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Logistics Regression Analysis between TCM Constitution Types of Patients with Hypertension,Insomnia and ABPM,PSQI 被引量:2
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作者 Xiaogang YU Qingsheng WANG +2 位作者 Erdan XIN Yujun LU Yingdong LI 《Medicinal Plant》 CAS 2022年第2期44-49,54,共7页
[Objectives]The research aimed to explore the distribution characteristics of TCM constitution types of patients with hypertension and insomnia,and study the clinical characteristics of patients with different constit... [Objectives]The research aimed to explore the distribution characteristics of TCM constitution types of patients with hypertension and insomnia,and study the clinical characteristics of patients with different constitutions,in order to provide new ideas for the treatment of patients with hypertension and insomnia.[Methods]Cross sectional observation method was used,and 420 patients with hypertension and insomnia were selected.Required information was collected,and the constitution type of traditional Chinese medicine was determined,and relevant data were recorded.SPSS and Logistic regression analysis method were used to explore the correlation between the distribution of TCM constitution types and gender,age,24 h-SBP,24 h-DBP,24 h-BPV,PSQI score,etc.[Results]Among 420 patients,the proportion of gentleness constitution was the most,and others in turn were Qi deficiency constitution>Yang deficiency constitution>phlegm dampness constitution>Qi stagnation constitution>Yin deficiency constitution>blood stasis constitution>damp heat constitution>special constitution.Among male patients,the proportion of gentleness constitution was the most.Among female patients,the proportion of Qi deficiency constitution was the most.In each constitution,the proportion of men and women was different,and the difference in gentleness constitution,Qi deficiency constitution and Yin deficiency constitution had statistical significance(P<0.05).The proportion of gentleness constitution for young and middle-aged patients was the most,while elderly patients with Qi deficiency constitution was the most.There was difference in the distribution of TCM constitution in different age groups,and the difference had statistical significance(P<0.05).Compared with the patients with gentleness constitution,the patients with Qi deficiency constitution,Yang deficiency constitution,Yin deficiency constitution,damp heat constitution,blood stasis constitution and Qi stagnation constitution had different differences in terms of age,24 h-SBP,24 h-DBP,24 h-BPV and PSQI score,and there was statistical significance(P<0.05).Except damp heat constitution,blood stasis constitution and special constitution,other constitutions had certain correlation with age,24 h-SBP,24 h-DBP,24 h-BPV and PSQI score.[Conclusions]TCM constitution types of patients with hypertension and insomnia were dominant by gentleness constitution,Qi deficiency constitution and Yang deficiency constitution.The distribution of TCM constitution in different gender and age groups was different,and different TCM constitution was related to ABPM and PSQI. 展开更多
关键词 Hypertension with insomnia Constitution of traditional Chinese medicine ABPM PSQI logistics regression analysis
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Multi-parameters uncertainty analysis of logistic support process based on GERT 被引量:5
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作者 Yong Wu Xing Pan +2 位作者 Rui Kang Congjiao He Liming Gong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第6期1011-1019,共9页
The uncertainty analysis is an effective sensitivity analysis method for system model analysis and optimization. However,the existing single-factor uncertainty analysis methods are not well used in the logistic suppor... The uncertainty analysis is an effective sensitivity analysis method for system model analysis and optimization. However,the existing single-factor uncertainty analysis methods are not well used in the logistic support systems with multiple decision-making factors. The multiple transfer parameters graphical evaluation and review technique(MTP-GERT) is used to model the logistic support process in consideration of two important factors, support activity time and support activity resources, which are two primary causes for the logistic support process uncertainty. On this basis,a global sensitivity analysis(GSA) method based on covariance is designed to analyze the logistic support process uncertainty. The aircraft support process is selected as a case application which illustrates the validity of the proposed method to analyze the support process uncertainty, and some feasible recommendations are proposed for aircraft support decision making on carrier. 展开更多
关键词 logistic support process uncertainty analysis graphi-cal evaluation and review technique(GERT) sensitivity analysis
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Logistic Regression Analysis of Influencing Factors on Serum ALT and HCV RNA Changes in Patients with Chronic Hepatitis C
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作者 Cheng-bao Wang Jian-jie Chen +3 位作者 Hong-ming Nie Feng Gao Hua Lv Hong-ding Li 《国际感染病学(电子版)》 CAS 2012年第2期80-83,共4页
Objective This study was undertaken to investigate the influencing factors on serum ALT level and hepatitis C virus(HCV)RNA titer in chronic hepatitis C(CHC)patients.Methods All patients enrolled into this study were ... Objective This study was undertaken to investigate the influencing factors on serum ALT level and hepatitis C virus(HCV)RNA titer in chronic hepatitis C(CHC)patients.Methods All patients enrolled into this study were anti-HCV positive.Retrospective tracing method was applied to detect serum ALT level and HCV RNA titer and to collect general information of the patients such as genders,age groups,interferon medication history,infection pathways,height and weight.Then the multi-factor analysis was adopted with the application of binominal logistic regression mode.Results The abnormal rate of ALT level was positively correlated to HCV RNA and gender while negatively correlated to interferon medication history and age group,with Wald value of the 4 factors as 39.604,11.823,18.991 and 7.389,respectively.The positive rate of HCV RNA was negatively correlated to interferon medication history and gender while positively correlated to ALT level,with corresponding Wald value of the 3 factors as81.394,7.618 and 27.562,respectively.Conclusions The normal ALT level in HCV infected patients was associated with viral load,age,gender and interferon medication history,while the normal rate of HCV RNA titer was closely associated with gender,interferon medication history and ALT level. 展开更多
