Factor analysis

因子分析
  • 文章类型: Journal Article
    为了确定中央敏感库存问卷(CSI)是否在寻求肌肉骨骼专业护理的人群中充当心理健康指标,我们问:(1)在因素分析中确定的CSI总分和项目组与心理健康措施之间的关联是什么?(2)很好地代表每个因素的特定CSI项目与特定心理健康措施之间的关联是什么?一百五十七个寻求肌肉骨骼症状专业护理的成年人完成了CSI,一种灾难性思维的措施,和3种困扰措施(健康焦虑的症状,一般焦虑,和抑郁症)。探索性因素分析用于确定项目组。探索性因素分析确定了4个项目组(因素):(1)思想和感受(心理健康),占CSI变化的52%,(2)泌尿和视觉症状(15%)(3)身体疼痛(10%),和(4)下颌疼痛(8.1%)。CSI总分(51%)和思想和情感因素(57%)的变化中,有一半以上是由灾难性思维和困扰措施的变化引起的。占CSI变化量很大的特定项目与心理健康指标也有显着的相关性。CSI与思想和情绪之间的紧密关系表明,CSI在很大程度上是一种心理健康衡量标准。如果中央敏感化的概念是帮助人们获得并保持健康,这将取决于证据,即中枢致敏可以被测量和量化,与心理健康不同。
    To determine if the Central Sensitization Inventory questionnaire (CSI) functions as a mental health measure among a cross-section of people seeking musculoskeletal specialty care, we asked: (1) What is the association of CSI total score and item groupings identified in factor analysis with mental health measures? and (2) What is the association between specific CSI items that represent each factor well and specific mental health measures? One hundred and fifty-seven adults seeking specialty care for musculoskeletal symptoms completed the CSI, a measure of catastrophic thinking, and 3 measures of distress (symptoms of health anxiety, general anxiety, and depression). Exploratory factor analysis was used to identify item groupings. Exploratory factor analysis identified 4 item groupings (factors): (1) thoughts and feelings (mental health), accounting for 52% of the variation in the CSI, (2) urinary and visual symptoms (15%) (3) body aches (10%), and (4) jaw pain (8.1%). More than half the variation in both the CSI total score (51%) and the thoughts and feelings factor (57%) were accounted for by variation in measures of catastrophic thinking and distress. Specific items that account for large amounts of the variation in the CSI also had notable correlations with mental health measures. The strong relationship between the CSI and thoughts and emotions suggests that the CSI functions largely as a mental health measure. If the concept of central sensitization is to help people get and stay healthy, it will depend on evidence that central sensitization can be measured and quantified distinct from mental health.
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  • 文章类型: Journal Article
    在COVID-19大流行导致的封锁时期,已发现一些学生无法投入足够的时间进行教育。他们对辍学表现出沮丧甚至冷漠的迹象。此外,恐惧的感觉,焦虑,绝望,和抑郁症现在存在,因为社会还不能适应新的生活方式。因此,本文分析了墨西哥COVID-19大流行期间,Misantla技术学院的大学生在使用远程教育工具时的感受。结果表明,隔离,由于大流行的情况,产生高度的焦虑和抑郁。此外,在使用电子学习平台时,封锁产生的感觉和学校表现之间存在联系。这项研究的发现反映了学生的感受,有用的信息,可以导致教学策略的发展和实施,从而提高学生的学业成绩。
    In times of lockdown due to the COVID-19 pandemic, it has been detected that some students are unable to dedicate enough time to their education. They present signs of frustration and even apathy towards dropping out of school. In addition, feelings of fear, anxiety, desperation, and depression are now present because society has not yet been able to adapt to the new way of living. Therefore, this article analyzes the feelings that university students of the Instituto Tecnológico Superior de Misantla present when using long distance education tools during COVID-19 pandemic in Mexico. The results suggest that isolation, because of the pandemic situation, generated high levels of anxiety and depression. Moreover, there are connections between feelings generated by lockdown and school performance while using e-learning platforms. The findings of this research reflect the students\' feelings, useful information that could lead to the development and implementation of pedagogical strategies that allow improving the students\' academic performance results.
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  • 文章类型: Journal Article
    肾功能下降是心血管和全因死亡的危险因素。几个肾功能标志物证明了这种关联,但目前尚不清楚整合多个测量标志物是否可以改善死亡风险预测.
