among junior high school students is relatively high. The XGBoost model is the optimal predictive model for anxiety symptoms in the population. Negative life events, sleep quality, school connectedness, psychological resilience, and parent-child cohesion are significant correlates of anxiety symptoms among junior high school students.

Objective To compare the clinical efficacy of low-molecular-weight heparin anticoagulant drugs in the treatment of venous thrombosis caused by viral pneumonia.Methods The clinical data of 355 patients diagnosed with viral pneumonia patients in the First People's Hospital of Yunnan Province from December 2022 to February 2023 were collected by retrospective analysis.The patients were classified into moderate group(n=1 14),severe group(n=116),and critical group(n=125)based on the severity of viral pneumonia.The changes in coagulation indicators of the patients after treatment with low molecular weight heparin sodium injection,low molecular weight heparin calcium injection,and enoxaparin sodium injection were compared among three groups.Results Compared with before treatment,there was no statistically significant difference in white blood cells count among three groups of patients after treatment(P＞0.05);The hypersensitive C-reactive protein levels of patients in moderate group and critical group decreased(P＜0.05);The levels of D-dimer decreased in severe group and critical group of patients(P＜0.05).After treatment with low-molecular-weight heparin calcium injection,the activated partial thromboplastin and prothrombin time of patients in severe group were shortened compared to before treatment,and the D-dimer levels of patients in severe group and critical group were reduced compared to before treatment,with statistical significance(P＜0.05);After treatment with low-molecular-weight heparin sodium and enoxaparin,only critical group showed a significant decrease in D-dimer levels(P＜0.05).Conclusion Low-molecular-weight heparin calcium injection has a stronger alleviating effect on blood hypercoagulability caused by elevated D-dimer levels than low-molecular-weight heparin sodium and enoxaparin,which is beneficial for relieving patients' hypercoagulability.

Objective To compare the clinical efficacy of low-molecular-weight heparin anticoagulant drugs in the treatment of venous thrombosis caused by viral pneumonia.Methods The clinical data of 355 patients diagnosed with viral pneumonia patients in the First People's Hospital of Yunnan Province from December 2022 to February 2023 were collected by retrospective analysis.The patients were classified into moderate group(n=1 14),severe group(n=116),and critical group(n=125)based on the severity of viral pneumonia.The changes in coagulation indicators of the patients after treatment with low molecular weight heparin sodium injection,low molecular weight heparin calcium injection,and enoxaparin sodium injection were compared among three groups.Results Compared with before treatment,there was no statistically significant difference in white blood cells count among three groups of patients after treatment(P＞0.05);The hypersensitive C-reactive protein levels of patients in moderate group and critical group decreased(P＜0.05);The levels of D-dimer decreased in severe group and critical group of patients(P＜0.05).After treatment with low-molecular-weight heparin calcium injection,the activated partial thromboplastin and prothrombin time of patients in severe group were shortened compared to before treatment,and the D-dimer levels of patients in severe group and critical group were reduced compared to before treatment,with statistical significance(P＜0.05);After treatment with low-molecular-weight heparin sodium and enoxaparin,only critical group showed a significant decrease in D-dimer levels(P＜0.05).Conclusion Low-molecular-weight heparin calcium injection has a stronger alleviating effect on blood hypercoagulability caused by elevated D-dimer levels than low-molecular-weight heparin sodium and enoxaparin,which is beneficial for relieving patients' hypercoagulability.

Objective To compare the effect of extreme learning machine(ELM)vs logistic regression analysis on prediction of the risk to PICC-related central line associated bloodstream infections(PICC-CLABSI)in cancer patients.Methods Clinical data of 1,146 patients who received PICC,from January 2019 to March 2023,in the Department of Oncology of a ⅢA hospital were analysed.A total of 786 patients who received PICC between January 2019 and December 2021 were assigned to the modelling group,and the rest of 360 patients who received PICC between January 2022 and March 2023 were assigned to the validation group.The risk prediction model was established based on the data of modelling group analysed by Chi-square test,and then by the binary logistic regression to determine the statistically significant variables.Based on the analyses of the two models,a nomogram was plotted to evaluate the fitting and predictive effectiveness.Performance of the two models were evaluated using Hosmer-Lemeshow test as well as the area under the curve(AUC)of receiver operating characteristic(ROC).Risk factors identified by the logistic regression and the PICC-CLABSI risks were used as input and output parameters respectively,to establish an ELM prediction model.The two models were compared in terms of predictive effectiveness using the data of the validation group.Results History of diabetes mellitus,frequency of chemotherapy(≥3 times),maintenance cycle(>7 days),maintenance site(out of hospital),white blood cell count(<3.5×109/L),and albumin(<40g/L)were risk factors for PICC-CLABSI in cancer patients.The logistic regression model demonstrated a good predictability by Hosmer-Lemeshow test(χ 2=5.201,P=0.736),with an AUC-ROC of 0.860(95%CI:0.799～0.922),sensitivity at 0.893,specificity at 0.704 and accuracy at 72.8%.The ELM prediction model exhibited a determination coefficient of 0.823 and mean squared error of 0.051,with a fitting rate at 74.5%,hence it indicated a good predictive power.The ELM model showed a superior predictive power than the logistic regression model.Conclusion The ELM model and logistic regression model,based on logistic regression analysis,offers higher prediction accuracy.It provides valuable guidance to healthcare providers in identification of high risks of PICC-CLABSI for cancer patients.

