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Logistic Regression Analysis on the Correlation between Physical Diseases and Life Events and Depression in the Elderly
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作者 Linlin ZHANG Song YUAN 《Medicinal Plant》 CAS 2023年第5期92-93,100,共3页
[Objectives]This study was conducted to explore the effects of physical diseases and life events on depression among urban elderly people.[Methods]Five hundred urban elderly people in Shiyan City were selected using a... [Objectives]This study was conducted to explore the effects of physical diseases and life events on depression among urban elderly people.[Methods]Five hundred urban elderly people in Shiyan City were selected using a convenient sampling method to investigate and diagnose depression using the Geriatric Mental State Schedule and its accompanying computer diagnostic system.The Minimum Data Set(MDS)and related factor survey form were used to investigate physical diseases and life events,and statistical analysis was conducted using methods such as logistic regression analysis and factor analysis.[Results]The prevalence rates of angina,stroke,or partial paralysis,migraine,vision problems,hyperthyroidism or hypothyroidism,as well as the number of physical diseases were significantly higher in elderly depression patients than in objects free of depression.Stroke or partial paralysis[OR(95%CI)=6.389(1.684,24.237)],emotional trauma events[OR(95%CI)=1.438(1.069,1.934)]and adverse health and economic events[OR(95%CI)=1.652(1.099,2.483)]were risk factors for late life depression(LLD).[Conclusions]Some physical diseases and life events may affect the onset process of depression in urban elderly people,and various measures need to be taken to reduce the risk of physical diseases and life events on depression. 展开更多
关键词 Urban elderly Physical diseases life event DEPRESSION
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Highly Secure Residents Life Event Management System Based on Blockchain by Hyperledger Fabric 被引量:1
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作者 Ragouguelaba Agoda Koussema Hirohide Haga 《Journal of Computer and Communications》 2021年第9期38-55,共18页
This article describes the design and implementation of Residents Life Event Management System (hereinafter called as RLEMS) with high level reliability and security by blockchain technology. The data access environme... This article describes the design and implementation of Residents Life Event Management System (hereinafter called as RLEMS) with high level reliability and security by blockchain technology. The data access environment provided by blockchain is highly secure and trustworthy. In Blockchain system, some data fragments are grouped into one piece called as <i>blocks</i>, and all blocks are connected to create a chain of blocks in database. When blocks are connected, hash value is used to connect blocks properly. Blockchain technology enables highly secure and reliable data management system under relatively poor ICT environment. For example, developing countries such as African countries do not have sufficient ICT environment. Therefore adopting blockchain technology is suitable for such countries. Based on this consideration, we have started to build RLEMS on the blockchain system. In previous work, we used the MultiChain as a blockchain platform. However, as MultiChain platform is mainly for private blockchain system, it is not suitable for government-level data management system. Therefore, we tried to use another blockchain framework. We selected Hyperledger Fabric which was developed by Linux Foundation. It enables to implement all styles of blockchain system. This article describes the design and implementation of RLEMS by using Hyperledger Fabric. Furthermore, to provide the best user experience, we also built the web application interface with Java web application framework named PrimeFace. The implementation of a prototype revealed that the Hyperledger Fabric blockchain technology is more suitable than MultiChain. 展开更多
关键词 Blockchain Secure Database life event Management Web Application
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An Examination of the Validity of the Differentiation-of-Self Hypothesis and Its Mechanism Related to Negative Life Event Aversion among Japanese University Students
