Exploratory factor analysis

探索性因素分析
  • 文章类型: Journal Article
    小学生数字智商(DQ)量表的研制是小学生DQ研究的基础,这有助于科学诊断中国小学生的水平和当前平均DQ。本研究开发并验证了适用于中国小学生DQ评估的量表,首先构建初始量表;然后通过目的抽样收集1109个有效数据集,分为样本A和样本B;样本A进行探索性因子分析,样本B进行验证性因子分析;最终验证量表由7个维度的22个项目组成:数字身份,数字使用,数字安全,数字安全,数字情绪智力,数字素养和数字权利。该量表具有较高的信度和效度,可作为评估中国小学生DQ的可靠工具。
    The development of a Digital Intelligence Quotient (DQ) scale for primary school students is the basis for research on the DQ of primary school students, which helps to scientifically diagnose the level and the current average DQ among Chinese primary school students. This study developed and validated a scale applicable to the assessment of DQ in Chinese primary school students where, the initial scale was first constructed; Then 1109 valid datasets were collected through purposive sampling and divided into Sample A and Sample B; Sample A was subjected to exploratory factor analysis and Sample B was tested by confirmatory factor analysis; The final validated scale consists of 22 items in 7 dimensions: digital identity, digital use, digital safety, digital security, digital emotional intelligence, digital literacy and digital rights. The scale has high reliability and validity and thus can be used as a reliable instrument for assessing DQ in Chinese primary school students.
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  • 文章类型: Journal Article
    中国老年移民人口呈上升趋势,这对国家公共卫生服务体系提出了挑战。然而,公共卫生服务利用的异质性及其与社会融合的关系仍不清楚。本研究旨在探讨公共卫生服务利用的异质性及其与社会融合的关系。
    2017年中国移民动态调查(CMDS)的6,178名老年移民被纳入本研究。探索性因素分析用于将社会融合分为四个维度。潜在类别分析(LCA)用于识别公共卫生服务利用的不同亚组。采用方差分析和多因素logistic回归分析不同亚组的特征。
    确定了三个潜在的公共卫生服务利用类别:基本公共卫生服务利用率低(N=3,264,52.756%),基本公共卫生服务类别的中等利用率(N=1,743,28.172%),基本公共卫生服务类别利用率高(N=1,180,19.072%)。性别,教育,流动性的程度,独自行动与否,流动时间都是公共卫生服务利用类别的预测因素。不同潜在类别的社会融合存在显著差异(p<0.0001)。
    老年移民对公共卫生服务的利用受到许多方面的影响。社会融合作为公共卫生服务利用的重要影响因素值得关注。政府应关注老年移民的特点,有针对性地制定相关政策,以提高老年移民的公共卫生服务利用率。
    UNASSIGNED: The older adult migrant population in China is on the rise, which presents challenges for the national public health service system. However, the heterogeneity of public health service utilization and its relationship with social integration among the older adult migrant population remains unclear. This study aims to explore the heterogeneity the public health service utilization and how it relates to their social integration.
    UNASSIGNED: A total of 6,178 older adult migrants from the China Migrants Dynamic Survey (CMDS) in 2017 were included in this study. Exploratory factor analysis was used to categorize social integration into four dimensions. Latent class analysis (LCA) was used to identify different sub-groups of public health service utilization. ANOVA and multivariate logistic regression were used to determine the characteristics of different sub-groups.
    UNASSIGNED: Three potential classes of public health service utilization were identified: low utilization of basic public health services class (N = 3,264,52.756%), medium utilization of basic public health services class (N = 1,743,28.172%), and high utilization of basic public health services class (N = 1,180,19.072%). Gender, education, extent of mobility, and move alone or not, flow time were all predictors of the class of public health service utilization. There were significant differences in social integration across potential categories (p<0.0001).
    UNASSIGNED: The utilization of public health services of the older adult migrants is affected by many aspects. Social integration deserves attention as a significant influencing factor in the utilization of public health services. The government should pay attention to the characteristics of the older adult migrants and formulate relevant policies in a targeted manner in order to improve the utilization of public health services of the older adult migrants.