关键词 Multi-factor logistic regression analysis Hepatitis C virus Chronic Hepatitis C Serum ALT level HCV RNA
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The Establishment of Mathematical Models for the Composition Analysis and Identification of Ancient Glass Products
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作者 Jenny Zhang Ding Li +1 位作者 Yu Xie Junfeng Xiang 《Open Journal of Applied Sciences》 2023年第11期2149-2171,共23页
Glass is the precious material evidence of the trade of the early Silk Road. The ancient glass was easily affected by the environmental impact and weathering, and the change of composition ratios affected the correct ... Glass is the precious material evidence of the trade of the early Silk Road. The ancient glass was easily affected by the environmental impact and weathering, and the change of composition ratios affected the correct judgment of its category. In this paper, mathematical models and methods such as Chi-square test, weighted average method, principal component analysis, cluster analysis, binary classification model and grey correlation analysis were used comprehensively to analyze the data of sample glass products combined with their categories. The results showed that the weathered high-potassium glass could be divided into 12, 9, 10 and 27, 7, 22 and so on. 展开更多
关键词 Principal Component analysis System Clustering Sensitivity analysis Binary Classification Model logistic Regression analysis Grey Correlation analysis
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Manufacturing task data chain-driven production logistics trajectory analysis and optimization decision making method
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作者 Lin Ling Zhe-Ming Song +4 位作者 Xi Zhang Peng-Zhou Cao Xiao-Qiao Wang Cong-Hu Liu Ming-Zhou Liu 《Advances in Manufacturing》 SCIE EI CAS CSCD 2024年第1期185-206,共22页
Production logistics(PL)is considered as a critical factor that affects the efficiency and cost of production operations in discrete manufacturing systems.To effectively utilize manufacturing big data to improve PL ef... Production logistics(PL)is considered as a critical factor that affects the efficiency and cost of production operations in discrete manufacturing systems.To effectively utilize manufacturing big data to improve PL efficiency and promote job shop floor economic benefits,this study proposes a PL trajectory analysis and optimization decision making method driven by a manufacturing task data chain(MTDC).First,the manufacturing task chain(MTC)is defined to characterize the discrete production process of a product.To handle manufacturing big data,the MTC data paradigm is designed,and the MTDC is established.Then,the logistics trajectory model is presented,where the various types of logistics trajectories are extracted using the MTC as the search engine for the MTDC.Based on this,a logistics efficiency evaluation indicator system is proposed to support the optimization decision making for the PL.Finally,a case study is applied to verify the proposed method,and the method determines the PL optimization decisions for PL efficiency without changing the layout and workshop equipment,which can assist managers in implementing the optimization decisions. 展开更多
关键词 Production logistics(PL) logistics trajectory analysis logistics optimization Data driven Manufacturing task data chain(MTDC)
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Correction:Establishment of a prediction model for prehospital return of spontaneous circulation in out-of-hospital patients with cardiac arrest
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作者 Jing-Jing Wang Qiang Zhou +5 位作者 Zhen-Hua Huang Yong Han Chong-Zhen Qin Zhong-Qing Chen Xiao-Yong Xiao Zhe Deng 《World Journal of Cardiology》 2024年第4期215-216,共2页
This is an erratum to an already published paper named“Establishment of a prediction model for prehospital return of spontaneous circulation in out-ofhospital patients with cardiac arrest”.We found errors in the aff... This is an erratum to an already published paper named“Establishment of a prediction model for prehospital return of spontaneous circulation in out-ofhospital patients with cardiac arrest”.We found errors in the affiliated institution of the authors.We apologize for our unintentional mistake.Please note,these changes do not affect our results. 展开更多
关键词 Cardiac arrest Cardiopulmonary resuscitation Recovery spontaneous circulation logistic regression analysis Predictive model
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Risk factor analysis of post-ERCP cholangitis: A single-center experience 被引量:12
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作者 Min Chen Lei Wang +5 位作者 Yun Wang Wei Wei Yu-Ling Yao Ting-Sheng Ling Yong-Hua Shen Xiao-Ping Zou 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS CSCD 2018年第1期55-58,共4页