OBJECTIVE To estimate the cost-utility of sacituzumab govitecan （SG） versus single-agent chemotherapy in the treatment of hormone receptor-positive （HR+）/human epidermal growth factor receptor 2-negative （HER2－） advanced metastatic breast cancer. METHODS From the perspective of the Chinese medical system， a three-state partitioned survival model was constructed to examine the cost-utility of SG versus single-agent chemotherapy based on TROPiCS-02 trial. The cycle length was set to 1 month， and the time horizon was 10 years. The annual discount was 5%. The model output included total costs and quality adjusted life month （QALM）， and incremental cost-effectiveness ratio （ICER） was calculated for cost-utility analysis， by setting willingness-to-pay （WTP） threshold at 3 times gross domestic product （GDP） per capita of China in 2023 （22 340 yuan/QALM）. Univariate sensitivity analyses， probability sensitivity analyses， and scenario analyses were performed to evaluate the robustness of the results and calculate the price threshold when SG had economic advantages. RESULTS SG group gained incremental 4.25 QALM and 561 570 yuan compared with single-agent chemotherapy， which resulted in an ICER of 132 102/QALM that was higher than WTP. The results of the univariate sensitivity analysis showed that the monthly average cost of SG had the greatest impact on the results； the results of probability sensitivity analysis showed that the probability of SG scheme being cost-effective at the WTP threshold was 0. The results of scenario analysis showed that the conclusions of this study were robust under different time horizons （5， 10， 15 years）. The price threshold for SG being cost-effective was 1 344 yuan per 180 mg. CONCLUSIONS Based on the perspective of Chinese medical system， SG appears to be not cost-effective compared with single-agent chemotherapy for HR+/ HER2－ advanced metastatic breast cancer at the price of 8 400 yuan per 180 mg. A substantial price cut should be taken to be cost- effective.

Objective This study aimed to investigate the effect of stage Ⅰ comprehensive cardiac rehabili-tation in patients with acute ST elevation myocardial infarction(STEMI)after emergency percutaneous coronary intervention(PCI).Methods A total of 72 patients with acute ST-segment elevation myocardial infarction combined with PCI admitted to the Department of Cardiovascular Medicine of Beijing Electric Power Hospital of State Grid Corporation from June 2021 to June 2022,which were selected as the research objectsand divided into control group and observation group randomly(36 cases in each group).The control group was treated with routine nursing and health education,and the observation group with stage Ⅰ comprehensive cardiac rehabilitation,including initial assessment(cardiovascular comprehensive assessment),exercise training(exercise training and breathing train-ing),daily activity suggestions and health education,discharge assessment(six-minute walking test and Barthel index assessment).The score of Barthel index(BI)at discharge,the 6-minute walking test distance(6MWD)at discharge,the incidence of major adverse cardiovascular event(MACE)during hospitalization and within one month of discharge,and the length of stay were compared between the two groups.Results After intervention,the six-minute walking test distance(6MWD)and Barthel index(BI)score in the observation group were better than those in the control group,the difference was statistically significant(P<0.05).The incidence of major adverse cardiovascular events(MACE)during hospitalization and one month after discharge was lower in the observation group than in the control group,and the difference was statistically significant(P<0.05).The length of hospital-ization in observation group was lower than that in control groupbut there was no statistical difference(P>0.05).Conclusion The application of phase Ⅰ comprehensive cardiac rehabilitation training in patients with acute ST-segment elevation myocardial infarction combined with emergency PCI could improve the patients'exercise ability,improve their ability of daily activity,reduce the incidence of major adverse cardiovascular events(MACE)in the early stage of the disease,facilitate the patients to return to their families and society as soon as possible,and improve their quality of life.It has high clinical application value.

Objective:To explore the correlation between endogenous sex hormone factors and sexual function in Chinese women.Methods:A total of 711 women who met the criteria were investigated in the Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Chaoyang District Maternal and Child Health Care Hospital, Beijing Chaoyang District Taiyanggong Community Health Service Centre from April 2020 to March 2021. Sociodemographic data (data split into two groups according to educational background: high school or above and lower high school; and three categories based on marital relationship: satisfied, average, and dissatisfied) and serum levels of sex hormones were collected. Female sexual dysfunction (FSD) was evaluated using the female sexual function index (FSFI). Participants were divided into three groups according to the Stages of Reproductive Aging Workshop (STRAW+10): reproductive stage group, menopausal transition stage group and postmenopausal stage group. Spearman rank correlation analysis and multiple linear regression analyses were performed to determine the correlation between characteristics and scores of FSFI.Results:The multivariate logistic regression analysis revealed that postmenopausal stage, secondary education level, neutral and dissatisfied marital relations were significantly negatively correlated with total FSFI score (all P<0.01). Secondary education level, neutral and dissatisfied marital relations were negatively associated with nearly all FSFI domains apart from pain score (all P<0.05); postmenopausal stage was negatively associated with lubrication, satisfaction and pain (all P<0.05). FSH was negatively associated with all FSFI domain scores (all P<0.05). There was a significantly positive correlation between estradiol and scores of FSFI dimensions other than orgasm and satisfaction (all P<0.05). Total testosterone positively affected the score of total FSFI and desire (all P<0.05); free testosterone was positively related to orgasm ( P<0.05). Conclusion:Estradiol and total testosterone serve as protective factors for female sexual function.