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  • 文章类型: Journal Article
    背景:鉴于中国老龄化人口的增加,对公共卫生服务的需求不断增长,护士的人力资源短缺变得更加突出。在这样的背景下,“互联网+护理服务”受到更多关注。因此,探索护士参与“互联网+护理服务”的意愿障碍和促进者,利用互联网技术增加护理服务供给已成为关键问题。
    目的:本研究旨在开发一个量表,用于评估护士参与“互联网+护理服务”的障碍和促进者的意愿,并测试该量表的有效性和可靠性。
    方法:在文献综述的基础上制定了一个初步的量表,理论研究,半结构化定性访谈,和两轮德尔福专家查询。采用方便抽样的方法进行问卷调查。使用5点Likert量表评估项目的重要性。对2023年2月至3月的659名临床护士的调查数据进行项目分析,探索性因子分析(EFA)量表的信度和效度检验。采用2023年4月538名临床护士的调查数据对最终量表进行验证性因子分析(CFA)。
    结果:最终量表由25个项目和4个维度组成(性能预期,感知风险,需要专业知识培训,和非专业的知识培训)。量表具有良好的结构效度和内容效度:量表的Cronbach\'sα系数为0.955,分半信度为0.778,重测信度为0.944,kaiser-meyer-olkin(KMO)值为0.960,4个公因子的累积方差贡献率为83.147%。量表含量效度指数(S-CVI)为0.914。验证性因素分析模型具有良好的拟合指数:χ2/df=4.234,RMSEA=0.078,NFI=0.940,FI=0.953,TLI=0.947,CFI=0.953。
    结论:评估护士参与“互联网+护理服务”意愿的障碍和促进者量表具有良好的信度和效度,为评价护士参与“互联网+护理服务”的意愿提供参考依据。
    BACKGROUND: Given increases in China\'s aging population, the growing demand for public health services and the shortage of human resources among nurses have become more prominent. Under such a background, \"Internet + Nursing Services\" have received more attention. Thus, exploring the barriers to and facilitators of nurses\' willingness to participate in \"Internet + Nursing Services\" and utilizing internet technology to increase the supply of nursing services has become a key issue.
    OBJECTIVE: This study aimed to develop a scale for assessing the barriers to and facilitators of nurses\' willingness to participate in \"Internet + Nursing Services\" and to test the validity and reliability of the scale.
    METHODS: A preliminary scale was developed based on a literature review, theoretical research, semistructured qualitative interviews, and two rounds of Delphi expert inquiry. A convenient sampling method was used for the questionnaire survey. A 5-point Likert scale was used to evaluate the importance of the items. The survey data of 659 clinical nurses obtained from February to March 2023 were used for item analysis, exploratory factor analysis (EFA), and reliability and validity tests of the scale. The survey data of 538 clinical nurses obtained in April 2023 were used for confirmatory factor analysis (CFA) of the final scale.
    RESULTS: The final scale consists of 25 items and 4 dimensions (performance expectations, perceived risk, need for professional knowledge training, and nonprofessional knowledge training). The scale showed good structural validity and content validity: the Cronbach\'s α coefficient of the scale was 0.955, the split-half reliability was 0.778, the test-retest reliability was 0.944, the kaiser-meyer-olkin(KMO) value was 0.960, and the cumulative variance contribution rate of the 4 common factors was 83.147%. The scale content validity index(S-CVI) was 0.914. The confirmatory factor analysis model had favorable fit indices: χ2/df = 4.234, RMSEA = 0.078, NFI = 0.940, IFI = 0.953, TLI = 0.947, and CFI = 0.953.
    CONCLUSIONS: The scale for assessing the barriers to and facilitators of nurses\' willingness to participate in \"Internet + Nursing Services\" has good reliability and validity, and provides a reference for evaluating nurses\' willingness to participate in \"Internet + Nursing Services\".