    我们进行了基于血清肌酸和胱抑素C的肾小球滤过率估计的探索性因素分析(EFA)[eGFRcre和eGFRcys;由慢性肾脏疾病流行病学合作(CKD-EPI)和欧洲肾功能协会(EKFC)方程得出],血尿素氮(BUN),UKBiobank的366.758名没有肾衰竭病史的参与者中的尿酸和血清白蛋白。拟合Cox比例风险模型,我们比较了确定的潜在因素预测总死亡率和心血管疾病(CVD)死亡率的能力,还考虑了CVD特定的原因,例如冠心病(CHD)和脑血管疾病。
    在12.5年的随访中,26.327参与者死于任何原因,5376人死于CVD,2908人死于冠心病,1116人死于脑血管疾病。我们发现了两个潜在的因素,EFA1和EFA2均代表肾功能变化。当使用CKD-EPI方程时,EFA1表现像eGFRcys,EFA1显示总体死亡率和CVD相关死亡率的风险比稍大。在10年的随访中,EFA1和eGFRcys对CVD相关死亡率表现出中等程度的歧视表现,优于所有其他肾脏指数。eGFRcre是所有结果中预测最少的标志物。当使用EKFC方程时,eGFRcys的表现优于EFA1,而所有其他结果保持相似。
    虽然全民教育是捕捉肾功能复杂影响的一种有吸引力的方法,eGFRcys仍然是全因和CVD死亡风险预测的最实用和有效的测量。
    UNASSIGNED: Reduced kidney function is a risk factor of cardiovascular and all-cause mortality. This association was demonstrated for several kidney function markers, but it is unclear whether integrating multiple measured markers may improve mortality risk prediction.
    UNASSIGNED: We conducted an exploratory factor analysis (EFA) of serum creatinine- and cystatin C-based estimated glomerular filtration rate [eGFRcre and eGFRcys; derived by the Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) and European Kidney Function Consortium (EKFC) equations], blood urea nitrogen (BUN), uric acid and serum albumin among 366 758 participants in the UK Biobank without a history of kidney failure. Fitting Cox proportional hazards models, we compared the ability of the identified latent factors to predict overall mortality and mortality by cardiovascular disease (CVD), also considering CVD-specific causes like coronary heart disease (CHD) and cerebrovascular disease.
    UNASSIGNED: During 12.5 years of follow-up, 26 327 participants died from any cause, 5376 died from CVD, 2908 died from CHD and 1116 died from cerebrovascular disease. We identified two latent factors, EFA1 and EFA2, both representing kidney function variations. When using the CKD-EPI equation, EFA1 performed like eGFRcys, with EFA1 showing slightly larger hazard ratios for overall and CVD-related mortality. At 10 years of follow-up, EFA1 and eGFRcys showed moderate discrimination performance for CVD-related mortality, outperforming all other kidney indices. eGFRcre was the least predictive marker across all outcomes. When using the EKFC equation, eGFRcys performed better than EFA1 while all other results remaining similar.
    UNASSIGNED: While EFA is an attractive approach to capture the complex effects of kidney function, eGFRcys remains the most practical and effective measurement for all-cause and CVD mortality risk prediction.
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  • 文章类型: Journal Article
    背景:以患者为中心的护理旨在通过使患者积极参与基于尊重患者及其家人的治疗和决策来预防疾病并促进福祉。然而,目前还没有从护士的角度评估以患者为中心的护理的量表。本研究旨在开发一种量表来衡量护士以患者为中心的沟通水平,并确认其有效性和可靠性。
    方法:采用方法学横断面研究来开发和验证以患者为中心的沟通量表(PCCS)。这些项目是通过文献综述和对护士的在线访谈来开发的。专家对内容效度进行评估,并计算内容效度指数。对10名临床护士进行了问卷的预测试。评估因素结构和内部一致性可靠性,在韩国,325名护士在网上接受了PCCS.数据采用描述性统计分析,解释因子分析(EFA),和验证性因子分析(CFA)。
    结果:最终工具包括12个项目和三个因素:(1)信息共享,(2)病人作为人,(3)治疗联盟。全民教育揭示了一个独特的三因素结构,解释总方差的59.0%。CFA确认了模型拟合的充分性,并验证了最终项目的包含性。Cronbach的α值范围为0.60至0.77,表明可接受的内部一致性。PCCS与人际沟通能力之间的相关性证明了收敛效度。
    结论:12项PCCS显示出良好的可靠性,构造效度,和收敛有效性。该量表可用于衡量护士以患者为中心的沟通技能水平。
    BACKGROUND: Patient-centered care aims to prevent disease and promote well-being by actively involving patients in treatment and decision-making that is based on respecting the patients and their families. However, no scales have been developed to assess patient-centered care from the nurse\'s perspective. This study aimed to develop a scale to measure nurses\' level of patient-centered communication and confirm its validity and reliability.
