1.The value of coronary CT angiography-based traditional features and radiomics in identification of culprit plaques to cause acute myocardial infarction
Pei NIE ; Shuo ZHANG ; Yan DENG ; Shifeng YANG ; Xinxin YU ; Kaiyue ZHI ; He ZHU ; Peng LI ; Jingjing CUI ; Wenjing CHEN ; Yanmei WANG ; Yuchao XU ; Dapeng HAO ; Ximing WANG
Chinese Journal of Radiology 2025;59(9):1017-1028
Objective:To investigate the value of coronary CTA (CCTA)-based traditional features and radiomics of plaque in the identification of culprit lesions that caused acute myocardial infarction (AMI).Methods:This was a retrospective multicenter study. From July 2016 to November 2023, a total of 344 patients from the Affiliated Hospital of Qingdao University (training cohort, n=184), Shandong Provincial Hospital Affiliated to Shandong First Medical University (validation cohort, n=88) and Qilu Hospital of Shandong University (test cohort, n=72) who received percutaneous coronary intervention (PCI) due to AMI and underwent CCTA within 48 hours of AMI were enrolled. The culprit plaques and non-culprit plaques were identified using a combination of electrocardiogram, CCTA, and angiographic findings. The vessel, plaque location, plaque type, Coronary Artery Disease-Reporting and Data System (CAD-RADS) score, high-risk plaque characteristics, plaque length, plaque volume, and burden were analyzed, and 1 904 radiomics features were extracted for each plaque. The traditional imaging model, the radiomics model, and the combined model were established by using multivariate Logistic regression analysis. The area under the receiver operating characteristic curve (AUC) was used to evaluate the performance of each model in identifying culprit lesions. The DeLong test was used for the comparison of AUC between every two models. The net reclassification index (NRI) was used to evaluate the incremental value of the combined model to the traditional imaging model and the radiomics model. The decision curve analysis (DCA) was used to assess the clinical net benefit of these models. A correlation heatmap was used to evaluate the correlation between the radiomics score and traditional CCTA factors. The interpretable analysis of the decision process of the combined model was performed by the Shapley Additive exPlanations (SHAP). Results:In the validation cohort and the test cohort, the AUC of the traditional imaging model developed by the vessel, plaque type, positive remodeling and CAD-RADS score was 0.898 (95% CI 0.869-0.922) and 0.881 (95% CI 0.848-0.910), respectively. The radiomics model developed by six radiomics features was 0.863 (95% CI 0.831-0.891) and 0.863 (95% CI 0.827-0.864), respectively. The AUC of the combined model was 0.930 (95% CI 0.905-0.950)and 0.919 (95% CI 0.889-0.942), respectively. In the validation cohort and the test cohort, the AUC of the combined model was higher than that of the traditional imaging model ( Z=4.013, 4.272, P<0.001) and that of the radiomics model ( Z=4.819, 3.784, P<0.001), respectively. In the validation cohort, the combined model yielded an NRI of 20.43% (95% CI 10.43%-30.44%, P<0.001) and 20.21% (95% CI 9.62%-30.80%, P<0.001) for identifying culprit lesions compared with the traditional imaging model and the radiomics model, respectively. In the test cohort, the combined model yielded an NRI of 28.05% (95% CI 16.72%-39.38%, P<0.001) and 23.57% (95% CI 13.58%-33.56%, P<0.001) for identifying culprit lesions compared with the traditional imaging model and the radiomics model, respectively. DCA showed the combined model had the highest clinical net benefit. The correlation heatmap showed the radiomics score was not correlated or only weakly correlated with traditional CCTA factors. SHAP indicated the radiomics and CAD-RADS score contributed significantly to the model. Conclusion:The CCTA-based traditional features and radiomics of plaque have favorable performance for the identification of culprit plaques in patients with AMI.
