structural equation modelling (SEM)

结构方程模型 (SEM)
  • 文章类型: Journal Article
    开发了一种用于理解台湾人的亲环境行为(PEB)的价值信念规范(VBN)模型。这个制定的VBN模型包括个人价值,对变革的开放,意识到后果,个人规范,社会规范,PEB。生态世界观和责任归属被排除在外,以建立更严格的模型。共收集1079份完整问卷,并利用结构方程模型,其中标准估计和确定系数验证了制定的VBN模型的有效性。每个构建体充当其远端变量和结果变量之间的中介,具有相当高的预测准确性,PEB的变异占74.3%。进一步的发现发现,由于个人价值观,成熟的个体对后果的认识倾向更强;由于对后果的认识,年轻人对个人规范的倾向更强;由于对后果的认识,男性对个人规范的倾向更强;由于更加强调利他主义,女性的倾向较弱。未来的干预措施,例如口头或通过社交媒体分享个人的环保生活方式,定期整理个人物品,保持简约的生活方式,这些个人规范符合集体社会规范,可以帮助加强PEB。
    A value-belief-norm (VBN) model for understanding the pro-environmental behaviors (PEB) of Taiwanese was developed. This formulated VBN model included personal values, openness to change, awareness of consequences, personal norms, social norms, and PEB. Ecological world view and ascription of responsibility were excluded to develop a tighter model. A total of 1079 completed questionnaires were collected and structural equation modelling was utilized, where standard estimates and coefficients of determination validated the formulated VBN model\'s effectiveness. Each construct served its role as the mediator between its distal variable and outcome variable, with a substantial level of predictive accuracy, and 74.3% of the variance in PEB was accounted for. Further findings found that mature individuals had a stronger tendency towards awareness of consequences due to personal values; the young had a stronger tendency towards personal norms due to awareness of consequences; men had a stronger tendency towards personal norms due to awareness of consequences; and women had a weaker tendency due to a greater emphasis on altruism. Future interventions, such as sharing of personal pro-environmental lifestyles verbally or through social media, periodically decluttering personal items and maintaining a minimalist lifestyle, where these personal norms are in line with collective social norms, could help to strengthen PEB.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    Exploratory structural equation modelling (ESEM) is an alternative to the well-known method of confirmatory factor analysis (CFA). ESEM is mainly used to assess the quality of measurement models of common factors but can be efficiently extended to test structural models. However, ESEM may not be the best option in some model specifications, especially when structural models are involved, because the full flexibility of ESEM could result in technical difficulties in model estimation. Thus, set-ESEM was developed to accommodate the balance between full-ESEM and CFA. In the present paper, we show examples where set-ESEM should be used rather than full-ESEM. Rather than relying on a simulation study, we provide two applied examples using real data that are included in the OSF repository. Additionally, we provide the code needed to run set-ESEM in the free R package lavaan to make the paper practical. Set-ESEM structural models outperform their CFA-based counterparts in terms of goodness of fit and realistic factor correlation, and hence path coefficients in the two empirical examples. In several instances, effects that were non-significant (i.e., attenuated) in the CFA-based structural model become larger and significant in the set-ESEM structural model, suggesting that set-ESEM models may generate more accurate model parameters and, hence, lower Type II error rate.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    近几十年来,在中国北方的各种干扰下,部分植被覆盖(FVC)发生了显着变化。这项研究考察了1990-2018年中国北方FVC的动态及其如何受到气候和人类活动的影响。气候变化的影响(即,温度,降水,太阳辐射,和土壤湿度)和人类活动(社会经济数据和土地利用)对1990-2018年中国北方植被覆盖度变化的影响,采用森+曼-肯德尔检验,偏相关分析,和结构方程建模(SEM)方法。本研究的结果表明:(1)从1990年到2018年,中国北方的FVC总体上呈上升趋势。明显增加的地区主要位于天山北坡,新疆,黄土高原,东北平原,还有三江平原,而退化明显的地区位于内蒙古高原,长白山和中国北方的东部。(2)在过去的29年里,中国北方的FVC主要受降水和土壤水分的影响。(3)基于结构方程模型,我们发现,某些变量和时间影响了影响中国北方FVC量的主要因素。人类活动对FVC的影响大于气候变化。研究结果可加速理解植被动态及其内在机制,为区域生态环境保护提供理论依据。