    METHODS: A methodological cross-sectional study was adopted to develop and validate the Patient-Centered Communication Scale (PCCS). The items were developed through a literature review and online interviews with nurses. Content validity was assessed by experts and the content validity index was calculated. A pretest of the questionnaire was conducted with 10 clinical nurses. To evaluate the factor structure and internal consistency reliability, the PCCS was administered online to 325 nurses in South Korea. Data were analyzed using descriptive statistics, explanatory factor analysis (EFA), and confirmatory factor analysis (CFA).
    RESULTS: The final instrument consisted of 12 items and three factors: (1) information sharing, (2) patient-as-person, and (3) therapeutic alliance. EFA revealed a distinct three-factor structure, explaining 59.0% of the total variance. CFA confirmed the adequacy of the model fit and validated the inclusion of the final items. The Cronbach\'s alpha values ranged from 0.60 to 0.77, indicating acceptable internal consistency. Convergent validity was evidenced by the correlation between the PCCS and a measure of interpersonal communication competence.
    CONCLUSIONS: The 12-item PCCS showed good reliability, construct validity, and convergent validity. The scale has utility for measuring the level of patient-centered communication skills in nurses.
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  • 文章类型: Journal Article
    UNASSIGNED: Bullying in the nursing work environment has negative consequences for both professionals and institutions. The early identification of this behavior can contribute to a positive organizational climate and better quality of life.
    UNASSIGNED: This study analyzed the validity and reliability of the Negative Acts Questionnaire-Revised with nursing professionals.
    UNASSIGNED: A total of 350 nursing professionals were included in this methodological study. Multivariate confirmatory factor analysis was based on 4 domains, as in the Portuguese version of the Negative Acts Questionnaire-Revised. The instrument consists of 22 items that address negative acts committed in the work environment without directly mentioning bullying. Respondents indicate, on a Likert-type scale, how often they experience these acts in their work routine.
    UNASSIGNED: The adjusted model of the Brazilian version of the Negative Acts Questionnaire-Revised resulted in an instrument with 20 items and 4 distinct domains that presented satisfactory validity and reliability for identifying bullying behavior among nursing professionals.
    UNASSIGNED: The Brazilian version of the Negative Acts Questionnaire-Revised is a valid instrument for identifying acts of bullying among nursing professionals and can be used in efforts to prevent such behavior in health services.
    UNASSIGNED: bullying no ambiente de trabalho da enfermagem acarreta consequências negativas para o profissional e para a instituição. A identificação precoce desse comportamento pode contribuir com um clima organizacional positivo e a qualidade de vida do profissional.
    UNASSIGNED: Analisar a validade e confiabilidade do Negative Acts Questionnaire-Revised com profissionais de enfermagem.
    UNASSIGNED: Estudo metodológico com 350 profissionais de enfermagem. Para a análise, foi utilizada a técnica multivariada de análise fatorial confirmatória a partir de quatro dimensões, de acordo com a versão portuguesa do Negative Acts Questionnaire-Revised. O instrumento é composto por 22 itens que abordam atos negativos praticados no ambiente de trabalho sem menção direta ao bullying. Os profissionais são convidados a assinalar, em uma escala tipo Likert, com qual frequência vivenciam esses atos em sua rotina de trabalho. Resultados: O modelo ajustado do Negative Acts Questionnaire-Revised - versão brasileira resultou em instrumento composto de 20 itens e com quatro domínios distintos, que apresentaram validade e confiabilidade satisfatórias para a identificação de comportamentos de bullying em profissionais de enfermagem.
    UNASSIGNED: O Negative Acts Questionnaire-Revised - versão brasileira é um instrumento válido para a identificação de atos de bullying entre profissionais de enfermagem e pode tornar-se uma ferramenta para a prevenção desse comportamento nos serviços de saúde.