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  • 文章类型: Journal Article
    西方文化的最新研究表明,情绪调节目标对心理健康具有重要意义。本研究旨在检验中国文化背景下情绪调节目标量表(ERGS)的因子结构。首先使用探索性因素分析(EFA)和验证性因素分析(CFA)来检查ERGS的因子结构,然后进行信度和效度测试以检查ERGS的心理测量学特性。结果表明,原始的五因素模型在EFA和CFA中均表现出拟合,因此被用于进一步的心理测量分析。这五个因素中的大多数与情绪调节倾向和负面情绪结果显着相关(例如,抑郁症),除了促享乐目标和表达抑制之间的非显著关联,以及抑郁的亲社会和印象管理目标。ERGS还显示出良好的内部一致性和半分割可靠性。然而,在这五个因素中,重测可靠性差异很大。享乐目标具有更高的重测可靠性,而逆势享乐主义者,性能,亲社会,印象管理目标显示出较低的价值,尤其是后两者。简而言之,ERGS在评估中国文化背景下的情绪调节目标方面表现出了有希望的五因素结构。
    Recent studies in Western cultures suggested emotion regulation goals have important implications for mental health. This study aimed to test the factor structure of Emotion Regulation Goals Scale (ERGS) in a Chinese cultural context. Exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) were first used to examine the factor structure of the ERGS, and then reliability and validity tests were conducted to examine the psychometric properties of the ERGS. Results showed that the original five-factor model demonstrated fit during both EFA and CFA, and was thus adopted for further psychometric analyses. Most of the five factors were significantly associated with emotion regulation tendencies and negative emotional outcomes (e.g., depression), except for the non-significant associations between pro-hedonic goals and expressive suppression, and pro-social and impression management goals with depression. The ERGS also showed good internal consistency and split-half reliability. However, the test-retest reliabilities varied substantially across the five factors. The pro-hedonic goal had a higher test-retest reliability, whereas the contra-hedonic, performance, pro-social, and impression management goals showed lower values, especially the latter two. In brief, the ERGS showed a promising five-factor structure in assessing emotion regulation goals in Chinese cultural context.
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  • 文章类型: Journal Article
    背景:康复阶段卒中后抑郁(PSD)的发生率很高,会给患者带来严重的生理和心理障碍。然而,在康复阶段仍缺乏筛查PSD的针对性工具.因此,这项研究的目的是评估在康复阶段筛查PSD的测量仪器的因素结构和可靠性。
    方法:对2020年5月至8月的780例处于康复阶段的住院卒中患者进行了横断面研究。进行探索性因素分析(EFA)以及一阶和二阶验证性因素分析(CFA),以评估新开发的康复期中风后抑郁症症状测量(SMPSD-RS)的因素结构。还使用几种统计方法验证了SMPSD-RS的可靠性和有效性。
    结果:EFA提取了24项,五因素(认知,睡眠,行为,情感,和痴迷)模型,可以在临床上解释康复阶段PSD的症状。一阶CFA证实了EFA模型具有良好的模型拟合指数,二阶CFA进一步证实了五因素结构模型,并显示出可接受的模型拟合指数。相应指标也达到了可接受的信度和效度。
    结论:SMPSD-RS被证明具有稳定的因子结构,并且被证实在评估康复期中风患者的PSD症状方面是可靠且有效的。
    BACKGROUND: The incidence of Post Stroke Depression (PSD) in the Rehabilitation Stage is high, which can bring serious physical and psychological disorders to patients. However, there is still a lack of targeted tools for screening PSD in the rehabilitation stage. Therefore, the aim of this study was to evaluate the factor structure and reliability of a measurement instrument to screen for PSD in the rehabilitation stage.
    METHODS: A cross-sectional study was conducted on 780 hospitalized stroke patients who were within the rehabilitation stage from May to August 2020. Exploratory factor analysis (EFA) as well as first- and second-order confirmatory factor analysis (CFA) were performed to evaluate the factor structure of the newly developed Symptom Measurement of Post-Stroke Depression in the Rehabilitation Stage (SMPSD-RS). The reliability and validity of the SMPSD-RS were also verified using several statistical methods.