Background: Endoscopic retrograde cholangiopancreatography(ERCP) may have complications. Our study aimed to investigate the risk factors and prevention of post-ERCP cholangitis.Methods: We retrospectively analyzed 423... Background: Endoscopic retrograde cholangiopancreatography(ERCP) may have complications. Our study aimed to investigate the risk factors and prevention of post-ERCP cholangitis.Methods: We retrospectively analyzed 4234 cases undergone ERCP in the Affiliated Drum Tower Hospital of Nanjing University Medical School from January 2008 to December 2013. Patient-related factors and procedure-related factors were analyzed to find the risk factors of post-ERCP cholangitis. The time point of post-ERCP cholangitis was also analyzed. Univariate and multivariate analyses were performed to define the independent risk factors of post-ERCP cholangitis.Results: The success rate of ERCP was 96.8%(4099/4234). The overall complication rate was 9.4%(399/4234). Post-ERCP cholangitis occurred in 102 cases(2.4%, 102/4234). The most dangerous time of post-ERCP cholangitis was from 24 h–48 h after ERCP(45.1%, 46/102). Univariate analysis revealed that age, hypertension, diabetes, previous ERCP history, biliary stent insertion, pancreatography, endoscopic sphincterotomy, balloon dilation and hilar obstruction were risk factors of post-ERCP cholangitis(P < 0.05). Multivariate analysis indicated that age, previous ERCP history and hilar obstruction were independent risk factors(P < 0.05). While endoscopic stone extraction was the potential protective factor.Conclusions: Many risk factors are involved in post-ERCP cholangitis. Among them, old age, previous ERCP history and hilar obstruction were independently related to this post-ERCP complication. 展开更多
关键词 CHOLANGITIS Endoscopic retrograde CHOLANGIOPANCREATOGRAPHY Risk factors logistic regression analysis
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Analysis of the incidence and influencing factors of hyponatremia before ^(131)I treatment of differentiated thyroid carcinoma 被引量:1
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作者 Jing-Jia Cao Can-Hua Yun +3 位作者 Juan Xiao Yong Liu Wei Wei Wei Zhang 《World Journal of Clinical Cases》 SCIE 2021年第36期11173-11182,共10页
BACKGROUND Hyponatremia is a common clinical electrolyte disorder.However,the association between hyponatremia and acute hypothyroidism is unclear.Acute hypothyroidism is usually seen in patients who undergo preparati... BACKGROUND Hyponatremia is a common clinical electrolyte disorder.However,the association between hyponatremia and acute hypothyroidism is unclear.Acute hypothyroidism is usually seen in patients who undergo preparation for radioactive iodine therapy.AIM To analyze the incidence and influencing factors of hyponatremia in a condition of iatrogenic acute hypothyroidism in patients with differentiated thyroid cancer(DTC)before ^(131)I treatment.METHODS The study group consisted of 903 DTC patients who received ^(131)I treatment.The clinical data before and after surgery,as well as on the day of ^(131)I treatment were analyzed.According to the blood sodium level before ^(131)I treatment,patients were divided into the non-hyponatremia group and hyponatremia group.Correlations between serum sodium levels before ^(131)I treatment and baseline data were analyzed.Univariate analysis and binary logistic regression were performed to identify the influencing factors of hyponatremia.RESULTS A total of 903 patients with DTC,including 283(31.3%)males and 620(68.7%)females,with an average age of 43.8±12.7 years,were included in this study.The serum sodium levels before surgery and ^(131)I treatment were 141.3±2.3 and 140.5±2.1 mmol/L,respectively(P=0.001).However,the serum sodium levels in males and females before ^(131)I treatment were lower than those before surgery.Patients aged more than 60 years and less than 60 years also showed decreased serum sodium levels before ^(131)I treatment.In addition,the estimated glomerular filtration rate(eGFR)in males and females decreased before ^(131)I treatment compared with those before surgery(P=0.001).Moreover,eGFR in patients over 60 years and under 60 years decreased before ^(131)I treatment,when compared with that before surgery.There were no significant differences in serum potassium,calcium,albumin,hemoglobin,and blood glucose in patients before surgery and ^(131)I treatment(P>0.05).Among the 903 patients,23(2.5%)were diagnosed with hyponatremia before ^(131)I treatment,including 21 cases(91.3%)of mild hyponatremia and 2 cases(8.7%)of moderate hyponatremia.Clinical data showed that patients with mild hyponatremia had no specific clinical manifestations,while moderate hyponatremia cases were mainly characterized by fatigue and dizziness,which were similar to neurological symptoms caused by hypothyroidism and were difficult to distinguish.Correlation analysis showed a correlation between serum sodium before ^(131)I treatment and the preoperative level(r=0.395,P=0.001).There was no significant correlation between blood sodium and thyroid-stimulating hormone(TSH)levels and urine iodine before ^(131)I treatment(r=0.045,P=0.174;r=0.013,P=0.697).Univariate analysis showed that there were significant differences in age,sex,history of diuretic use,distant metastasis,preoperative blood sodium,blood urea nitrogen(BUN),eGFR,TSH and urinary iodine between the two groups(all P<0.05).Logistic regression analysis showed that factors such as history of diuretic use,distant metastases,preoperative sodium and BUN were all influencing factors of hyponatremia.The Hosmer and Lemeshow test(c2=2.841,P=0.944)suggested a high fit of the model.Omnibus tests of model coefficients indicated the overall significance of the model in this fitted model(P<0.05).Preoperative serum sodium was a significant factor associated with pre-^(131)I therapy hyponatremia(OR=0.763;95%CI:0.627-0.928;P=0.007).CONCLUSION The incidence of hyponatremia induced by ^(131)I treatment preparation was not high.Preparation for radioactive iodine therapy was not a risk factor for the development of hyponatremia in thyroid cancer patients. 展开更多
关键词 Differentiated thyroid cancer HYPONATREMIA INCIDENCE Low iodine diet logistic regression analysis
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Analysis on Factors Related to Infection of Ureaplasm aUrealyticum in Infertile Couples
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作者 戚其玮 李强 +2 位作者 马守中 万加华 王雪倩 《Journal of Reproduction and Contraception》 CAS 1999年第3期176-182,共7页