    Fractional vegetation cover (FVC) has changed significantly under various disturbances over northern China in recent decades. This research examines the dynamics of FVC and how it is affected by climate and human activity during the period of 1990-2018 in northern China. The effects of climate change (i.e., temperature, precipitation, solar radiation, and soil moisture) and human activity (socioeconomic data and land use) on vegetation coverage change in northern China from 1990 to 2018 were quantified using the Sen + Mann-Kendall test, partial correlation analysis, and structural equation modelling (SEM) methods. The findings of this research indicate the following: (1) From 1990 to 2018, the overall trend in FVC in northern China was increased. The areas with obvious increases were mainly situated on the northern slope of Tianshan Mountains, Xinjiang, the Loess Plateau, the Northeast China Plain, and the Sanjiang Plain, while the areas with distinct degradation were located in the Inner Mongolia Plateau, the Changbai Mountain and the eastern part of north China. (2) In the past 29 years, the FVC in northern China has been mainly affected by precipitation and soil moisture. (3) Based on structural equation modelling, we discovered that certain variables impacted the main factors influencing the amount of FVC in northern China. Human activity has had a larger impact on FVC than climate change. Our findings can accelerate the comprehension of vegetation dynamics and their underlying mechanisms and provide a theoretical basis for regional ecological environmental protection.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    根据性状激活理论(TAT),人格特征处于休眠状态,直到语境因素促使他们采取行动。人格特质有望在虐待监督的背景下被激活。从这个角度来看,我们的文件研究了滥用监督是否通过黑暗三合会影响组织八卦行为。为此,这项研究基于从两个独立样本收集的横截面数据,研究了黑暗三合会对滥用监督和组织八卦之间关系的中介作用。利用结构方程建模的结果,很明显,滥用监督激活了黑暗三合会,它的背景影响与TAT一致的组织八卦。此外,我们的结果表明,滥用监督对信息收集和关系建立的八卦有积极影响,黑暗三合会被证明是完全中介的。这一发现意味着滥用监督是一个背景因素,因此,持续的虐待和非暴力等行为,口头或非口头敌对行为将对许多组织的组织沟通产生长期和持久的影响。这项研究为以教育为中心的组织中的行为问题提供了重要的政策含义。
    According to the trait activation theory (TAT), personality characteristics are dormant until contextual elements stir them into action. Personality traits are expected to be activated in the context of abusive supervision. From this perspective, our paper examines whether abusive supervision affects organisational gossiping behaviour through the dark triad. To this end, this study examines the mediating effects of the dark triad on the relationship between abusive supervision and organisational gossip based on cross-sectional data gathered from two separate samples. Using the results from structural equation modelling, it is evident that abusive supervision activates the dark triad, and its context influences organisational gossip in line with the TAT. In addition, our results show that abusive supervision positively affects gossip for information gathering and relationship building, with the dark triad proving to be completely mediating. This finding implies that abusive supervision is a contextual factor, and as such, behaviours such as consistent ill treatment and non-violent, verbal or non-verbal hostile acts will have long-term and lasting effects on organisational communication in many organisations. This study offers significant policy implications concerning behavioural issues within education-centred organisations.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    与其他医学科学相比,中医在疾病预防和慢性病诊断方面具有专业优势。中医医师的培养值得探讨。本研究的重点是如何使用结构方程模型(SEM)来分析中医(TCM)从业人员的能力,以帮助培训合格的中医医生并为中医医院选择合适的人员。
    在分析中医能力因素之前,我们开发了秤,包括文献综述,专家咨询,提议的胜任力模型的项目池,项目池的试点测试,并最终确定规模项目。我们对杭州市400名中医从业人员的问卷调查进行了分析,广州,武汉,然后进行探索性因素分析(EFA)和验证性因素分析(CFA),提取中医有价值的项目。最后,SEM被用来开发能力结构。
    本研究问卷共有21个项目与中医执业者的能力密切相关,通过主成分分析将其进一步分为五类:(I)专业价值观;(II)基本医学知识;(III)沟通技巧;(IV)临床技能;(V)信息管理。随后的分析表明,临床技能是中医从业者最重要的能力指标;此外,医学基础知识和沟通技巧在理论和实践中的中介作用不容忽视。
    本研究提出了评估中医执业能力的初步方法,并为医院提供了培训和寻找中医执业医师的标准理论参考。
    UNASSIGNED: Compared with other medical sciences, Chinese medicine provides professional advantages in disease prevention and the diagnosis of chronic diseases. The training of Chinese medicine practitioners is worthy of investigation. The present study focused on how structural equation modelling (SEM) can be used to analyze the competencies of traditional Chinese medicine (TCM) practitioners to help training an eligible TCM doctor and select suitable staff for TCM hospital.