    RESULTS: EFA extracted a 24-item, five-factor (cognition, sleep, behavior, emotion, and obsession) model that can clinically explain the symptoms of PSD during the rehabilitation stage. A first-order CFA confirmed the EFA model with good model fit indices, and the second-order CFA further confirmed the five-factor structure model and showed acceptable model fit indices. Acceptable reliability and validity were also achieved by the corresponding indicators.
    CONCLUSIONS: The SMPSD-RS was proven to have a stable factor structure and was confirmed to be reliable and valid for assessing PSD symptoms in stroke patients during the rehabilitation stage.
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  • 文章类型: Journal Article
    腕管综合征(CTS)是最常见的上肢压迫性神经病。大量的临床试验和荟萃分析提供了支持针灸治疗CTS有效性的证据。然而,理想的穴位选择仍然模棱两可。
    进行了数据挖掘分析,目的是确定CTS最有效的穴位组合和选择。
    从成立到2023年3月,对七个中英文电子书目数据库进行了搜索。选择的临床试验,评估针灸疗法对CTS的疗效,有或没有随机对照方法。数据提取主要包括穴位处方。信息,如第一作者,还提取了研究设计和研究设置。主要结果包括与CTS相关的临床表现。使用Excel2019生成统计描述。使用SPSSModeler18.0对关联规则进行分析。采用SPSSStatistics26.0,进行探索性因子分析和聚类分析。
    确定了142项试验(包括86项随机对照试验和56项非随机对照试验),抽取193组有效处方68个穴位。最常用的穴位是大灵(PC7),内关(PC6),He-gu(LI4),围观(TE5),和杨喜(LI5)。最常用的经络是心包经络和大肠经络。使用的特殊穴位大多数是五舒穴和元源穴,上肢穴位是最常用的。对核心穴位组进行分析,11组关联规则,8个因素,得到5个有效的聚类组。
    本研究结果提供了基于证据的穴位选择和针灸治疗腕管综合征的组合。
    UNASSIGNED: Carpal tunnel syndrome (CTS) is the most prevalent upper limb compressive neuropathy. A considerable number of clinical trials and meta-analyses have provided evidence supporting the effectiveness of acupuncture in treating CTS. Nevertheless, the ideal choice of acupoints remains ambiguous.
    UNASSIGNED: A data mining analysis was conducted with the objective of determining the most effective acupoint combinations and selection for CTS.
    UNASSIGNED: A search was conducted across seven Chinese and English electronic bibliographic databases spanning from their inception to March 2023. Selected were clinical trials that evaluated the efficacy of acupuncture therapy for CTS, with or without randomised controlled methods. Data extraction mainly included acupoint prescriptions. Information such as first author, study design and study setting were also extracted. The principal outcomes comprised the clinical manifestations linked to CTS. Statistical descriptions were generated using Excel 2019. The analysis of association rules was conducted using SPSS Modeler 18.0. Using SPSS Statistics 26.0, exploratory factor analysis and cluster analysis were conducted.
    UNASSIGNED: 142 trials (including 86 RCTs and 56 non RCTs) were identified, and 193 groups of effective prescriptions involving 68 acupoints were extracted. The most frequently used acupoints were Da-ling (PC7), Nei-guan (PC6), He-gu (LI4), Wai-guan (TE5), and Yang-xi (LI5). The most frequently used meridians were the pericardial meridian and the large intestine meridian. The majority of special acupoints used were Five-shu points and Yuan-source points, with acupoints on the upper limbs being the most frequently used. The core acupoint groups were analyzed and 11 groups of association rules, 8 factors, and 5 effective cluster groups were obtained.
    UNASSIGNED: The evidence-based acupoint selection and combinations of acupuncture therapy for carpal tunnel syndrome were provided by the findings of this study.