Objective: To study the relationship between related factors and infection of Ureaplasma Urealyticum (UU). Design: A clinical abservational study. Methods: A total of 212 female and 338 male infertility patients wer... Objective: To study the relationship between related factors and infection of Ureaplasma Urealyticum (UU). Design: A clinical abservational study. Methods: A total of 212 female and 338 male infertility patients were recruited. The statistic methods are chisqaure test and logistic regression analysis. Results: 1) Age was related to the infection of UU: the older women's age, the higher the UU infection rate. As the women's marrige age and husband age increased, the infection rate was reduced. 2) Occupation is related to the infection of UU, the infection rate being highest in the peasants group. 3) As husband smoked more cigarettes and drank more alcohol, the infection rate of UU was higher. 4) The more sexual life, the higher the infection rate. 5) The duration of infertility had nothing to do with the UU infection. Conclusion: The women's age, marriage age, husbands' age, occupution, sexual life frequency and husbands' smoking and alcoholism are factors related to UU infection. 展开更多
关键词 Ureaplasma urealyticum INFERTILITY logistic regression analysis
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Analysis of influencing factors of clinical effect of TCM treatment for degenerative lumbar spondylolisthesis
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作者 Lin Chen Ke-Xin Yang +7 位作者 Jie Yu Xun-Lu Yin He Yin Xu Wei Kai Sun Long Liang Xin Chen Li-Guo Zhu 《Journal of Hainan Medical University》 2020年第8期33-33,共1页
Objective:To explore the related factors that may affect the efficacy of traditional Chinese medicine in treating degenerative lumbar spondylolisthesis.Methods:A total of 535 patients with DLS who were treated in Wang... Objective:To explore the related factors that may affect the efficacy of traditional Chinese medicine in treating degenerative lumbar spondylolisthesis.Methods:A total of 535 patients with DLS who were treated in Wangjing Hospital of China Academy of Chinese Medical Sciences and other hospitals from June 2011 to October 2014 were selected.The central random system was used to randomly divide the treatment group and control group.This study included 267 patients in the treatment group using the traditional Chinese medicine program((lumbar spine reduction and lumbar spine rehabilitation),36 cases of severely missing data were excluded,and a total of 231 DLS patients were included.Observation indicators were selected using the Visual Analog Scale(VAS)and the Japanese Orthopaedic Association(JOA)for the evaluation of lumbar vertebral disorders.The clinical efficacy was evaluated using the JOA lumbar pain curative effect evaluation standard[7].[(Joa score after treatment-JOA score before treatment]/(out of 29 points-JOA score before treatment)]×100%.The JOA score and the change of the efficacy index of the patients were observed.According to the JOA efficacy index after the treatment,it was divided into significant effect(≥50%)and poor effect(<50%).Single-factor screening and multi-factor Logistic regression analysis were used.Gender,age,course of disease,BMI index,slip-off segment,slip-off direction,back pain VAS score,total JOA score,back pain-score,lower limb pain and numbness-score,walking ability-score,straight leg elevation test-score,Feeling-scoring,muscle strength-scoring,supine turn-scoring,standing action-scoring,washing action-scoring,standing posture and continuous standing-scoring,long sedentary-scoring,weight lifting and holding-scoring,walking-scoring 2.Bladder function-scores were assigned to logistic regression models for univariate analysis,and meaningful independent variables were screened for multivariate logistic regression.Results:No serious adverse reactions occurred in the patients included in this study.According to the comparison of JOA scores before and after treatment,the results of the index of efficacy index showed that the effective rate of DLS in this project was 96.6%,and a significant effect of 77.6%was achieved.Univariate Logistic regression analysis showed that the duration of disease,supine turn-scoring,washing action-scoring,prolonged sedentary-scoring,weight lifting and keeping-scoring had statistically significant effects on the inclusion of patients with significant efficacy(P<0.05);single factor logistic regression analysis of total score of JOA score before treatment was not statistically significant(P=0.215),but because it is important for evaluating the patient's condition,it was included in multifactor logistic regression analysis at the same time.Course of onset,supine turn-scoring,washing action-scoring,prolonged sedentary-scoring,weight lifting and holding-scoring,JOA score before treatment.Six independent variables were substituted into the two-class logistic regression model for multivariate analysis..Multivariate logistic regression analysis showed that the effects of total JOA score and supine turn-scoring before treatment on the efficacy of patients were statistically significant(P<0.05).There are many factors influencing the efficacy of traditional Chinese medicine treatment of DLS,and the probability of obtaining a significant effect for each additional point of JOA score and supine turn-score before treatment increases by 1.167 and 0.410 times,respectively.Conclusion:The clinical application of lumbar spine reduction combined with lumbar rehabilitation exercises in patients with degenerative lumbar spondylolisthesis with a higher total JOA score or a lower limit of supine turning can achieve better clinical results.This finding has certain guiding significance for the clinical application of this therapy in the treatment of DLS,and is beneficial to improving patient satisfaction and clinical effectiveness. 展开更多
关键词 Degenerative lumber SPONDYLOLISTHESIS Chinese treatment logistic regression analysis JOA score
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Establishment of a prediction model for prehospital return of spontaneous circulation in out-of-hospital patients with cardiac arrest 被引量:1
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作者 Jing-Jing Wang Qiang Zhou +5 位作者 Zhen-Hua Huang Yong Han Chong-Zhen Qin Zhong-Qing Chen Xiao-Yong Xiao Zhe Deng 《World Journal of Cardiology》 2023年第10期508-517,共10页