2.The value of coronary CT angiography-based traditional features and radiomics in identification of culprit plaques to cause acute myocardial infarction
Pei NIE ; Shuo ZHANG ; Yan DENG ; Shifeng YANG ; Xinxin YU ; Kaiyue ZHI ; He ZHU ; Peng LI ; Jingjing CUI ; Wenjing CHEN ; Yanmei WANG ; Yuchao XU ; Dapeng HAO ; Ximing WANG
Chinese Journal of Radiology 2025;59(9):1017-1028
Objective:To investigate the value of coronary CTA (CCTA)-based traditional features and radiomics of plaque in the identification of culprit lesions that caused acute myocardial infarction (AMI).Methods:This was a retrospective multicenter study. From July 2016 to November 2023, a total of 344 patients from the Affiliated Hospital of Qingdao University (training cohort, n=184), Shandong Provincial Hospital Affiliated to Shandong First Medical University (validation cohort, n=88) and Qilu Hospital of Shandong University (test cohort, n=72) who received percutaneous coronary intervention (PCI) due to AMI and underwent CCTA within 48 hours of AMI were enrolled. The culprit plaques and non-culprit plaques were identified using a combination of electrocardiogram, CCTA, and angiographic findings. The vessel, plaque location, plaque type, Coronary Artery Disease-Reporting and Data System (CAD-RADS) score, high-risk plaque characteristics, plaque length, plaque volume, and burden were analyzed, and 1 904 radiomics features were extracted for each plaque. The traditional imaging model, the radiomics model, and the combined model were established by using multivariate Logistic regression analysis. The area under the receiver operating characteristic curve (AUC) was used to evaluate the performance of each model in identifying culprit lesions. The DeLong test was used for the comparison of AUC between every two models. The net reclassification index (NRI) was used to evaluate the incremental value of the combined model to the traditional imaging model and the radiomics model. The decision curve analysis (DCA) was used to assess the clinical net benefit of these models. A correlation heatmap was used to evaluate the correlation between the radiomics score and traditional CCTA factors. The interpretable analysis of the decision process of the combined model was performed by the Shapley Additive exPlanations (SHAP). Results:In the validation cohort and the test cohort, the AUC of the traditional imaging model developed by the vessel, plaque type, positive remodeling and CAD-RADS score was 0.898 (95% CI 0.869-0.922) and 0.881 (95% CI 0.848-0.910), respectively. The radiomics model developed by six radiomics features was 0.863 (95% CI 0.831-0.891) and 0.863 (95% CI 0.827-0.864), respectively. The AUC of the combined model was 0.930 (95% CI 0.905-0.950)and 0.919 (95% CI 0.889-0.942), respectively. In the validation cohort and the test cohort, the AUC of the combined model was higher than that of the traditional imaging model ( Z=4.013, 4.272, P<0.001) and that of the radiomics model ( Z=4.819, 3.784, P<0.001), respectively. In the validation cohort, the combined model yielded an NRI of 20.43% (95% CI 10.43%-30.44%, P<0.001) and 20.21% (95% CI 9.62%-30.80%, P<0.001) for identifying culprit lesions compared with the traditional imaging model and the radiomics model, respectively. In the test cohort, the combined model yielded an NRI of 28.05% (95% CI 16.72%-39.38%, P<0.001) and 23.57% (95% CI 13.58%-33.56%, P<0.001) for identifying culprit lesions compared with the traditional imaging model and the radiomics model, respectively. DCA showed the combined model had the highest clinical net benefit. The correlation heatmap showed the radiomics score was not correlated or only weakly correlated with traditional CCTA factors. SHAP indicated the radiomics and CAD-RADS score contributed significantly to the model. Conclusion:The CCTA-based traditional features and radiomics of plaque have favorable performance for the identification of culprit plaques in patients with AMI.
3.Analysis of the construction status and framework of the standard system of smart health and elderly care in China
Dongqi LIU ; Weihua XU ; Xiaoling QIN ; Yanmei WU ; Li ZHAO
Journal of Shenyang Medical College 2025;27(1):6-11
Objective:To analyze the current status of the standard system construction for smart health and elderly care in China,analyze the framework of the standard system,and propose policy recommendations for the construction of the standard system.Methods:The standard system of smart health and elderly care were searched on the websites of the State Council of China,the National Standard Information Public Service Platform,and the sub-websites of national,industry,local,group,and enterprise standards.Policy text analysis was used to explore the current status and framework of standard system construction.Results:Currently,67 standards related to smart health and elderly care in China were included,including 0 national standards,2 industry standard,10 local standards,31 group standards,and 24 enterprise standards.These standards formed a subsystem that covered general,data,product,platform,and service standards.Conclusion:The construction of the standard system of smart health and elderly care in China has achieved certain results,but there are still shortcomings,and it is necessary to strengthen the top-level design and build a perfect framework of the standard system.