    UNASSIGNED: Before the analysis of competence factors for TCM, we developed the scale, including literature review, expert consultation, item pool for the proposed competency model, pilot test of the item pool, and finalization of the scale items. We analyzed questionnaires from 400 TCM practitioners in Hangzhou, Guangzhou, and Wuhan, and then performed an exploratory factor analysis (EFA) and a confirmatory factor analysis (CFA) to extract the valuable items for TCM practitioners. Finally, SEM was employed to develop a competency structure.
    UNASSIGNED: A total of 21 items in this study\'s questionnaire were identified as being closely related to the competencies of TCM practitioners, which were further categorized by principal component analysis into five categories: (I) professional values; (II) basic medical knowledge; (III) communication skills; (IV) clinical skills; and (V) information management. Subsequent analyzes showed that clinical skills were the most important competency metric for TCM practitioners; additionally, the mediating role of basic medical knowledge and communication skills could not be ignored in both theory and practice.
    UNASSIGNED: This research presents a preliminary methodology for evaluating the competence of TCM practitioners and provides hospitals with criteria theoretical reference for training and finding TCM practitioners.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    根据临床和理论模型,假设与丢失相关的记忆困难是严重和持久的悲伤反应的重要特征。然而,到目前为止,随着时间的推移,没有自我报告工具可以捕捉到与丧亲后的悲伤和适应相关的记忆的不同方面。牛津悲伤记忆特征量表(OG-M)是通过对失去亲人的个体进行访谈而开发的,并在社区样本中接受了探索性和验证性因素分析(N=676)。结果表明,该量表是一维的,并表现出优异的心理测量特性。根据ICD-11和DSM-5-TR标准,在基线和6个月和12个月后,在三波纵向样本(N=275)中使用交叉滞后结构方程模型研究了记忆特征对长期悲伤障碍(PGD)症状的影响。结果表明,在控制自回归后,与记忆丧失相关的记忆特征可预测PGD的未来症状,以及症状和记忆特征之间的并发关联。在随访的前6个月中,记忆特征和症状之间的交叉滞后关联显着。之后,记忆特征预测未来的症状,但不是相反。讨论了该量表的理论和临床实用性及其特征。
    Difficulties with loss-related memories are hypothesised to be an important feature of severe and enduring grief reactions according to clinical and theoretical models. However, to date, there are no self-report instruments that capture the different aspects of memory relevant to grieving and adaptation after bereavement over time. The Oxford Grief-Memory characteristics scale (OG-M) was developed using interviews with bereaved individuals and was subject to exploratory and confirmatory factor analyses in a community sample (N = 676). Results indicated the scale was unidimensional and demonstrated excellent psychometric properties. The impact of memory characteristics on symptoms of Prolonged Grief Disorder (PGD) according to both ICD-11 and DSM-5-TR criteria were investigated using cross-lagged structural equation modelling in a three-wave longitudinal sample (N = 275) at baseline and 6 and 12 