BACKGROUND Out-of-hospital cardiac arrest(OHCA)is a leading cause of death worldwide.AIM To explore factors influencing prehospital return of spontaneous circulation(P-ROSC)in patients with OHCA and develop a nomogram... BACKGROUND Out-of-hospital cardiac arrest(OHCA)is a leading cause of death worldwide.AIM To explore factors influencing prehospital return of spontaneous circulation(P-ROSC)in patients with OHCA and develop a nomogram prediction model.METHODS Clinical data of patients with OHCA in Shenzhen,China,from January 2012 to December 2019 were retrospectively analyzed.Least absolute shrinkage and selection operator(LASSO)regression and multivariate logistic regression were applied to select the optimal factors predicting P-ROSC in patients with OHCA.A nomogram prediction model was established based on these influencing factors.Discrimination and calibration were assessed using receiver operating charac-teristic(ROC)and calibration curves.Decision curve analysis(DCA)was used to evaluate the model’s clinical utility.RESULTS Among the included 2685 patients with OHCA,the P-ROSC incidence was 5.8%.LASSO and multivariate logistic regression analyses showed that age,bystander cardiopulmonary resuscitation(CPR),initial rhythm,CPR duration,ventilation mode,and pathogenesis were independent factors influencing P-ROSC in these patients.The area under the ROC was 0.963.The calibration plot demonstrated that the predicted P-ROSC model was concordant with the actual P-ROSC.The good clinical usability of the prediction model was confirmed using DCA.CONCLUSION The nomogram prediction model could effectively predict the probability of P-ROSC in patients with OHCA. 展开更多
关键词 Cardiac arrest Cardiopulmonary resuscitation Recovery spontaneous circulation logistic regression analysis Predictive model
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Investigation of contemporary college students’mental health status and construction of a risk prediction model
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作者 Xiao-Li Mao Hong-Mei Chen 《World Journal of Psychiatry》 SCIE 2023年第8期573-582,共10页
BACKGROUND Due to academic pressure,social relations,and the change of adapting to independent life,college students are under high levels of pressure.Therefore,it is very important to study the mental health problems... BACKGROUND Due to academic pressure,social relations,and the change of adapting to independent life,college students are under high levels of pressure.Therefore,it is very important to study the mental health problems of college students.Developing a predictive model that can detect early warning signals of college students’mental health risks can help support early intervention and improve overall well-being.AIM To investigate college students’present psychological well-being,identify the contributing factors to its decline,and construct a predictive nomogram model.METHODS We analyzed the psychological health status of 40874 university students in selected universities in Hubei Province,China from March 1 to 15,2022,using online questionnaires and random sampling.Factors influencing their mental health were also analyzed using the logistic regression approach,and R4.2.3 software was employed to develop a nomogram model for risk prediction.RESULTS We randomly selected 918 valid data and found that 11.3%of college students had psychological problems.The results of the general data survey showed that the mental health problems of doctoral students were more prominent than those of junior college students,and the mental health of students from rural areas was more likely to be abnormal than that of urban students.In addition,students who had experienced significant life events and divorced parents were more likely to have an abnormal status.The abnormal group exhibited significantly higher Patient Health Questionnaire-9(PHQ-9)and Generalized Anxiety Disorder-7 scores than the healthy group,with these differences being statistically significant(P<0.05).The nomogram prediction model drawn by multivariate analysis includ-ed six predictors:The place of origin,whether they were single children,whether there were significant life events,parents’marital status,regular exercise,intimate friends,and the PHQ-9 score.The training set demonstrated an area under the receiver operating characteristic(ROC)curve(AUC)of 0.972[95%confidence interval(CI):0.947-0.997],a specificity of 0.888 and a sensitivity of 0.972.Similarly,the validation set had a ROC AUC of 0.979(95%CI:0.955-1.000),with a specificity of 0.942 and a sensitivity of 0.939.The H-L deviation test result was χ^(2)=32.476,P=0.000007,suggesting that the model calibration was good.CONCLUSION In this study,nearly 11.3%of contemporary college students had psychological problems,the risk factors include students from rural areas,divorced parents,non-single children,infrequent exercise,and significant life events. 展开更多
关键词 COLLEGE Predictive models Psychological health Risk factors logistic regression analysis Influencing factors
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Dyslipidemia and Outcome in Patients with Acute Ischemic Stroke 被引量:12
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作者 XU Tian ZHANG Jin Tao +5 位作者 YANG Mei ZHANG Huan LIU Wen Qing KONG Yan XU Tan ZHANG Yong Hong 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2014年第2期106-110,共5页
Objective To study the relationship between dyslipidemia and outcome in patients with acute ischemic stroke. Methods Data about 2 568 patients with acute ischemic stroke were collected from 4 hospitals in Shandong Pro... Objective To study the relationship between dyslipidemia and outcome in patients with acute ischemic stroke. Methods Data about 2 568 patients with acute ischemic stroke were collected from 4 hospitals in Shandong Province from January 2006 to December 2008. National Institute of Health Stroke Scale (NIHSS) 〉10 at discharge or death was defined as the outcome. Effect of dyslipidemia on outcome in patients with acute ischemic stroke was analyzed by multivariate logistic regression analysis and propensity score-adjusted analysis, respectively. Results The serum levels of TC, LDL-C, and HDL-C were significantly associated with the outcome in patients with acute ischemic stroke. Multivariate logistic regression analysis and propensity score-adjusted analysis showed that the ORs and 95% CIs were 3.013 (1.259, 7.214)/2.655 (1.298, 5.43), 3.157 (1.306, 7.631)/3.405 (1.621, 7.154), and 0.482 (0.245, 0.946)/0.51 (0.282, O.921), respectively, for patients with acute ischemic stroke. Hosmer-Lemeshow goodness-of-fit test showed no significant difference in observed and predicted risk in patients with acute ischemic stroke (chi-square=8.235, P=0.411). Conclusion Serum levels of TC, LDL-C, and HDL-C are positively related with the outcome in patients with acute ischemic stroke. 展开更多