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作者 Koji Kudo 《Open Journal of Medical Psychology》 2020年第3期89-99,共11页
<p style="text-align:justify;margin-left:10pt;"> <span style="font-family:;" "=""><span>This study examined the validity of the differentiation-of-self hypothesis f... <p style="text-align:justify;margin-left:10pt;"> <span style="font-family:;" "=""><span>This study examined the validity of the differentiation-of-self hypothesis for Japanese university students, and its mechanism in relation to negative life event aversion. Although </span><span>the differentiation-of-self hypothesis is accepted as one of the basic hypothes</span><span>es in the clinical field of family therapy in Japan</span><span><span>, empirical studies on the subject are scarce. Further, there are few studies, internationally, on its mechanism. A questionnaire survey was conducted with university students (</span><i><span>n </span></i><span>= 250) to measure their differentiation of self, maladaptive states, and negative life event aversion. </span><span>Compared to the better-differentiated group, the less-differentiated group had higher scores both for maladaptive </span></span><span><span>states—somatic symptoms (</span><i><span>t</span></i><span>(223) = -</span></span></span><span><span style="font-family:;" "=""><span><span>2.70, </span><i><span>p</span></i><span> = </span></span></span></span><span><span>0</span></span><span><span style="font-family:;" "=""><span>.008), social dysfunction</span><span><span> (</span><i><span>t</span></i><span>(211.00) = -</span></span></span></span><span><span style="font-family:;" "=""><span><span>3.30, </span><i><span>p</span></i><span> = </span></span></span></span><span><span>0</span></span><span><span style="font-family:;" "=""><span>.001), and severe depression (</span><i><span>t</span></i><span>(208.78) = -</span></span></span><span><span style="font-family:;" "=""><span><span>4.08, </span><i><span>p</span></i><span> <</span></span></span></span><span><span> 0</span></span><span><span style="font-family:;" "=""><span>.001)—and negative life event aversion—interpersonal domain (</span><i><span>t</span></i><span>(223) = -</span></span></span><span><span style="font-family:;" "=""><span><span>3.96, </span><i><span>p</span></i><span> <</span></span></span></span><span><span> 0</span></span><span><span style="font-family:;" "=""><span>.001) and achievement domain (</span><i><span>t</span></i><span>(223) = -</span></span></span><span><span style="font-family:;" "=""><span><span>3.83, </span><i><span>p</span></i><span> <</span></span></span></span><span><span> 0</span></span><span><span>.001). </span></span><span>The results supported the validity of the differentiation-of-self hypothesis for Japanese university students, and that cognitive tendencies toward negative life events may be part of the mechanism for less-differentiated individuals’ subsequent vulnerability. This suggests the effectiveness of cognitive interventions.</span> </p> 展开更多
关键词 Differentiation of Self Validity Negative life events VULNERABILITY AVERSION
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Coping as a Mechanism Linking Stressful Life Events and Mental Health Problems in Adolescents 被引量:16
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作者 MENG Xiu Hong TAO Fang Biao +2 位作者 WAN Yu Hui HU Yan WANG Ren Xi 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2011年第6期649-655,共7页
Objective Although stressful life events represent an etiologic factor of mental health problems in adolescents,few studies have been conducted to address mechanisms linking the stress‐psychopathology relation.The pr... Objective Although stressful life events represent an etiologic factor of mental health problems in adolescents,few studies have been conducted to address mechanisms linking the stress‐psychopathology relation.The present study was designed to examine coping as a mediate factor on the relationship between stressful life events and symptoms of anxiety and depression.Methods The participants were 13 512 students from eight cities of China,who participated in a school‐based survey.Data were collected by a questionnaire comprising coping,stressful life events,anxiety,and depressive symptoms.As