months later. Results indicated that loss-related memory characteristics predicted future symptoms of PGD after controlling for autoregressions, and concurrent associations between symptoms and memory characteristics. Cross-lagged associations between memory characteristics and symptoms were significant in the first 6 months of follow-up. After that, memory characteristics predicted future symptoms, but not the other way round. Theoretical and clinical utility of the scale and its features are discussed.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    种子休眠决定了植物在季节性环境中的环境生态位,并且对植物性能的影响可能远远超出种子和幼苗阶段。在这项研究中,我们研究了种子休眠对一年生草本植物拟南芥随后的生活史特征和适应性表达的级联影响。
    我们种植了200个重组自交系(RILs)的种子,这些自交系来自两个当地适应种群(意大利和瑞典)之间的杂交。和两个亲本基因型在瑞典人口的本地地点连续三年。我们通过路径分析量化了初级种子休眠与随后的生活史特征和适应性之间的关系。为了检查休眠差异对两个亲本基因型的相对适合度的影响,我们在种子传播期种植了休眠种子,在当地种群的发芽期种植了非休眠种子。
    在RIL人群中,强的初级休眠与高幼苗存活率有关,但是成虫存活率和繁殖力都很低,路径分析表明,这可以通过对发芽时间的影响来解释,玫瑰花结大小和开花开始。主要种子休眠与发芽率之间的关系因年份而异,这与土壤水分的季节性变化有关。休眠和非休眠种子的种植表明,当地瑞典基因型的初级休眠较低,导致其两年的发芽率较高,一年的繁殖力较高。
    我们的结果表明,种子休眠影响整个生命周期的性状表达和适应性成分,并建议在预测气候变化对人口增长和进化的影响时,应考虑发芽期干旱发生率的年度变化。
    Seed dormancy determines the environmental niche of plants in seasonal environments, and has consequences for plant performance that potentially go far beyond the seed and seedling stages. In this study, we examined the cascading effects of seed dormancy on the expression of subsequent life-history traits and fitness in the annual herb Arabidopsis thaliana.
    We planted seeds of >200 recombinant inbred lines (RILs) derived from a cross between two locally adapted populations (Italy and Sweden), and both parental genotypes at the native site of the Swedish population in three consecutive years. We quantified the relationship between primary seed dormancy and the expression of subsequent life-history traits and fitness in the RIL population with path analysis. To examine the effects of differences in dormancy on the relative fitness of the two parental genotypes, we planted dormant seeds during the seed dispersal period and non-dormant seeds during the germination period of the local population.
    In the RIL population, strong primary dormancy was associated with high seedling survival, but with low adult survival and fecundity, and path analysis indicated that this could be explained by effects on germination timing, rosette size and flowering start. The relationship between primary seed dormancy and germination proportion varied among years, and this was associated with differences in seasonal changes in soil moisture. The planting of dormant and non-dormant seeds indicated that the lower primary dormancy of the local Swedish genotype contributed to its higher germination proportion in two years and to its higher fecundity in one year.