关键词 DYSLIPIDEMIA Acute ischemic stroke OUTCOME Multivariate logistic regression analysis Propensity score-adjusted analysis
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Prognostic factors for chronic severe hepatitis and construction of a prognostic model 被引量:13
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作者 Li, Qian Yuan, Gui-Yu +3 位作者 Tang, Ke-Cheng Liu, Guo-Wang Wang, Rui Cao, Wu-Kui 《Hepatobiliary & Pancreatic Diseases International》 SCIE CAS 2008年第1期40-44,共5页
BACKGROUND: Chronic severe hepatitis is a serious illness with a high mortality rate. Discussion of prognostic judgment criteria for chronic severe hepatitis is of great value in clinical guidance. This study was desi... BACKGROUND: Chronic severe hepatitis is a serious illness with a high mortality rate. Discussion of prognostic judgment criteria for chronic severe hepatitis is of great value in clinical guidance. This study was designed to investigate the clinical and laboratory indices affecting the prognosis of chronic severe hepatitis and construct a prognostic model. METHODS: The clinical and laboratory indices of 213 patients with chronic severe hepatitis within 24 hours after diagnosis were analyzed retrospectively. Death or survival was limited to within 3 months after diagnosis. RESULTS: The mortality of all patients was 47.42%. Compared with the survival group, the age, basis of hepatocirrhosis, infection, degree of hepatic encephalopathy (HE) and the levels of total bilirubin (TBil), total cholesterol (CHO), cholinesterase (CHE), blood urea nitrogen (BUN), blood creatinine (Cr), blood sodium ion (Na), peripheral blood leukocytes (WBC), alpha-fetoprotein (AFP), international normalized ratio (INR) of blood coagulation and prothrombin time (PT) were significantly different in the group who died, but the levels of alanine aminotransferase (ALT), aspartate aminotransferase (AST), albumin (ALB) and hemoglobin (HGB) were not different between the two groups. At the same time, a regression model, Logit (P)=1.573xAge+1.338xHE-1.608xCHO+0.011xCr-0.109xNa+1.298xINR+11.057, was constructed by logistic regression analysis and the prognostic value of the model was higher than that of the MELD score. CONCLUSIONS: Multivariate analysis excels univariate anlysis in the prognosis of chronic severe hepatitis, and the regression model is of significant value in the prognosis of this disease. 展开更多
关键词 chronic severe hepatitis MORTALITY prognostic model logistic regression analysis
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Risk factors for intussusception in children with Henoch-Schönlein purpura:A case-control study 被引量:4
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作者 Qian Zhao Yan Yang +2 位作者 Song-Wei He Xin-Tai Wang Chang Liu 《World Journal of Clinical Cases》 SCIE 2021年第22期6244-6253,共10页
BACKGROUND The etiology of Henoch-Schönlein purpura(HSP)with intussusception remains undefined.AIM To investigate the risk factors for intussusception in children with HSP and gastrointestinal(GI)involvement.METH... BACKGROUND The etiology of Henoch-Schönlein purpura(HSP)with intussusception remains undefined.AIM To investigate the risk factors for intussusception in children with HSP and gastrointestinal(GI)involvement.METHODS Sixty children with HSP and concomitant intussusception admitted to the Beijing Children’s Hospital of Capital Medical University between January 2006 and December 2018 were enrolled in this study.One hundred pediatric patients with HSP and GI involvement but without intussusception,admitted to the same hospital during the same period,were randomly selected as a control group.The baseline clinical characteristics of all patients,including sex,age of onset,duration of disease,clinical manifestations,laboratory test results,and treatments provided,were assessed.Univariate and multiple logistic regression analyses were performed to identify possible risk factors.RESULTS The 60 children in the intussusception group comprised 27 girls(45%)and 33 boys(55%)and the 100 children in the non-intussusception group comprised 62 girls(62%)and 38 boys(38%).The median age of all patients were 6 years and 5 mo.Univariate and multiple regression analyses revealed age at onset,not receiving glucocorticoid therapy within 72 h of emergence of GI symptoms,hematochezia,and D-dimer levels as independent risk factors for intussusception in children with HSP(P<0.05).CONCLUSION The four independent risk factors for intussusception in pediatric HSP with GI involvement would be a reference for early prevention and treatment of this potentially fatal disease. 展开更多
关键词 Henoch-Schönlein purpura INTUSSUSCEPTION Gastrointestinal Risk factors CHILDREN logistic regression analysis
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Clinical effectiveness of a pneumatic compression device combined with low-molecular-weight heparin for the prevention of deep vein thrombosis in trauma patients:A single-center retrospective cohort study 被引量:3
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作者 Peng-chao Guo Nan Li +1 位作者 Hui-ming Zhong Guang-feng Zhao 《World Journal of Emergency Medicine》 SCIE CAS CSCD 2022年第3期189-195,共7页