4.Intervention effect of puerarin on rats with bacterial periodontitis by regulating NLRP3/Caspase-1 signaling pathways
Xiansi XU ; Meiqin GUAN ; Yunjuan CHU ; Baoshan ZHAO ; Fengxia DU ; Yanmei CHE
Chinese Journal of Nosocomiology 2025;35(10):1472-1477
OBJECTIVE To observe the intervention effect of puerarin on the rats with bacterial periodontitis by reg-ulating nucleotide-binding oligomeric domain-like receptor protein 3/Caspase-1(NLRP3/Caspase-1)signaling pathways.METHODS Totally 44 male SPF rats were chosen as subjects and were divided into the blank group,the model group,the puerarin group and the puerarin plus inhibitor group.The models of rats with bacterial periodon-titis were successfully established.The periodontal indexes and alveolar resorption were observed and compared a-mong the groups.RESULTS The sulcus bleeding index(SBI)and plaque index(PLI)scores of the model group and the puerarin plus inhibitor group were higher than those of the blank group;the NLRP3 level was 0.87±0.09 in the model group,0.85±0.08 in the puerarin plus inhibitor group,higher than 0.18±0.03 in the blank group;the Caspase-1 level was 1.15±0.11 in the model group,1.03±0.10 in the puerarin plus inhibitor group,higher than 0.35±0.04 in the blank group.The trabecular separation spacing(Tb.Sp),cemento-enamel junction-facial bone crest(CEJ-FBC),interleukin--1β(IL-1β)level,interleukin-6(IL-6)level,tumor necrosis factor-α(TNF-α)level and osteoclast counts of the model group and the puerarin plus inhibitor group were higher than those of the blank group;while the trabecular thickness(Tb.Th),bone volume/tissue volume(BV/TV)and bone mineral density(BMD)of the model group and the puerarin plus inhibitor group were lower than those of the blank group.The SBI and PLI scores of the puerarin group were lower than those of the model group;the NLRP3 level of the puerarin group was 0.20±0.04,lower than 0.87±0.09 of the model group;the Caspase-1 level of the puerarin group was 0.37±0.05,lower than 1.15±0.11 of the model group.The Tb.Sp,CEJ-FBC,IL-1βlevel,IL-6 lev-el,TNF-α level and osteoclast counts of the puerarin group were lower than those of the model group;while the Tb.Th,V/V and BMD of the puerarin group were higher than those of the model group.The SBI and PLI score of the puerarin plus inhibitor group were higher than those of the puerarin group;the NLRP3 level of the puerarin plus inhibitor group was 0.85±0.08,higher than 0.20±0.04 of the puerarin group;the Caspase-1 level of the pu-erarin plus inhibitor group was 1.03±0.10,higher than 0.37±0.05 of the puerarin group.The Tb.Sp,CEJ-FBC,IL-1β level,IL-6 level,TNF-α level and osteoclast counts of the puerarin plus inhibitor group were higher than those of the puerarin group,while the Tb.Th,V/V and BMD of the puerarin plus inhibitor group were low-er than those of the puerarin group,there were significant differences in the above comparisons(P<0.05).CONCLUSIONS Puerarin can effectively reduce the periodontal plaque index and bleeding index of the rats with bacterial,reduce the levels of inflammatory factors and alleviate the damage of tissue.The action mechanisms may be associated with the NLRP3/Caspase-1 signaling pathways.