a model,a series of regression equations were used to examine whether coping mediated the association between stressful life events and symptoms of anxiety and depression.Results Each dimension of stressful life events showed significant correlation with anxiety,depression and coping (all P<0.001).In the model to analyze mediate effects,all standardized coefficients (β) were significant (all P<0.01),indicating marked mediator effects.Furthermore,negative coping might account for more mediate effects than positive coping on this relationship.Conclusion Coping partially mediated the relationship between stressful life events and mental health during adolescence.This study highlighted an important public health priority for preventive interventions targeting stress‐related psychopathology,and for further promoting adolescents'mental health. 展开更多
关键词 心理健康问题 生活事件 应激性 青少年 机制 生活压力 中介作用 模型分析
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Causation mechanism of coal miners' human errors in the perspective of life events 被引量:5
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作者 Zhang Weihua 《International Journal of Mining Science and Technology》 SCIE EI 2014年第4期581-586,共6页
In order to effectively decrease the safety accidents caused by coal miners’human errors,this paper probes into the causality between human errors and life events,coping,psychological stress,psychological function,ph... In order to effectively decrease the safety accidents caused by coal miners’human errors,this paper probes into the causality between human errors and life events,coping,psychological stress,psychological function,physiological function based on life events’vital influence on human errors,establishing causation mechanism model of coal miners’human errors in the perspective of life events by the researching method of structural equation.The research findings show that life events have significantly positive influence on human errors,with a influential effect value of 0.7945 and a influential effect path of‘‘life events—psychological stress—psychological function—physiological function—human errors’’and‘‘life events—psychological stress—physiological function—human errors’’. 展开更多
关键词 生活事件 人为错误 煤矿工人 因果关系 机制模型 生理功能 心理压力 安全事故
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The effect of life events, personality and coping strategies on depressive of undergraduates 被引量:22
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作者 薛志敏 刘哲宁 国效峰 《中国临床康复》 CSCD 2003年第1期156-157,共2页
AIM:To study the effect of life events,personality and coping strategies on depression of undergraduates.METHOD:Fifteen hundred students were selected in the three schoolyards of Central South University.Life Events S... AIM:To study the effect of life events,personality and coping strategies on depression of undergraduates.METHOD:Fifteen hundred students were selected in the three schoolyards of Central South University.Life Events Scale,Coping Strategies Scale,Eysenck Personality Questionnaire(EPQ)and Self rating Depressive Scale (SDS) were used to assess all samples.RESULTS:The score of SDS was (42±8).The life events came from relationship of person,stress of study,loss,punishment,health and adaptation,love and family were higher in the SDS group of higher score,which the SDS group of higher score took more negative coping strategies than the normal score.CONCLUSION:The rate of depression was higher in undergraduates,which need more attention on it.More life events, introversive instability personality and negative coping strategies may be the main risk factors that caused depression. 展开更多
关键词 抑郁情绪 个性 生活事件 应付方式 大学生
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Psychological impact of chronic hepatitis C:Comparison with other stressful life events and chronic diseases 被引量:2
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作者 Laurent Castera Aymery Constant +2 位作者 Pierre-Henri Bernard Victor de Ledinghen Patrice Couzigou 《World Journal of Gastroenterology》 SCIE CAS CSCD 2006年第10期1545-1550,共6页