BACKGROUND:To investigate the clinical effectiveness of a pneumatic compression device(PCD)combined with low-molecular-weight heparin(LMWH)for the prevention and treatment of deep vein thrombosis(DVT)in trauma patient... BACKGROUND:To investigate the clinical effectiveness of a pneumatic compression device(PCD)combined with low-molecular-weight heparin(LMWH)for the prevention and treatment of deep vein thrombosis(DVT)in trauma patients.METHODS:This study retrospectively analyzed 286 patients with mild craniocerebral injury and clavicular fractures admitted to our department from January 2016 to February 2020.Patients treated with only LMWH served as the control group,and patients treated with a PCD combined with LMWH as the observation group.The incidence of DVT,postoperative changes in the visual analogue scale(VAS)score,and coagulation function were observed and compared between the two groups.Excluding the influence of other single factors,binary logistic regression analysis was used to evaluate the use of a PCD in the patient’s postoperative coagulation function.RESULTS:After excluding 34 patients who did not meet the inclusion criteria,252 patients were were included.The incidence of DVT in the observation group was significantly lower than that in the control group(5.6%vs.15.1%,χ^(2)=4.605,P<0.05).The postoperative VAS scores of the two groups were lower than those before surgery(P<0.05).The coagulation function of the observation group was significantly higher than that of the control group,with a better combined anticoagulant effect(P<0.05).There were no significant differences between the two groups in preoperative or postoperative Glasgow Coma Scale scores,intraoperative blood loss,postoperative infection rate,or length of hospital stay(P>0.05).According to logistic regression analysis,the postoperative risk of DVT in patients who received LMWH alone was 1.764 times that of patients who received LMWH+PCD(P<0.05).The area under the receiver operating characteristic(AUROC)curve of partial thromboplastin time(APTT)and platelet(PLT)were greater than 0.5,indicating that they were the influence indicators of adding PCD to prevent DVT.Excluding the influence of other variables,LMWH+PCD effectively improved the coagulation function of patients.CONCLUSIONS:Compared with LMWH alone,LMWH+PCD could improve blood rheology and coagulation function in patients with traumatic brain injury and clavicular fracture,reduce the incidence of DVT,shorten the length of hospital stay,and improve the clinical effectiveness of treatment. 展开更多
关键词 Deep vein thrombosis Pneumatic compression device Low-molecular-weight heparin TRAUMA logistic regression analysis
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Factors influencing outcomes after cardiopulmonary resuscitation in emergency department 被引量:1
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作者 Ji-ke Xue Qiao-yun Leng +7 位作者 Yu-zhi Gao Shou-quan Chen Zhang-ping Li Hui-ping Li Wei-jia Huang Jun-yan Cheng Jie Zhang Ai-wen He 《World Journal of Emergency Medicine》 CAS 2013年第3期183-189,共7页
BACKGROUND:The outcome of cardiopulmonary resuscitation(CPR) may depend on a variety of factors related to patient status or resuscitation management.To evaluate the factors influencing the outcome of CPR after cardia... BACKGROUND:The outcome of cardiopulmonary resuscitation(CPR) may depend on a variety of factors related to patient status or resuscitation management.To evaluate the factors influencing the outcome of CPR after cardiac arrest(CA) will be conducive to improve the effectiveness of resuscitation.Therefore,a study was designed to assess these factors in the emergency department(ED) of a city hospital.METHODS:A CPR registry conforming to the Utstein-style template was conducted in the ED of the First Affiliated Hospital of Wenzhou Medical College from January 2005 to December 2011.The outcomes of CPR were compared in various factors groups.The primary outcomes were rated to return of spontaneous circulation(ROSC),24-hour survival,survival to discharge and discharge with favorable neurological outcomes.Univariate analysis and multivariable logistic regression analysis were performed to evaluate factors associated with survival.RESULTS:A total of 725 patients were analyzed in the study.Of these patients,187(25.8%) had ROSC,100(13.8%) survived for 24 hours,48(6.6%) survived to discharge,and 23(3.2%) survived to discharge with favorable neurologic outcomes.A logistic regression analysis demonstrated that the independent predictors of ROSC included traumatic etiology,first monitored rhythms,CPR duration,and total adrenaline dose.The independent predictors of 24-hour survival included traumatic etiology,cardiac etiology,first monitored rhythm and CPR duration.Previous status,cardiac etiology,first monitored rhythms and CPR duration were included in independent predictors of survival to discharge and neurologically favorable survival to discharge.CONCLUSIONS:Shockable rhythms,CPR duration ≤15 minutes and total adrenaline dose≤5 mg were favorable predictors of ROSC,whereas traumatic etiology was unfavorable.Cardiac etiology,shockable rhythms and CPR duration ?15 minutes were favorable predictors of 24-hour survival,whereas traumatic etiology was unfavorable.Cardiac etiology,shockable rhythms,CPR duration ≤15 minutes were favorable predictors of survival to discharge and neurologically favorable survival to discharge,but previous terminal illness or multiple organ failure(MOF) was unfavorable. 展开更多
关键词 Cardiac arrest Cardiopulmonary resuscitation Utstein-style logistical regression analysis OUTCOME
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Virtual Determination of Sex:Estimating Cut off Value of Digital Metric Traits of Foramen Magnum on Three-dimensional Computed Tomography with Receiver Operating Characteristic and Logistic Regression Analysis 被引量:1
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作者 Harish Kumar S Agarwal Pardaman Singh Setia Suryamani Pandey 《Journal of Forensic Science and Medicine》 2021年第1期1-8,共8页