5.Efficacy and Safety of Sacubitril Valsartan in the Treatment of Heart Failure With Mildly Reduced Ejection Fraction:a Meta-analysis
Hao GUO ; Yanmei XU ; Xijin LIU
Chinese Circulation Journal 2025;40(10):985-991
Objectives:To systematically evaluate the effectiveness and safety of sacubitril valsartan in the treatment of heart failure with mildly reduced ejection fraction(HFmrEF).Methods:Computer searches were conducted on PubMed,Embase,China National Knowledge Infrastructure(CNKI),VIP,and Wanfang Data,all from the time of database establishment until December 31,2023.Randomized controlled trials(RCT)of sacubitril valsartan(experimental group)compared to conventional drugs such as renin angiotensin converting enzyme inhibitors/angiotensin Ⅱ receptor antagonists(control group)for the treatment of HFmrEF were collected.After screening literature and extracting data,meta-analysis was conducted using Stata 15.0 and Rev Man 5.3 software,and bias and sensitivity analyses were published in parallel.Results:A total of 13 RCTs were included,with a total of 1 150 patients.The meta-analysis results showed that all-cause mortality risk of patients(RR=0.63,95%CI:0.45-0.86,P=0.004),and the risk of elevated blood creatinine(RR=0.65,95%CI:0.50-0.84,P=0.001)in the experimental group were significantly lower than those in the control group.The level of six-minute walk test post therapy was significantly higher in the experimental group patients than that in the control group(weighted mean differences[WMD]=66.33 m,95%CI:11.77-120.90,P=0.02).There was no statistically significant difference in the comparison on the readmission rate of heart failure(RR=0.87,95%CI:0.61-1.24,P=0.43),NT-proBNP levels(WMD=319.67 pg/ml,95%CI:-823.36 to 1 462.70,P=0.58),soluble suppression of tumorigenicity 2(sST2)levels(WMD=4.48 μg/L,95%CI:-0.58 to 9.54,P=0.08),incidence of hypotension(RR=1.03,95%CI:0.61-1.76,P=0.90),and incidence of hyperkalemia(RR=0.95,95%CI:0.67-1.33,P=0.75)between the two groups of patients after treatment.The results of publication bias and sensitivity analysis both indicated a high possibility of publication bias,and some indicators had unstable results.Conclusions:Sacubitril valsartan may effectively reduce all-cause mortality,and the risk of elevated blood creatinine in HFmrEF patients,improving their long-term prognosis.However,the incidence of hypotension and hyperkalemia remains unclear.
6.Efficacy and Safety of Sacubitril Valsartan in the Treatment of Heart Failure With Mildly Reduced Ejection Fraction:a Meta-analysis
Hao GUO ; Yanmei XU ; Xijin LIU
Chinese Circulation Journal 2025;40(10):985-991
Objectives:To systematically evaluate the effectiveness and safety of sacubitril valsartan in the treatment of heart failure with mildly reduced ejection fraction(HFmrEF).Methods:Computer searches were conducted on PubMed,Embase,China National Knowledge Infrastructure(CNKI),VIP,and Wanfang Data,all from the time of database establishment until December 31,2023.Randomized controlled trials(RCT)of sacubitril valsartan(experimental group)compared to conventional drugs such as renin angiotensin converting enzyme inhibitors/angiotensin Ⅱ receptor antagonists(control group)for the treatment of HFmrEF were collected.After screening literature and extracting data,meta-analysis was conducted using Stata 15.0 and Rev Man 5.3 software,and bias and sensitivity analyses were published in parallel.Results:A total of 13 RCTs were included,with a total of 1 150 patients.The meta-analysis results showed that all-cause mortality risk of patients(RR=0.63,95%CI:0.45-0.86,P=0.004),and the risk of elevated blood creatinine(RR=0.65,95%CI:0.50-0.84,P=0.001)in the experimental group were significantly lower than those in the control group.The level of six-minute walk test post therapy was significantly higher in the experimental group patients than that in the control group(weighted mean differences[WMD]=66.33 m,95%CI:11.77-120.90,P=0.02).There was no statistically significant difference in the comparison on the readmission rate of heart failure(RR=0.87,95%CI:0.61-1.24,P=0.43),NT-proBNP levels(WMD=319.67 pg/ml,95%CI:-823.36 to 1 462.70,P=0.58),soluble suppression of tumorigenicity 2(sST2)levels(WMD=4.48 μg/L,95%CI:-0.58 to 9.54,P=0.08),incidence of hypotension(RR=1.03,95%CI:0.61-1.76,P=0.90),and incidence of hyperkalemia(RR=0.95,95%CI:0.67-1.33,P=0.75)between the two groups of patients after treatment.The results of publication bias and sensitivity analysis both indicated a high possibility of publication bias,and some indicators had unstable results.Conclusions:Sacubitril valsartan may effectively reduce all-cause mortality,and the risk of elevated blood creatinine in HFmrEF patients,improving their long-term prognosis.However,the incidence of hypotension and hyperkalemia remains unclear.