瞄准:检验长期的丙肝(CHC ) 的心理影响在 CHC 病人的一个大队的诊断作为与带威胁生活的复杂并发症的风险的另外的紧张的生活事件和慢性病相比。方法:有补偿 CHC 的 185 个门诊病人被问到自我等级,用 100 公里 visual 类似物规模(管)... 瞄准:检验长期的丙肝(CHC ) 的心理影响在 CHC 病人的一个大队的诊断作为与带威胁生活的复杂并发症的风险的另外的紧张的生活事件和慢性病相比。方法:有补偿 CHC 的 185 个门诊病人被问到自我等级,用 100 公里 visual 类似物规模(管) ,应力的度由听说 CHC 诊断和他们的疾病的察觉的严厉引起了。诊断相关的应力与四个另外的紧张的生活事件相比并且察觉了严厉与四另外的普通慢性病相比的 CHC。结果:听说 CHC 诊断被认为一个主要紧张的事件(mean+/-SD 分数:72+/-25 ) ,显著地爱一个的不到死亡(89+/-13, P【0.0001 ) 并且离婚(78+/-23, P【0.007 ) ,但是多于工作打发(68+/-30, P【0.04 ) 并且家移动(26+/-24, P【0.0001 ) 。CHC 被认为严重疾病(74+/-19 ) ,在爱滋病以后(94+/-08, P【0.001 ) 并且癌症(91+/-11, P【0.001 ) ,但是在糖尿病前(66+/-23, P【0.001 ) 并且高血压(62+/-20, P【0.001 ) 。察觉的 CHC 严厉不与肝疾病的实际严厉有关,根据 Metavir 纤维变性 20 估计了。在里面多变量分析,诊断相关的应力与察觉的疾病严厉(P【0.001 ) 有关,特点焦虑(P【0.001 ) 和通过输血(P【0.001 ) 的感染。结论:我们的结果显示出 CHC 的诊断代表的可观的心理、感情的负担,甚至当重要的肝疾病不在时。当宣布 CHC 的诊断以便减少它的否定效果时,他们应该被考虑。 展开更多
关键词 心理冲击 丙型病毒肝炎 慢性疾病 治疗
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Investigation of stressful life events in patients with systemic sclerosis 被引量:1
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作者 Yue CHEN Ji-zhong HUANG +2 位作者 Yu QIANG Jin WANG Mao-mao HAN 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2008年第11期853-856,共4页
Objective: To assess the occurrence of stressful life events in the year before the initiation of systemic sclerosis. Methods: A consecutive series of 40 patients with systemic sclerosis (mean age (56.3±11.9) yea... Objective: To assess the occurrence of stressful life events in the year before the initiation of systemic sclerosis. Methods: A consecutive series of 40 patients with systemic sclerosis (mean age (56.3±11.9) years, mean disease duration (4.3±3.1) years; 32 females and 8 males), including 28 with diffuse cutaneous scleroderma and 12 with limited cutaneous scleroderma, were evaluated. A control group of 40 healthy subjects free of systemic sclerosis also was included. Socioeconomic status was inves- tigated and Paykel's interview for recent life events (a semi-structured research interview covering 64 life events) was conducted. Results: Patients with systemic sclerosis showed higher percentages of lower education (72.5%) and working class (82.5%), and reported more stressful life events (P<0.05), such as exits (P<0.05), undesirable events (P<0.01), and uncontrolled events (P<0.001), when compared with the control. More events that had an objective negative impact (P<0.001) were also reported in systemic sclerosis patients than in the control. These results are in accordance with a multifactorial model of pathogenesis in systemic sclerosis. Conclusion: We reported a strong relationship between stressful life events and the initiation of systemic sclerosis. Our findings are consistent with current understanding of the extensive links of behavioral responses to stress with neurophysiological and biochemical processes. 展开更多
关键词 系统性硬化征 生命体征 发病机理 患者
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The Relationship Between Intemet Addiction and Aggression: Multiple Mediating Effects of Life Events and Social Support 被引量:1
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作者 Gao Fengqiang Xu Jie +1 位作者 Ren Yueqiang Han Lei 《Psychology Research》 2016年第1期42-49,共8页
关键词 心理学 心理学家 理论 研究方法
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The association between critical life events, sociodemographic data and physical activity in the development of myocardial infarction in smokers and ex-smokers
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作者 Anna Schmidt Elke Driller +5 位作者 Melanie Neumann Julia Jung Andrea Staratschek-Jox Christian Schneider Jürgen Wolf Holger Pfaff 《Open Journal of Preventive Medicine》 2012年第3期403-409,共7页
Background: Psychosocial factors attract interest in investigating the occurrence of cardiovascular disease. Design This study aimed to examine the impact of critical life events on the development of myocardial infar... Background: Psychosocial factors attract interest in investigating the occurrence of cardiovascular disease. Design This study aimed to examine the impact of critical life events on the development of myocardial infarction in smokers and ex-smokers. We hypothesized that critical life events increase the risk of the disease. Methods: Data were taken from the Cologne Smoking Study (CoSmoS), a retrospective multicentre case-control study that examines which psychosocial factors may lead to a higher risk for smokers and ex-smokers of suffering from a myocardial infarction. Our sample consisted of n = 278 myocardial infarction participants and control participants. Both groups had a history of smoking. Logistic regression