Background:Radiological imaging plays a pivotal role in forensic anthropology.As have the imaging techniques advances,so have the digital skeletal measurements inched towards precision.Secular trends of the population... Background:Radiological imaging plays a pivotal role in forensic anthropology.As have the imaging techniques advances,so have the digital skeletal measurements inched towards precision.Secular trends of the population keep on changing in modem times.Hence,finding the precise technique of bone measurement,with greater reproducibility,in modem population is always needed in making population specific biological profile.Aim and Objective:The aim of this study was to estimate the accuracy of the foramen magnum measurement,obtained by three dimensional multi-detector computed tomography using volume rendering technique with the cut off value of each variable,in sex determination of an individual.Materials and Methods:Two metric traits,an antero-posterior diameter(APD)and transverse diameter(TD),were measured digitally in an analysis of 130 radiological images having equal proportion of male and female samples.Foramen magnum index and area of foramen magnum(Area by Radinsky's[AR],Area by Teixeira5s[AT])were derived from APD and TD.Results:Descriptive statistical analysis,using unpaired t-test,showed significant higher value in males in all the variables.Using Pearson correlation analysis,maximum correlation was observed between area(AT and AR r=0.999)and between area and TD(AR r=0.955 and AT r=0.945 respectively).When used individually,TD had the highest predictive value(67.7%)for sex detennination among all the parameters followed by AT(65.4%)and AR(64.6%).Cutoff value of variables TD,AR and AT were 29.9 mm,841.80 mm2 and 849.70 mm2 respectively.Receiver operating characteristic curve predicted male and female sex with 96.2%and 89.2%accuracy respectively.The overall accuracy of the model was 92.7%.Conclusion:Measurements from 3D CT using volume rendering technique were precise,and the application of logistic regression analysis predicted the sex with more accuracy. 展开更多
关键词 Binary logistic regression analysis foramen magnum sex determination three-dimensional multi-detector computed tomography volume rendering technique
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Contributing Factors for Delays during the Morning Commute Hours and the Impact of the Spread of COVID-19 for Metropolitan Train Lines in Japan 被引量:1
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作者 Keigo Ohshima Kayoko Yamamoto 《Journal of Transportation Technologies》 2021年第4期519-544,共26页
The present study aims to conduct 2 types of statistical analysis to reveal the impact of the spread of COVID-19 on train delays by comparing the potential contributing factors before, during and after the outbreak of... The present study aims to conduct 2 types of statistical analysis to reveal the impact of the spread of COVID-19 on train delays by comparing the potential contributing factors before, during and after the outbreak of the virus in the metropolitan train lines in Japan. First of all, the result of the present study clearly revealed the changes in contributing factors for train delays caused by the spread of COVID-19. Specifically, the contributing factors for train delays changed due to the decrease of passengers by the effect of the outbreak of the virus. Additionally, though large terminal stations were considered to be a major contributing factor in causing and increasing train delays in the past, this was not the case after the spread of COVID-19. Therefore, under such conditions, it is more effective to make improvements in small to medium stations and tracks rather than terminal stations. Furthermore, as the decrease in passengers also decreased train delays in commuter lines going to the suburbs due to the spread of COVID-19, the contributing factor for such lines is the excessive number of passengers. Therefore, as for countermeasures for train delays after the effects of COVID-19, it is necessary to disperse passengers in order to avoid passengers concentrating in the same time zones and train lines. 展开更多
关键词 Train Delay Morning Rush Hour Train Line Network COVID-19 Statistical analysis Standard Multiple Regression analysis logistic Regression analysis
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On-treatment predictions of success in peg-interferon/ribavirin treatment using a novel formula
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作者 Hidetsugu Saito Hirotoshi Ebinuma +4 位作者 Keisuke Ojiro Kanji Wakabayashi Mika Inoue Shinichiro Tada Toshifumi Hibi 《World Journal of Gastroenterology》 SCIE CAS CSCD 2010年第1期89-97,共9页
AIM:To predict treatment success using only simple clinical data from peg-interferon plus ribavirin therapy for chronic hepatitis C. METHODS:We analyzed the clinical data of 176 patients with chronic hepatitis and hep... AIM:To predict treatment success using only simple clinical data from peg-interferon plus ribavirin therapy for chronic hepatitis C. METHODS:We analyzed the clinical data of 176 patients with chronic hepatitis and hepatitis C virus genotype 1 who received 48 wk standard therapy, derived a predictive formula to assess a sustained virological response of the individual patient using a logistic regression model and confirmed the validity of this formula.The formula was constructed using data from the first 100 patients enrolled and validated using data from the remaining 76 patients. RESULTS:Sustained virological response was obtained in 83(47.2%)of the patients and we derived formulae to predict sustained virological response at pretreatment and weeks 4,12 and 24.The likelihood of sustained virological response could be predicted effectively bythe formulae at weeks 4,12 and 24(the area under the curve of the receiver operating characteristic:0.821, 0.802,and 0.891,respectively),but not at baseline (0.570).The formula at week 48 was also constructed and validation by test data achieved good prediction with 0.871 of the area under the curve of the receiver operating characteristic.Prediction by this formula was always superior to that by viral kinetics. CONCLUSION:These results suggested that our formula combined with viral kinetics provides a clear direction of therapy for each patient and enables the best tailored treatment. 展开更多
关键词 logistic regression analysis Predictive formula Prolongation of the therapy Response-guided therapy Viral kinetics
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