7.Advances in Structural Characterization of Protein and Polypeptide Drugs
Zijuan MAO ; Yanmei XU ; Xiaoning QIAO ; Yanxia GAO
Herald of Medicine 2025;44(9):1465-1471
In recent years,protein and polypeptide drugs have developed rapidly and have been widely used to treat cancer,hepatitis,and other diseases.The activity of proteins and polypeptides is closely related to their structure.Protein structures can be divided into four levels:primary,secondary,tertiary,and quaternary structures.The primary structure determines the advanced structure and biological functions of proteins.To ensure drug safety,it is necessary to carry out structural characterization and quality control.The advanced structure is the basis for proteins to express their functions and activities,and changes in spatial structure can lead to alterations in functions.This article reviews the progress of research on the primary and advanced structure characterization of proteins and polypeptides,including techniques such as reversed-phase high-performance liquid chromatography,Edman degradation,mass spectrometry,and spectroscopy.It aims to provide a reference for the structural characterization and quality control of other protein and polypeptide drug products.
8.Intervention effect of puerarin on rats with bacterial periodontitis by regulating NLRP3/Caspase-1 signaling pathways
Xiansi XU ; Meiqin GUAN ; Yunjuan CHU ; Baoshan ZHAO ; Fengxia DU ; Yanmei CHE
Chinese Journal of Nosocomiology 2025;35(10):1472-1477
OBJECTIVE To observe the intervention effect of puerarin on the rats with bacterial periodontitis by reg-ulating nucleotide-binding oligomeric domain-like receptor protein 3/Caspase-1(NLRP3/Caspase-1)signaling pathways.METHODS Totally 44 male SPF rats were chosen as subjects and were divided into the blank group,the model group,the puerarin group and the puerarin plus inhibitor group.The models of rats with bacterial periodon-titis were successfully established.The periodontal indexes and alveolar resorption were observed and compared a-mong the groups.RESULTS The sulcus bleeding index(SBI)and plaque index(PLI)scores of the model group and the puerarin plus inhibitor group were higher than those of the blank group;the NLRP3 level was 0.87±0.09 in the model group,0.85±0.08 in the puerarin plus inhibitor group,higher than 0.18±0.03 in the blank group;the Caspase-1 level was 1.15±0.11 in the model group,1.03±0.10 in the puerarin plus inhibitor group,higher than 0.35±0.04 in the blank group.The trabecular separation spacing(Tb.Sp),cemento-enamel junction-facial bone crest(CEJ-FBC),interleukin--1β(IL-1β)level,interleukin-6(IL-6)level,tumor necrosis factor-α(TNF-α)level and osteoclast counts of the model group and the puerarin plus inhibitor group were higher than those of the blank group;while the trabecular thickness(Tb.Th),bone volume/tissue volume(BV/TV)and bone mineral density(BMD)of the model group and the puerarin plus inhibitor group were lower than those of the blank group.The SBI and PLI scores of the puerarin group were lower than those of the model group;the NLRP3 level of the puerarin group was 0.20±0.04,lower than 0.87±0.09 of the model group;the Caspase-1 level of the puerarin group was 0.37±0.05,lower than 1.15±0.11 of the model group.The Tb.Sp,CEJ-FBC,IL-1βlevel,IL-6 lev-el,TNF-α level and osteoclast counts of the puerarin group were lower than those of the model group;while the Tb.Th,V/V and BMD of the puerarin group were higher than those of the model group.The SBI and PLI score of the puerarin plus inhibitor group were higher than those of the puerarin group;the NLRP3 level of the puerarin plus inhibitor group was 0.85±0.08,higher than 0.20±0.04 of the puerarin group;the Caspase-1 level of the pu-erarin plus inhibitor group was 1.03±0.10,higher than 0.37±0.05 of the puerarin group.The Tb.Sp,CEJ-FBC,IL-1β level,IL-6 level,TNF-α level and osteoclast counts of the puerarin plus inhibitor group were higher than those of the puerarin group,while the Tb.Th,V/V and BMD of the puerarin plus inhibitor group were low-er than those of the puerarin group,there were significant differences in the above comparisons(P<0.05).CONCLUSIONS Puerarin can effectively reduce the periodontal plaque index and bleeding index of the rats with bacterial,reduce the levels of inflammatory factors and alleviate the damage of tissue.The action mechanisms may be associated with the NLRP3/Caspase-1 signaling pathways.