was used in the analysis. Results: The study results of the smoking and ex-smoking participants showed that sociodemographic data like gender and age have an effect on the development of myocardial infarction. Physical activity seems to offer protection aganist myocardial infarction. Final, the unexpected result that the experience of at least one critical life event seems to have a positive effect on health and so lowers the risk of myocardial infarction. Conclusions: Socio-demographic data and physical activity have an effect on the development of myocardial infarction. Participants with experience of critical life events appear to be strengthened after the events and possess adequate resources to protect their health. 展开更多
关键词 life events Physical Activity MYOCARDIAL INFARCTION SMOKERS
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Relation between Life Events and Intimacy and Relational Satisfaction in Men from 40 Years of Age
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作者 Madalena Luz de Almeida Isabel Leal 《Journal of Health Science》 2018年第4期254-263,共10页
关键词 亲密度 感情生活 中年人 生活方式
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Stressful life events and psychosocial correlates of pediatric inflammatory bowel disease activity
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作者 George Giannakopoulos George Chouliaras +6 位作者 Daphne Margoni Sophia Korlou Vassiliki Hantzara Ioanna Panayotou Eleftheria Roma Magda Liakopoulou Dimitris C Anagnostopoulos 《World Journal of Psychiatry》 SCIE 2016年第3期322-328,共7页
AIM To investigate the association of psychiatric and psychosocial correlates with inflammatory bowel disease(IBD) activity in children and adolescents.METHODS A total of 85 pediatric IBD patients(in remission or acti... AIM To investigate the association of psychiatric and psychosocial correlates with inflammatory bowel disease(IBD) activity in children and adolescents.METHODS A total of 85 pediatric IBD patients(in remission or active state of the disease) and their parents completed a series of questionnaires and semi-structured interviews measuring life events,depression,anxiety,family dysfunction,and parent mental health.Differences between the remission and the IBD active group and the association of any significant variable with the disease activity state were examined.RESULTS Parents of children being in active state of the disease reported more life events(P = 0.005) and stressful life events(P = 0.048) during the past year and more mental health symptoms(P < 0.001),while the childrenthemselves reported higher levels of anxiety symptoms(P = 0.017) compared to the remission group.In the logistic regression multivariate analysis,the only predictor which had a significant positive effect on the probability of the patients being in active state was parent mental health symptoms(OR = 4.8;95%CI:1.2-25.8).CONCLUSION Life events,child anxiety and parent mental health symptoms may be important correlates of pediatric IBD activity and targets of thorough assessment and treatment. 展开更多
关键词 INFLAMMATORY BOWEL disease Children and adolescents Stressful eventS ANXIETY DEPRESSION
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Life Events,Car Transaction,and Usage by Car Type:Longitudinal Data from Japan
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作者 Masayoshi Tanishita 《Journal of Traffic and Transportation Engineering》 2018年第2期88-96,共9页
Car transaction(increase/decrease/replacement)is an important determinant of car usage and other travel behavior affecting economic and environmental issues.The aim of this paper is to analyze the impacts of life even... Car transaction(increase/decrease/replacement)is an important determinant of car usage and other travel behavior affecting economic and environmental issues.The aim of this paper is to analyze the impacts of life events,change in attitude,and perceived train frequency on car transactions and usage change by car type using two three-year data(2011-2013 and 2012-2014)obtained from a Japanese household panel survey.We identified the statistically significant factors that affect car ownership in cross-sectional data and verified that their signs are the same when using longitudinal data.Fewer factors are found to affect car replacement than affect car ownership level change.Households that replace Kei-cars with normal cars do not increase mileage. 展开更多