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  • 文章类型: Journal Article
    本研究旨在将心脏康复屏障量表翻译和跨文化适应中国人,并检验其在老年人群中的信度和效度。
    一种包括翻译的方法,文化适应,可靠性,在吉林的两家医院进行了中文版的有效性检查,中国。采用t检验比较各项目之间的性别差异。参与者包括有资格参加心脏康复计划的>60名中国人。
    总共,325名参与者完成了问卷,平均年龄为61.23±9.68岁。项目总相关性为0.432至0.678。CRBS-C的因素分析(KaiserMeyerOlkin=0.867,Bartlett检验p=0.000)揭示了四个因素:后勤因素,合并症/功能状态,感知的需求/医疗保健因素,和工作/时间冲突。验证性因素分析(CFA)表明模型拟合良好(χ2/df=1.84,RMSEA=0.051,CFI=0.953,TLI=0.945,SRMR=0.046)。克朗巴赫的阿尔法为0.88,每个项目的范围从0.801到0.88,这表明内部可靠性是可以接受的。
    CRRS的中文版在中国老年人群中具有可接受的信度和效度。
    UNASSIGNED: This study aimed to translate and cross-culturally adapt the cardiac rehabilitation barriers scale to the Chinese, and examine its reliability and validity among the older population.
    UNASSIGNED: An approach comprising translation, cultural adaptation, reliability, and validity examination in the Chinese version was conducted in two hospitals in Jilin, China. The t-tests were used to compare the sex differences between each item. Participants included Chinese individuals >60 who were eligible for the cardiac rehabilitation program.
    UNASSIGNED: In total, 325 participants completed the questionnaire with an average age of 61.23 ± 9.68 years. The item-total correlations were 0.432 to 0.678. Factor analysis of CRBS-C (Kaiser Meyer Olkin = 0.867, Bartlett\'s test p = 0.000) revealed four factors: logistical factors, comorbidities/functional status, perceived need/healthcare factors, and work/time conflict. The confirmatory factor analysis (CFA) indicated a good model fit (χ2/df = 1.84, RMSEA = 0.051, CFI = 0.953, TLI = 0.945, SRMR=0.046). Cronbach\'s alpha was 0.88 for the scale, ranging from 0.801 to 0.88 for each item, which indicates the internal reliability was acceptable.
    UNASSIGNED: The Chinese version of the CRRS has acceptable reliability and validity in the Chinese elderly population.
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  • 文章类型: Journal Article
    健康行动过程方法(HAPA)是一种两阶段(有意前和有意后)的行为变化模型,可以区分行为变化过程中的动机和意志。这项研究旨在开发基于HAPA的现有吸烟者戒烟评估。制定了基于HAPA的措施,措施草案包括9个结构,即,吸烟诱发癌症的风险感知,吸烟引起的全身性疾病的风险感知,积极的预期结果,负面结果预期,戒烟的自我效能感,保持自我效能感,重新开始时的自我效能感,戒烟计划和应对计划,共26个项目。2022年在中国进行了横断面调查。主成分分析用于探索性因子分析(EFA)。计算Cronbach的α系数以评估内部一致性。选择变量,例如吸烟成瘾的严重程度,以评估HAPA量表与这些变量之间的相关性。在928名参与者中,76.4%(709/928)为男性,中位年龄为35岁。通过EFA提取了五个因子。各项因子载荷均大于0.60,累积方差贡献率为90.15%。每个基于HAPA的分量表的Cronbach'sα系数为0.929-0.986。基于HAPA的测量是全面的,在评估吸烟者戒烟认知方面可靠有效,可以用来指导干预的设计和实施以及理论的发展。
    The Health Action Process Approach (HAPA) is a two-stage (pre-intentional and post-intentional) behavioral change model that distinguishes between motivation and volition in behavior change process. This study aims to develop HAPA-based assessments for smoking cessation among current smokers. The HAPA-based measures were developed and the draft measures included nine constructs, namely, risk perception in smoking-induced cancer, risk perception in smoking-induced systemic disease, positive outcome expectancy, negative outcome expectancy, self-efficacy in quitting smoking, self-efficacy in maintaining, self-efficacy in re-initiating, quitting planning and coping planning in smoking cessation, with a total of 26 items. A cross-sectional survey was conducted in China in 2022. Principal Component Analysis was used for Exploratory Factor Analysis (EFA). Cronbach\'s α coefficient was calculated to evaluate the internal consistency. Variables such as severity of smoking addiction were selected to evaluate the correlation between the HAPA scale and these variables. Of the 928 participants, 76.4% (709/928) were male and the median age was 35 years. Five factors were extracted by EFA. The factor loadings of each item were all greater than 0.60, and the cumulative variance contribution rate was 90.15%. The Cronbach\'s α coefficient of each HAPA-based subscales was 0.929-0.986. The HAPA-based measurements are comprehensive, reliable and valid in the assessment of smokers\' smoking cessation cognition, which can be used to guide the design and implementation of intervention and the development of theory.