9.Association between short-term exposure to air pollution and outpatient and emergency visits for neurological diseases in Conghua District, Guangzhou from 2015 to 2022
Lu LUO ; Zhi LI ; Yanmei CAI ; Chunming HE ; Yi ZHENG ; Sirong WANG ; Ruijun XU ; Yuewei LIU ; Qinqin JIANG
Journal of Environmental and Occupational Medicine 2025;42(11):1307-1314
Background Exposure to air pollutants increases the risk of diseases in multiple systems, including respiratory and cardiovascular systems, yet its association with neurological diseases remains unclear. Objective To quantitatively evaluate the association between short-term exposure to air pollutants and outpatient and emergency visits for neurological diseases, identify potential susceptible populations, and quantify associated disease burden. Methods Daily 24-hour average concentrations of fine particulate matter (PM2.5), inhalable particulate matter (PM10), sulfur dioxide (SO2), nitrogen dioxide (NO2), and carbon monoxide (CO), daily maximum 8-hour average concentration of ozone (O3), daily meteorological data (24-hour average temperature, 24-hour average relative humidity), and data on daily outpatient and emergency department visits for neurological diseases from two hospitals in Conghua District, Guangzhou, China, were collected from 2015 to 2022. A time-stratified case-crossover design was adopted, and a conditional Poisson regression model was constructed to analyze the association between air pollution exposure and neurological disease visits. Two-pollutant models and sensitivity analysis were used to validate model stability. Stratified analyses by season (cold season: from November to March; warm season: from April to October), sex (male, female), and age (≤45 years, 46–60 years, ≥61 years) were performed to identify vulnerable group. Additionally, the number and proportion of neurological disease visits attributable to short-term air pollutant exposure were calculated. Results A total of 72 673 outpatient and emergency department visits for neurological diseases were included during the study period. Most of the patients were middle-aged and elderly individuals (69.89% were over 45 years old) and females (60.25%). The results of single-pollutant models showed that for each interquartile range (IQR) increase in exposure to PM2.5, PM10, SO2, NO2, CO, and O3, the risk of outpatient and emergency department visits for neurological diseases increased by 7.54% (95%CI: 4.69%, 10.46%), 6.66% (95%CI: 3.92%, 9.46%), 16.72% (95%CI: 10.58%, 23.19%), 8.12% (95%CI: 4.82%, 11.53%), 5.60% (95%CI: 2.34%, 8.97%), and 6.11% (95%CI: 2.91%, 9.40%), respectively. The results of the two-pollutant model showed that the association between PM2.5 and SO2 exposure and outpatient and emergency department visits for neurological diseases were relatively stable. The stratified analyses showed that the effect of SO2 was stronger in the cold season. It was estimated that 8.32% (95%CI: 5.55%, 10.96%) and 6.65% (95%CI: 4.27%, 8.96%) of the outpatient and emergency department visits were attributable to short-term exposure to SO2 and PM2.5, respectively. Conclusion Exposure to PM2.5 and SO2 is associated with increased risks of outpatient and emergency visits for neurological diseases. SO2 shows stronger effects during the cold season, and exposure to air pollution contributes to up to 8.32% of neurological disease visits.
10.Influencing factors and predictive model construction for occupational burnout among take-away deliveryman based on restricted cubic spline analysis
Bo GE ; Zhuolin SHEN ; Yongtao ZHENG ; Diwei XU ; Zuowei NI ; Longfang JIANG ; Yanmei WANG
Journal of Environmental and Occupational Medicine 2025;42(11):1336-1341
Background With the rapid development of the food delivery industry, take-away deliverymen become an essential component of urban logistics. However, high labor intensity, unstable income, and extended working hours place them at considerable risk of occupational burnout. Available studies have paid insufficient attention to the mental health of this population, and effective predictive or preventive approaches remain limited. Objective To understand the status of occupational burnout among take-away deliverymen, identify influencing factors based on restricted cubic spline analysis, and develop a predictive model to provide a theoretical basis for improving their mental health. Methods A cross-sectional survey was conducted among full-time take-away deliverymen registered to the "Ele.me" and "Meituan" platforms in Hangzhou between September 1 and November 30, 2024, using both online and offline approaches. A questionnaire covered sociodemographic, household, and occupational information, and the Maslach Burnout Inventory–General Survey were used in this survey. Univariate analyses and logistic regression were used to identify factors associated with burnout and to construct a predictive model. Model performance was evaluated using receiver operating characteristic (ROC) curve and calibration curve. Furthermore, restricted cubic spline was used to further explore the relationship between age, working hours, and occupational burnout. Results Among the

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