关键词 life eventS CAR TRANSACTION USAGE CAR TYPE longitudinal analysis
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Stressful life events,psychosocial health and general health in preschool children before age 4
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作者 Jie Luo Amy van Grieken +2 位作者 Shuang Zhou Yuan Fang Hein Raat 《World Journal of Pediatrics》 SCIE CAS CSCD 2023年第3期243-250,共8页
Background The impact of stressful life events(SLEs)in early childhood is often ignored.We aimed to examine longitudinal associations between SLEs and psychosocial and general health in preschool children.Methods Twel... Background The impact of stressful life events(SLEs)in early childhood is often ignored.We aimed to examine longitudinal associations between SLEs and psychosocial and general health in preschool children.Methods Twelve SLEs occurring before the age of 24 months were assessed and categorized by frequency(no events,1-2 SLEs,and>2 SLEs)and overall tension(no events,low,and high)(n=1431).Psychosocial and general health were meas-ured three times at the age of 24,36 and 45 months.The associations were examined by logistic regression models using generalized estimating equations to handle repeated measurements.Results Half(48.4%)of the families experienced SLEs,and 23.8%perceived high-tension SLEs before the children were aged 24 months.Gender differences were observed in the association between SLEs and psychosocial health.Compared to girls without SLEs,girls who experienced>2 SLEs[OR=3.31,95%confidence interval(CI)2.05-5.35]or high-tension SLEs(OR=3.01,95%CI 2.07-4.39)had higher odds of psychosocial problems from 24 to 45 months.The odds ratios in boys were 2.10(95%CI 1.36-3.24)and 1.47(95%CI 1.06-2.03),respectively.Moreover,only girls'risk of psychosocial problems increased after experiencing 1-2 SLEs(OR=2.15,95%CI 1.54-3.00)or low-tension SLEs(OR=1.90,95%CI 1.31-2.74).Regarding general health,children who experienced>2 SLEs(OR=1.96,95%CI 1.21-3.18)and high-tension SLEs(OR=1.60,95%CI 1.12-2.28)had higher odds of poor general health from 24 to 45 months.Conclusions The findings emphasized that young children's psychosocial and general health can be impacted by experienc-ing SLEs in early childhood.Attention and adequate support for families experiencing SLEs are needed to minimize the potential negative effect of SLEs on child health,particularly in girls. 展开更多
关键词 Child health Preschool children Stressful life event
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Childlife干预在儿童隐匿阴茎围术期护理中的应用
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作者 张莉 张钰萍 《中国科技期刊数据库 医药》 2024年第1期0125-0127,共3页
分析儿童隐匿阴茎围术期护理中采取Child life干预的效果。方法 选取2022年1月-2023年2月纳入的隐匿性阴茎儿童60例作为观察对象,经随机抽签法分组,对照组、观察组各有30例。两组分别采取常规护理、Child life干预,观察围术期患儿的心... 分析儿童隐匿阴茎围术期护理中采取Child life干预的效果。方法 选取2022年1月-2023年2月纳入的隐匿性阴茎儿童60例作为观察对象,经随机抽签法分组,对照组、观察组各有30例。两组分别采取常规护理、Child life干预,观察围术期患儿的心理状态,并评估患儿术后疼痛评分及护理满意度、护理依从性。结果 护理前,组间SAS及SDS评分相比,p>0.05;护理后,观察组SAS及SDS评分比对照组低,p<0.05;观察组Wong-Baker分值低于对照组,p<0.05;观察组依从性及护理满意度高于对照组,p<0.05。结论 在隐匿性阴茎儿童围术期护理中采取Child life护理模式可提升患儿的依从性、护理满意度,并改善患儿心理状态,减轻其疼痛感。 展开更多
关键词 Child life 隐匿性阴茎 护理依从性 满意度
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Anthropogenic Influence on Decadal Changes in Concurrent Hot and Dry Events over China around the Mid-1990s 被引量:1
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作者 Qin SU Buwen DONG +1 位作者 Fangxing TIAN Nicholas P.KLINGAMAN 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2024年第2期233-246,共14页
The frequency and duration of observed concurrent hot and dry events(HDEs) over China during the growing season(April–September) exhibit significant decadal changes across the mid-1990s. These changes are characteriz... The frequency and duration of observed concurrent hot and dry events(HDEs) over China during the growing season(April–September) exhibit significant decadal changes across the mid-1990s. These changes are characterized by increases in HDE frequency and duration over most of China, with relatively large increases over southeastern China(SEC), northern China(NC), and northeastern China(NEC). The frequency of HDEs averaged over China in the present day(PD,1994–2011) is double that in the early period(EP, 