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  • 文章类型: Journal Article
    城市基础设施可以描述为提供城市公共服务和支持城市社会经济活动的关键设施。经济增长,特别是在城市地区提供可持续的流动性,被发现依赖于有效的运输基础设施的可用性。城市交通资产,主要是公路和铁路基础设施,对经济的安全和便捷的连通性有显著影响,社区,和生态系统。虽然城市交通基础设施提供的活力得到了广泛认可,它的做法受到几个挑战的损害。应对这些挑战可能需要在设施的整个生命周期内进行干预,包括规划,设计,建筑,调试,操作,拆除阶段。这项研究,然而,重点制定埃塞俄比亚城市地区交通基础设施有效设计的关键指导原则和方法。运输基础设施的提供需要在构建元素的整个生命周期中采用有效的设计方法。这项研究包括对文献综述进行彻底分析,以确定当前的交付方法,然后利用样本量为204(N=204)的问卷调查来确定,根据专家的意见,提供交通基础设施的最有效方法。描述性和因素分析用于转发研究结果的人口统计数据,并通过设计确定运输基础设施交付的关键组成部分,分别。研究发现,直接影响城市交通设计和交付过程的主要组成部分是设计上下文,设计必需品,机构能力,和专业能力。可以得出结论,在设计分配时考虑主成分将有助于设计产品的有效性。
    Urban infrastructure can be depicted as critical facilities for providing urban public services and supporting urban socioeconomic activities. Economic growth, especially the provision of sustainable mobility in urban areas, is found to be reliant on the availability of effective transport infrastructure. Urban transport assets, mainly road and railway infrastructure, have notable influence on the safety and convenient connectivity of economies, communities, and ecosystems. While the vitality of urban transport infrastructure provision is well recognized, its practice is marred by several challenges. Addressing those challenges may require interventions throughout the life cycle of the facilities, including planning, design, construction, commissioning, operation, and demolition phases. This study, however, focuses on formulating key guiding principles and methods for effective design of transport infrastructure in urban areas of Ethiopia. The provision of transport infrastructure requires an effective design methodology throughout the lifecycle of the built element. The study involved a thorough analysis of the literature review to identify the current delivery approaches, and a questionnaire survey with a sample size of 204 (N = 204) was then utilized to determine, based on the opinions of experts, the most efficient methods of delivering transportation infrastructure. A descriptive and factor analysis were utilized to forward the demographic data of the research findings and to identify the key components of transport infrastructure delivery through design, respectively. The study found that the principal components that directly impact the design and delivery process of urban transport are design context, design necessities, institutional competency, and professional competency. It can be concluded that consideration of the principal components at the time of design assignment would facilitate the design products\' effectiveness.
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  • 文章类型: Journal Article
    护士为患者做出决策,护士的决策质量会影响患者的预后。出于某种原因,护士正在经历决策受损,这可能会对患者护理产生负面影响。评估决策疲劳的有效和可靠的工具可以让人们了解这一概念,并指导韩国护士决策疲劳的新政策或干预措施的制定。本研究旨在评估韩国版决策疲劳量表的心理测量特性。该设计是一项横断面描述性研究,并使用便利抽样来招募参与者。来自韩国各地的247名护士参加了一项在线调查。调查由人口统计问卷组成,决策疲劳量表,护理实践环境量表,和同情疲劳量表。通过验证性因素分析验证了韩国版决策疲劳量表是与原量表结构相同的单因素。韩国版本的决策疲劳量表显示出与同情疲劳的显着相关性,量表表现出适当的内部一致性。这项研究很好地确立了韩国版决策疲劳的心理测量特征。
    Nurses make decision for patients and the quality of nurses\' decision making can affect patient outcomes. For some reason, nurses are experiencing impaired decision making and it can negatively impact patient care. A valid and reliable instrument to assess decision fatigue may let people know about the concept and guide the development of new policies or interventions for Korean nurses\' decision fatigue. This study aimed to evaluate the psychometric properties of the Korean version of the decision fatigue scale. The design was a cross-sectional descriptive study and convenience sampling was used to recruit participants. A total of 247 nurses from across South Korea participated in an online survey. The survey consisted of demographic questionnaires, decision fatigue scale, nursing practice environment scale, and compassion fatigue scale. It was validated through confirmatory factor analysis that the Korean version of the decision fatigue scale was a single factor with the same structure as the original scale. The Korean version of the decision fatigue scale showed significant correlations with compassion fatigue, and the scale showed appropriate internal consistency. This study established well enough the psychometric characteristics of the Korean version of decision fatigue.