Objective:To explore the correlation between endogenous sex hormone factors and sexual function in Chinese women.Methods:A total of 711 women who met the criteria were investigated in the Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing Chaoyang District Maternal and Child Health Care Hospital, Beijing Chaoyang District Taiyanggong Community Health Service Centre from April 2020 to March 2021. Sociodemographic data (data split into two groups according to educational background: high school or above and lower high school; and three categories based on marital relationship: satisfied, average, and dissatisfied) and serum levels of sex hormones were collected. Female sexual dysfunction (FSD) was evaluated using the female sexual function index (FSFI). Participants were divided into three groups according to the Stages of Reproductive Aging Workshop (STRAW+10): reproductive stage group, menopausal transition stage group and postmenopausal stage group. Spearman rank correlation analysis and multiple linear regression analyses were performed to determine the correlation between characteristics and scores of FSFI.Results:The multivariate logistic regression analysis revealed that postmenopausal stage, secondary education level, neutral and dissatisfied marital relations were significantly negatively correlated with total FSFI score (all P<0.01). Secondary education level, neutral and dissatisfied marital relations were negatively associated with nearly all FSFI domains apart from pain score (all P<0.05); postmenopausal stage was negatively associated with lubrication, satisfaction and pain (all P<0.05). FSH was negatively associated with all FSFI domain scores (all P<0.05). There was a significantly positive correlation between estradiol and scores of FSFI dimensions other than orgasm and satisfaction (all P<0.05). Total testosterone positively affected the score of total FSFI and desire (all P<0.05); free testosterone was positively related to orgasm ( P<0.05). Conclusion:Estradiol and total testosterone serve as protective factors for female sexual function.

Grid management plays an important role in improving the efficiency of social service management. The authors explored the establishment of a nosocomial infection grid management model and implemented it at a tertiary general hospital in Shanghai. χ2 test results showed that since the hospital fully implemented the grid management model in early 2016, the number of hospital infections, surgical site infections, type I surgical incision infections, and ventilator-related pneumonia had shown a downward trend year by year. The number of inspections before the use of antibacterial drugs, the number of blood cultures submitted for fever patients, and the timing of hand hygiene compliance showed an increasing trend year by year( P<0.05), and the management of nosocomial infection was more effective than the previous period. The application of grid management model required establishment of grid organization structure, control of key links, implementation of the special personnel responsibility, formulation of a performance evaluation system, and implementation of incentive measures. The grid management model can significantly reduce the risk of hospital infection, improve the efficiency of hospital infection management, and was valuable to be applicated and promoted in medical institutions.

BACKGROUND: Childhood adversities pose deleterious consequences on health and well-being, but limited studies explore whether unique patterns of adverse childhood experiences (ACEs) impact the mental health of emerging adults and the mediating role of current stressful events (CSEs). This study examined classes of ACEs and how they relate to CSEs, psychological distress, and subjective well-being among Eritrean College undergraduates. METHODS: Cross-sectional data on ACEs, CSEs, symptoms of psychological distress, and subjective well-being were collected from a national sample of college students (N = 507). We identified ACE patterns using latent class analysis and further examined whether CSEs mediated the effects of ACE classes on psychological distress and subjective well-being. RESULTS: 86.4% of the sample experienced at least one ACE. Collective violence, domestic violence, and physical abuse were the most common ACEs. Three subgroups, low ACEs (66.3%), household violence (19.1%), and multiple ACEs (14.6%) were identified. We found that relative to low ACEs, household violence (β = 0.142, 95% CI 0.046, 0.248) and multiple ACEs (β = 0.501, 95% CI 0.357, 0.666) indirectly influenced psychological distress through CSEs, and CSEs mediated the relationships between household violence (β = -0.096, 95% CI -0.176, -0.033), multiple ACEs (β = -0.338, 95% CI -0.498, -0.210), and subjective well-being. However, there were nonsignificant relative direct effects of ACE patterns on both psychological distress and subjective well-being. CONCLUSIONS Experiencing multiple ACEs and household violence in conjunction with CSEs significantly predict psychological distress and subjective well-being. Contextual interventions for the early identification of ACEs and the management of CSEs may play a crucial role in the prevention of mental health problems.
Adolescent ; Adult ; Adverse Childhood Experiences/statistics & numerical data* ; Cross-Sectional Studies ; Female ; Health Status ; Humans ; Latent Class Analysis ; Male ; Mental Health/statistics & numerical data* ; Models, Psychological ; Prevalence ; Stress, Psychological/psychology* ; Students/statistics & numerical data* ; Universities ; Young Adult