1964–81);the duration of HDEs increases by 60%. Climate experiments with the Met Office Unified Model(MetUM-GOML2) are used to estimate the contributions of anthropogenic forcing to HDE decadal changes over China. Anthropogenic forcing changes can explain 60%–70% of the observed decadal changes,suggesting an important anthropogenic influence on HDE changes over China across the mid-1990s. Single-forcing experiments indicate that the increase in greenhouse gas(GHG) concentrations dominates the simulated decadal changes,increasing the frequency and duration of HDEs throughout China. The change in anthropogenic aerosol(AA) emissions significantly decreases the frequency and duration of HDEs over SEC and NC, but the magnitude of the decrease is much smaller than the increase induced by GHGs. The changes in HDEs in response to anthropogenic forcing are mainly due to the response of climatological mean surface air temperatures. The contributions from changes in variability and changes in climatological mean soil moisture and evapotranspiration are relatively small. The physical processes associated with the response of HDEs to GHG and AA changes are also revealed. 展开更多
关键词 concurrent hot and dry events decadal variation greenhouse gases aerosol emissions
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A Time Series Short-Term Prediction Method Based on Multi-Granularity Event Matching and Alignment
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作者 Haibo Li Yongbo Yu +1 位作者 Zhenbo Zhao Xiaokang Tang 《Computers, Materials & Continua》 SCIE EI 2024年第1期653-676,共24页
Accurate forecasting of time series is crucial across various domains.Many prediction tasks rely on effectively segmenting,matching,and time series data alignment.For instance,regardless of time series with the same g... Accurate forecasting of time series is crucial across various domains.Many prediction tasks rely on effectively segmenting,matching,and time series data alignment.For instance,regardless of time series with the same granularity,segmenting them into different granularity events can effectively mitigate the impact of varying time scales on prediction accuracy.However,these events of varying granularity frequently intersect with each other,which may possess unequal durations.Even minor differences can result in significant errors when matching time series with future trends.Besides,directly using matched events but unaligned events as state vectors in machine learning-based prediction models can lead to insufficient prediction accuracy.Therefore,this paper proposes a short-term forecasting method for time series based on a multi-granularity event,MGE-SP(multi-granularity event-based short-termprediction).First,amethodological framework for MGE-SP established guides the implementation steps.The framework consists of three key steps,including multi-granularity event matching based on the LTF(latest time first)strategy,multi-granularity event alignment using a piecewise aggregate approximation based on the compression ratio,and a short-term prediction model based on XGBoost.The data from a nationwide online car-hailing service in China ensures the method’s reliability.The average RMSE(root mean square error)and MAE(mean absolute error)of the proposed method are 3.204 and 2.360,lower than the respective values of 4.056 and 3.101 obtained using theARIMA(autoregressive integratedmoving average)method,as well as the values of 4.278 and 2.994 obtained using k-means-SVR(support vector regression)method.The other experiment is conducted on stock data froma public data set.The proposed method achieved an average RMSE and MAE of 0.836 and 0.696,lower than the respective values of 1.019 and 0.844 obtained using the ARIMA method,as well as the values of 1.350 and 1.172 obtained using the k-means-SVR method. 展开更多
关键词 Time series short-term prediction multi-granularity event ALIGNMENT event matching
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Consequences of early life stress on the structure and function of the adult mouse retina
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作者 Juan S.Calanni Ruth E.Rosenstein 《Neural Regeneration Research》 SCIE CAS CSCD 2024年第1期150-151,共2页