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  • 文章类型: Journal Article
    我们介绍综合炎症预后指数(CIPI),一种新的危重脑梗死患者预后工具,旨在满足这一高危患者群体及时便捷的临床决策的迫切需要。
    对所选指标-中性粒细胞与淋巴细胞比率(NLR)进行探索性因素分析,全身炎症反应指数(SIRI),和全身免疫炎症指数(SIII)-我们推导了CIPI,捕捉它们的组合预测能力的潜在变量。来自重症监护医学信息集市(MIMIC)-IV数据库中的1,022名患者的数据用于开发基于CIPI的生存模型,CIPI的稳健性和受试者工作特征曲线下面积(AUC)性能针对MIMIC-IIICareVue子集的326名患者的独立数据集进行了验证.通过Kaplan-Meier分析评估了CIPI对住院和重症监护病房(ICU)死亡率的预测能力,单变量和多变量Cox回归模型,和时间依赖性AUC分析。线性度,还评估了亚组敏感性分析和与CIPI的交互作用.
    CIPI是独立的预后因素,证明与住院和ICU死亡率有统计学上的显着关联,当评估为连续和分类变量时。它显示了与死亡率的线性关系,并证明了大多数亚组的稳定性,没有观察到显著的相互作用。其对危重脑梗死患者院内和ICU死亡率的预测能力与MIMIC数据库中已建立的预后指数相匹配。
    我们的研究表明,CIPI是预测危重脑梗死患者院内和ICU死亡率的可靠和有效的预后工具。它简单的计算,植根于常规血液检查,增强了它的实用性,有希望的显著效用在临床设置。
    UNASSIGNED: We introduce the comprehensive inflammatory prognostic index (CIPI), a novel prognostic tool for critically ill cerebral infarction patients, designed to meet the urgent need for timely and convenient clinical decision-making in this high-risk patient group.
    UNASSIGNED: Using exploratory factor analysis on selected indices-neutrophil to lymphocyte ratio (NLR), systemic inflammation response index (SIRI), and systemic immune inflammation index (SIII)-we derived CIPI, a latent variable capturing their combined predictive power. Data from 1,022 patients in the Medical Information Mart for Intensive Care (MIMIC)-IV database were used to develop CIPI-based survival models, with the robustness and area under the receiver operating characteristic curve (AUC) performance of CIPI validated against an independent dataset of 326 patients from the MIMIC-III CareVue subset. The CIPI\'s predictive power for in-hospital and intensive care unit (ICU) mortality was assessed through Kaplan-Meier analysis, univariate and multivariate Cox regression models, and time-dependent AUC analysis. Linearity, subgroup sensitivity analyses and interaction effects with CIPI were also evaluated.
    UNASSIGNED: CIPI was an independent prognostic factor, demonstrating a statistically significant association with in-hospital and ICU mortality, when assessed as a continuous and a categorical variable. It showed a linear relationship with mortality rates and demonstrated stability across most subgroups, with no significant interactions observed. Its predictive capabilities for in-hospital and ICU mortality among critically ill cerebral infarction patients matched those of established prognostic indices in the MIMIC database.
    UNASSIGNED: Our study indicates that CIPI is a reliable and effective prognostic tool for critically ill cerebral infarction patients in predicting in-hospital and ICU mortality. Its straightforward calculation, rooted in routine blood tests, enhances its practicality, promising significant utility in clinical settings.