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  • 文章类型: Journal Article
    疫苗犹豫是一个重要的公共卫生问题,涉及对疫苗接种安全性和有效性的担忧。在一个框架内,这项研究旨在评估文化适应,有效性,和希腊版本的成人疫苗犹豫量表(aVHS)的可靠性,以及在希腊中部的大量区域人口中确定疫苗犹豫的决定因素。进行了一项横断面研究,招募了2022年10月至12月在氧化镁地区的卫生中心和当地卫生单位接受过初级保健服务的300名成年人。使用aVHS和修订的生活取向测试(LOT-R)来确定疫苗的犹豫和乐观的倾向水平,分别。对于调查翻译,遵循向前和向后翻译的程序。此外,aVHS在一项包含18名应答者的样本的初步研究中进行了测试.通过探索性和验证性因子分析和Cronbachα系数调查了结构效度和内部一致性信度,分别。使用简单和多元线性回归分析来确定疫苗犹豫的预测因子。因素分析表明,aVHS包含两个结构(“缺乏信心”和“风险感知”),解释了总方差的68.9%。总量表的Cronbachα为0.884,表明其内部一致性很高。住在农村地区的参与者,年收入较低,和报告的乐观程度较低,表明对疫苗接种缺乏信心。另一方面,45岁以上高中毕业或小学毕业并失业的人对副作用的风险表现出更大的厌恶。最后,某些社会人口学特征与疫苗接种犹豫相关.我们的数据表明,aVHS是衡量希腊社会与疫苗相关的态度和看法的有效和可靠的工具,为在社区中设计与疫苗接种相关的预防性干预措施提供有意义的见解。
    Vaccine hesitancy is an important public health issue referring to concerns about the safety and efficacy of vaccination. Within a framework, this study aimed to assess the cultural adaptation, validity, and reliability of the Greek version of the adult Vaccine Hesitancy Scale (aVHS) as well as to identify the determinants of vaccine hesitancy among a large regional population in central Greece. A cross-sectional study was conducted enrolling 300 adults who had received primary healthcare services in the Health Centers and Local Health Units of the Magnesia Region from October to December 2022. The aVHS and the Life Orientation Test-Revised (LOT-R) were used to identify vaccine hesitancy and the dispositional level of optimism, respectively. For survey translation, the procedure of forward and backward translation was followed. Also, the aVHS was tested in a pilot study with a sample of 18 responders. Construct validity and internal consistency reliability were investigated via exploratory and confirmatory factor analysis and Cronbach\'s alpha coefficients, respectively. Simple and multiple linear regression analysis were used to determine predictors for vaccine hesitancy. Factor analyses indicated that the aVHS comprises two constructs (\"lack of confidence\" and \"risk perception\") explaining 68.9% of the total variance. The Cronbach\'s alpha of the total scale was 0.884, indicating its high internal consistency. Participants who lived in rural areas, had a lower annual income, and reported a lower level of optimism showed a higher lack of confidence in vaccination. On the other hand, people aged above 45 years old who had graduated from high school or elementary school and were unemployed showed greater aversion to the risks of side effects. Finally, certain socio-demographic characteristics were associated with vaccine hesitancy. Our data suggest that the aVHS is a valid and reliable instrument for measuring vaccine-related attitudes and perceptions in Greek society, providing meaningful insight into designing vaccination-related preventive interventions in the community.
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  • 文章类型: Journal Article
    背景:使用“医疗模拟报告评估”(DASH©)对于在报告中接受较少或没有正式培训的新手报告员来说是有益的。然而,DASH翻译成韩语并进行心理测量测试尚不可用。因此,这项研究旨在开发韩国版DASH学生版(SV),并在韩国本科护理专业学生中测试其信度和效度。
    方法:参与者为99名本科护理专业学生。使用内容有效性指数(CVI)的内容有效性,使用探索性因子分析(EFA)和验证性因子分析(CFA)构建效度,并使用Cronbach的α系数评估内部一致性。
    结果:项目CVIs和量表CVI均可接受。EFA支持韩国DASH-SV的一维潜在结构,CFA的结果表明6个项目收敛在提取因子内,显著影响因素(p≤0.05)。项目内部一致(Cronbach'sα=0.82)。
    结论:韩国版本的DASH-SV可以说是教师行为的有效和可靠的衡量标准,可以长期改善教师的汇报和学生的学习。
    BACKGROUND: Use of the Debriefing Assessment for Simulation in Healthcare (DASH©) would be beneficial for novice debriefers with less or no formal training in debriefing. However, the DASH translated into Korean and tested for psychometrics is not yet available. Thus, this study was to develop a Korean version of the DASH student version (SV) and test its reliability and validity among baccalaureate nursing students in Korea.