Early-life stress(ELS)refers to a period of environmental/social deprivation,physica l,sexual or emotional abuse,neglect,severe and/or chronic trauma in the prenatal/early postnatal stage,which is closely related to m... Early-life stress(ELS)refers to a period of environmental/social deprivation,physica l,sexual or emotional abuse,neglect,severe and/or chronic trauma in the prenatal/early postnatal stage,which is closely related to many adverse psychiatric disorders later in life,such as depressive disorder,substance abuse,dysthymia,panic,anxiety,and suicidal behavior in adulthood(Waters and Gould,2022). 展开更多
关键词 STRESS life GOULD
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A cup of coffee for a brain long life
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作者 Chiara Porro Antonia Cianciulli Maria Antonietta Panaro 《Neural Regeneration Research》 SCIE CAS CSCD 2024年第1期158-159,共2页
Coffee is one of the world's favorite and most popular beverages,the third most popular beverage after water and tea.For many people,it is an indispensable habit before going to work and a socialization tool for t... Coffee is one of the world's favorite and most popular beverages,the third most popular beverage after water and tea.For many people,it is an indispensable habit before going to work and a socialization tool for the rest of the day.In general,the average consum ption varies from 2 to6 cups per day.What are the health implications?Given this consum ption,the benefits are actually greater than the risks.This is the conclusion of a careful study published in the New England Journal of Medicine(van Dam et al.,2020). 展开更多
关键词 FAVORITE CONCLUSION life
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Investigating the Influence of Glaucoma on the Quality of Life among Adult Patients
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作者 Paul Mwale Karen Tabalasa +1 位作者 Abdishakur A. Muse Ke Min 《International Journal of Clinical Medicine》 CAS 2024年第2期88-100,共13页
Background: Research exploring the influence of glaucoma on quality of life has gained momentum in recent years. Numerous studies have investigated the multifaceted aspects of quality of life in glaucoma patients, uti... Background: Research exploring the influence of glaucoma on quality of life has gained momentum in recent years. Numerous studies have investigated the multifaceted aspects of quality of life in glaucoma patients, utilizing various assessment tools and methodologies. Objective: To determine the influence that glaucoma has on the quality of life among adult patients. Study site: kitwe teaching eye hospital, Zambia. Method: It was a cross-sectional study that was conducted from 30<sup>th</sup> June 2022 to 17<sup>th</sup> April 2023. The study included 106 diagnosed glaucoma patients who were above the age of 55 years. Data was collected using validated 25-item national eye institute visual function Questionnaire (NEI VFQ-25). The data was analyzed using SPSS version 26 and Microsoft excel to present frequencies and percentages that generated graphical presentation. Results: 62% of the participants worry about their eye sight most of the time, 26% sometimes and 12% a little time. 9% of the participants had little difficulty to read ordinary prints, 14% moderate difficulties and 58% extremely difficult. 40% of the participants could drive despite glaucoma damaging their eyes while 60% could not. Majority of the patients said it was difficult noticing things around them while walking or sitted in one place. There was a significant difference between effects of glaucoma on patients and the existing relationship between glaucoma and quality of life (ANOVA, p = 0.019 and ANOVA, p = 0.023). Conclusion: This study has demonstrated the magnitude of impact that glaucoma has on the Quality of Life (QoL) in diagnosed patients and the relationship between glaucoma and the Quality of Life. Due to the progressive visual loss, the amount of activities these patients would perform is negatively affected especially where social and economic activities are concerned which also affects their monthly earnings for those living in middle to low-income countries. Therefore, social welfare and psycho-social institutions need to increase their support for these glaucoma patients. 展开更多
关键词 GLAUCOMA Quality of life Glaucoma Patients
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