    Our results show that seed dormancy affects trait expression and fitness components across the life cycle, and suggest that among-year variation in the incidence of drought during the germination period should be considered when predicting the consequences of climatic change for population growth and evolution.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    我们通过衡量贸易开放(TO)对经济增长和环境质量关系的主要影响和相互作用来探讨其调节作用。在这个方向上,我们通过在环境库兹涅茨曲线假说中使用三种不同的污染排放度量(CO2-CH4-PM2.5)并将结构方程建模方法应用于115个国家来实施一种新颖的方法,分为低,中高收入国家,跨越1992-2018年期间。证据表明,能源消耗对所有收入小组的CO2排放都有积极影响,而TO的调节作用似乎是中低收入国家环境质量的一个关键退化因素。此外,发现TO与GDP增长的相互作用会对所有收入群体的环境质量产生负面影响。鉴于全球经济在COP26失败后即将恢复到大流行前的工业运营水平以及排放,并且COVID-19提醒世界迫切需要制定可持续方法来促进“绿色经济增长”模型;提出了许多政策措施来支持这一点,同时参考不同收入水平的国家讨论了它们可能的影响。
    We explore the moderating role of trade openness (TO) by gauging its main and interaction effects on the economic growth and environmental quality nexus. In this direction, we implement a novel approach by using three different measures of pollution emissions (CO2-CH4-PM2.5) in the environmental Kuznets curve hypothesis and applying a structural equation modelling methodology to 115 countries, grouped into low-, middle- and high-income countries, spanning the period 1992-2018. The evidence suggests that energy consumption has a positive impact on CO2 emissions for all income panels whilst the moderating effect of TO appears to be a key degrading factor of environmental quality in low- and middle-income countries. In addition, TO\'s interaction with GDP growth is found to negatively affect environmental quality across all income groups. Given that global economies are on the verge of returning to pre-pandemic levels of industrial operations along with emissions in the wake of the failure of COP26 and that COVID-19 has reminded the world the urgency of developing sustainable approaches in fostering \'green economic growth\' models; a host of policy measures are proposed in support of this whilst their likely implications are discussed with reference to different income level countries.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    Contemporary societies challenge long-standing projects of the \"good society\" and social equality through neoliberal economic policies. Social forms of uncertainty generated by financial deprivation, precarity, and inequality seem to have effects on agency and coping and so socioeconomic and psychological consequences. This study aims to test these relationships, as well as a hypothesis on the potential impact of these constructs on beliefs of sociopolitical control and social dominance, which have implications for social justice. A mediation model explores the effects of financial access (the manifest benefit of work) on psychosocial uncertainty (which reflects the perception of uncertainty in the social context and the experience of its consequences within work, relationships, and the adoption of self-defeating beliefs) and on emotional coping strategies towards uncertainty, and their effects on personal agency, sociopolitical control (SPC), and social dominance orientation (SDO). Data are derived from a study of 633 participants in Portugal. Although personal agency is influenced by financial access and psychosocial uncertainty, it is not proved as a significant mediator for SPC and SDO. Nevertheless, financial access, psychosocial uncertainty, and emotional coping significantly contribute to the model, supporting the hypothesis that financial access protects against psychosocial uncertainty. Both have an impact on SPC and SDO. Therefore, financial deprivation and psychosocial uncertainty potentially contribute to extremism and populism in societies characterised by socially created forms of uncertainty. Implications of results for psychological intervention, namely in vocational/professional counselling, are discussed.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    BACKGROUND: The Self-Directed Learning Readiness Scale (SDLRS) is a tool that helps in the assessment of the readiness of the students to pursue Self-Directed Learning (SDL). There are no documented studies on the validation of internal structure of the SDLRS among Indian medical students. Hence, the objective of this study is to validate the internal structure of SDLRS among Indian medical students using factor analysis and the Structural Equation Modelling (SEM) approach.
    METHODS: We administered Fisher\'s 40-item SDLRS to 750 students after receiving the ethics clearance and the author\'s permission and taking written informed consent from all the study participants (response rate: 92%). The exploratory factor analysis (EFA), confirmatory factor analysis (CFA), and Cronbach\'s alpha were performed using SPSS version 25 and the Lavaan package of R version 3.1.2.
    RESULTS: The values of the comparative fit index (CFI), standardised root-mean-square residual (SRMR), and root mean square error of approximation (RMSEA) were ≥ 0.9, ≤ 0.08, and ≤ 0.08, respectively, for a model fit to be acceptable. EFA showed that except for Q2 (loading score: 0.210), Q12 (loading score: 0.384), Q13 (loading score: 0.362), and Q25 (loading score: -0.219), all the items loaded well. After the exclusion of the aforementioned items, the factor loading scores for the items in the self-management, desire for learning, and self-control factors ranged from 0.405 to 0.753 (Cronbach α: 0.775), 0.396 to 0.616 (Cronbach α: 0.730), and 0.427 to 0.556 (Cronbach α: 0.799), respectively. The updated model was used for CFA, which displayed a good model fit.
    CONCLUSIONS: The resultant model consisting of 36 items is shown to have internal structure validity for Indian version of SDLRS, which can be used to assess medical students.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号