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  • 文章类型: Journal Article
    目标:建立院前症状网络,探索核心,桥和前哨症状,对肝硬化失代偿期患者院前症状群进行识别,分析影响因素与症状群的关系。
    方法:采用加强流行病学检查表中观察性研究报告的横断面研究设计。
    方法:人口统计学,生理,我们收集了2021年10月至2023年3月在中国的292例失代偿期肝硬化患者的心理和社会学特征以及院前症状.频率,百分比,means,标准偏差,独立样本t检验,单向方差分析,探索性因素分析,采用多元逐步回归分析和网络分析进行数据分析.
    结果:\“我看起来不像自己\”和瘙痒是核心和桥症状,而腹胀和缺乏能量是失代偿期肝硬化患者的前哨症状。家庭月收入,焦虑,抑郁症,社会支持和疾病持续时间影响神经心理症状群,担忧是最强的预测症状。肝硬化特异性症状群的影响因素包括Child-Pugh级,家庭月收入,疾病持续时间,焦虑和抑郁,瘙痒是最强的预测症状。家庭月收入,病程和抑郁是胃肠道症状群的影响因素,食欲不振是最强的预测症状。
    结论:神经心理学,在失代偿期肝硬化患者中形成了肝硬化特异性和胃肠道症状群。通过网络分析,症状之间的直接联系,揭示了症状群及其影响因素,从而为临床医生提供了有效管理患者院前症状的基础。
    结论:失代偿期肝硬化患者通常有多种症状,而院前症状的管理往往不理想。这项研究确定了神经心理学,肝硬化特异性,胃肠道症状群和公认的核心,这些患者的桥和前哨症状。它还揭示了每个集群中最突出的症状。这提供了对症状层次结构的洞察,改善失代偿期肝硬化的症状管理。
    没有患者或公众参与。
    OBJECTIVE: To generate pre-hospital symptom networks, explore core, bridge and sentinel symptoms, identify pre-hospital symptom clusters and analyse relationship between influencing factors and symptom clusters in decompensated cirrhosis patients.
    METHODS: A cross-sectional study design using the Strengthening the Reporting of Observational Studies in Epidemiology checklist.
    METHODS: Demographical, physiological, psychological and sociological characteristics and the pre-hospital symptoms of 292 decompensated cirrhotic patients were collected from October 2021 to March 2023 in China. Frequencies, percentages, means, standard deviations, independent samples t-tests, one-way analysis of variance, exploratory factor analysis, multiple stepwise regression analysis and network analysis were used for data analysis.
    RESULTS: \'I don\'t look like myself\' and itching were core and bridge symptoms, while bloating and lack of energy were sentinel symptoms in decompensated cirrhotic patients. Monthly family income, anxiety, depression, social support and disease duration influenced the neuropsychological symptom cluster, with worrying as the strongest predictor symptom. Influential factors for cirrhosis-specific symptom cluster included Child-Pugh class, monthly family income, disease duration, anxiety and depression, with itching being the strongest predictor symptom. Monthly family income, disease duration and depression were influential factors for gastrointestinal symptom cluster, with loss of appetite as the strongest predictor symptom.
    CONCLUSIONS: Neuropsychological, cirrhosis-specific and gastrointestinal symptom clusters were formed in decompensated cirrhotic patients. Through network analysis, direct connections between symptoms, symptom clusters and their influencing factors were revealed, thereby offering clinicians a foundation for effectively managing patients\' pre-hospital symptoms.
    CONCLUSIONS: Decompensated cirrhosis patients commonly have multiple symptoms, while the management of pre-hospital symptoms is often suboptimal. This study identified neuropsychological, cirrhosis-specific, gastrointestinal symptom clusters and recognized core, bridge and sentinel symptoms in these patients. It also revealed the most prominent symptoms within each cluster. This provides insight into the hierarchy of symptoms, improving symptom management in decompensated cirrhosis.
    UNASSIGNED: There was no patient or public involvement.
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