    METHODS: The participants were 99 baccalaureate nursing students. Content validity using content validity index (CVI), construct validity using exploratory factor analysis (EFA) and confirmatory factor analysis (CFA), and internal consistency using Cronbach\'s alpha coefficient were assessed.
    RESULTS: Both Item-CVIs and Scale-CVI were acceptable. EFA supported the unidimensional latent structure of Korean DASH-SV and results of CFA indicated 6 items converged within the extracted factor, significantly contributing to the factor (p ≤ .05). Items were internally consistent (Cronbach\'s α = 0.82).
    CONCLUSIONS: The Korean version of the DASH-SV is arguably a valid and reliable measure of instructor behaviors that could improve faculty debriefing and student learning in the long term.
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  • 文章类型: Journal Article
    目的:本研究旨在开发文化适应的中文版基于价值的污名量表(VASI),并评估其心理测量特性,包括信度和效度,在一般中国人口中。
    方法:本研究为横断面研究。采用便利抽样方式,从沈阳市招募普通市民708人,辽宁省,中国。VASI的内部一致性,半分割可靠性,测试重测信度,以评估翻译量表的信度。进行了几次有效性测试,包括专家咨询,探索性因素分析,和验证性因素分析。使用SPSS25.0(IBMCorp.,Armonk,NY,美国)和AMOS23.0(IBMCorp.,Armonk,NY,美国)。
    结果:中文版的VASI显示出良好的可靠性,Cronbach的α值为0.808,尺寸范围为0.812至0.850。重测信度表现出良好的时间稳定性,值为0.855,分半信度值为0.845,表明高度的一致性。该量表还显示出良好的内容效度,内容效度指数为0.952。在进行探索性因素分析后,确定了一个五因素结构,包括自我实现的因素,个人致富,声誉,精英价值观,和安全。在验证性因素分析中,所有推荐的配合指标均在可接受范围内,其中χ2/DF=1.338,GFI=0.960,AGFI=0.940,RMSEA=0.031,TLI=0.985,CFI=0.989,FI=0.989,PGFI=0.640,PNFI=0.729。
    结论:VASI的中文版在中国公众中有效可靠。五因素结构化量表有效评估了公众对精神疾病的污名,包括与个人污名相关的价值取向。鉴于公众对精神疾病的严重和广泛的污名,问卷的结果可能为未来公共卫生教育计划的发展提供信息。需要进行公共卫生教育以减少精神疾病的污名,提高公众对心理健康问题的认识,减轻对精神疾病的持续污名化。
    OBJECTIVE: This study aimed to develop a culturally adapted Chinese version of the Value-based Stigma Inventory (VASI) and to evaluate its psychometric properties, including reliability and validity, among the general Chinese population.
    METHODS: This study is a cross-sectional study. Convenience sampling was used to recruit 708 general citizens from Shenyang City, Liaoning Province, China. The VASI\'s internal consistency, split-half reliability, and test-retest reliability were tested to assess the translated scale\'s reliability. Several validity tests were performed, including expert consultation, exploratory factor analysis, and confirmatory factor analysis. Data were analyzed using SPSS 25.0 (IBM Corp., Armonk, NY, United States) and AMOS 23.0 (IBM Corp., Armonk, NY, United States).
    RESULTS: The Chinese version of the VASI showed good reliability, with a Cronbach\'s α value of 0.808, and the dimensions ranged from 0.812 to 0.850. Test-retest reliability showed good temporal stability with a value of 0.855, and the split-half reliability value was 0.845, indicating a high degree of consistency. The scale also demonstrated good content validity with a content validity index of 0.952. After conducting exploratory factor analysis, a five-factor structure was identified, including factors of self-realization, personal enrichment, reputation, meritocratic values, and security. In the confirmatory factor analysis, all recommended fit indicators were found to be within the acceptable range, including χ2/DF = 1.338, GFI = 0.960, AGFI = 0.940, RMSEA = 0.031, TLI = 0.985, CFI = 0.989, IFI = 0.989, PGFI = 0.640, and PNFI = 0.729.
    CONCLUSIONS: The Chinese version of the VASI is valid and reliable among the Chinese general public. The five-factor structured scale effectively assessed public stigma against mental illness, including the value orientations associated with personal stigma. Given the harsh and widespread public stigma against mental illness, the findings from the questionnaire may inform the development of future public health education programs. Public health education is needed to reduce the stigma of mental illness, increase public awareness of mental health issues, and mitigate the continued stigmatization of mental illness.
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