Latent Profile Analysis

潜在剖面分析
  • 文章类型: Systematic Review
    目标:工作是生活的一个关键领域,在这个领域中,性别不平等可以表现出来,然而,性别很少是寻求了解压力源暴露的研究的明确焦点。我们在两项研究中调查了这一研究差距。
    方法:研究1是对性别与关键压力源之间关系的系统评价(例如,高要求,支持不力,缺乏清晰度和控制力)。总共有13,376,130篇论文符合我们的纳入标准。研究2是一项横断面研究,其中包括71个公共组织中的11,289名员工(50.6%的男性)。通过潜在的剖面分析,我们从男性和女性分别调查了压力源的概况.
    结果:系统评价显示,对于所有的压力源,相当比例的研究没有发现显著的性别差异,审查发现了男性和女性接触更多的混合证据。研究2的结果表明,两种性别都可以通过三个反映中等的社会心理风险特征来最佳地表示,低压力和高压力。结果还表明,虽然两种性别的轮廓形状相似,男性比女性有更高的可能性(即,低压力源)简介,而平均轮廓出现了相反的模式(即,中等水平的压力源)。男性和女性在风险状况下被分类的可能性相同(即,高水平的压力源)。
    结论:暴露于压力源的性别差异是不一致的。尽管有关性别角色理论和工作性别化的文献表明,男性和女性对压力源的暴露不同,我们发现这方面的经验支持很少。
    Work is a key domain of life in which gender inequality can manifest, yet gender is rarely the explicit focus of research seeking to understand exposure to stressors. We investigated this research gap in two studies.
    Study 1 was a systematic review of the relationship between gender and key stressors (e.g., high demands, poor support, lack of clarity and control). From a total of 13,376,130 papers met our inclusion criteria. Study 2 was a cross-sectional study that included 11,289 employees nested within 71 public organisations (50.6% men). Through a latent profile analysis, we investigated the profiles of stressors separately from men and women.
    The systematic review revealed that, for all stressors, a significant proportion of studies found no significant gender differences, and the review found mixed evidence of greater exposure for both men and women. The results of Study 2 revealed that both genders could be optimally represented by three psychosocial risk profiles reflecting medium, low and high stressors. The results also showed that while the shape of profiles was similar for both genders, men had a higher probability than women of being in the virtuous (i.e., low stressors) profile, and the opposite pattern emerged for the average profile (i.e., medium levels of stressors). Men and women displayed the same likelihood of being classified in the at-risk profile (i.e., high levels of stressors).
    Gender differences in exposure to stressors are inconsistent. Although the literature on gender role theory and the gendering of work suggests different exposures to stressors in men and women, we find little empirical support for this.
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  • 文章类型: Systematic Review
    以人为本的方法,如潜在类别分析(LCA)和潜在轮廓分析(LPA),帮助识别样本群体中的亚组。这些方法可以识别不同形式的亲密伴侣暴力(IPV)之间的共同发生模式,为预防和干预工作提供有价值的信息。本系统评价的目的是对利用LCA/LPA调查IPV受害情况的当前研究进行总结和批判性评估。我们提供了14项相关研究的概要,从PsycInfo上进行的搜索中检索到,Scopus,Eric数据库与评估的IPV形式有关的差异很大,利用的措施,确定的类的数量,和招募的样本人群。然而,发现了广泛的相似性,因为有一些常见的类,包括无/低暴力阶级,身体和心理受害班,和多重受害类,然而,分配给这些类的标签在不同的研究中有所不同。还确定了一系列外部标准(风险因素和后果)与班级成员资格有关。我们强调了可能影响数据收集和类枚举的方法特征,包括样本群体的差异,评估的IPV指标范围,记录IPV数据的时间段,以及是否收集了有关参与者当前或以前关系的数据。边缘化人口代表性不足,和心理虐待是最不一致的操作。提供了对未来研究的建议,包括关于标记课程的建议,以提高研究之间的一致性。
    Person-centered approaches, such as latent class analysis (LCA) and latent profile analysis (LPA), aid the identification of subgroups within sample populations. These methods can identify the patterns of co-occurrence between different forms of intimate partner violence (IPV), providing valuable information for prevention and intervention efforts. The aim of this systematic review was to yield a summary and conduct a critical evaluation of the current research that utilizes LCA/LPA to investigate IPV victimization profiles. We provide an outline of 14 relevant studies, retrieved from searches conducted on PsycInfo, Scopus, and Eric databases. There was a large amount of variability in relation to the forms of IPV assessed, measures utilized, number of classes identified, and the sample populations recruited. However, broad similarities were revealed as there were some commonly identified classes, including the no/low violence class, the physical and psychological victimization class, and the multiple victimization class, yet the labels assigned to those classes differed across studies. A range of external criteria (risk factors and consequences) were also identified as being associated with class membership. We highlight the methodological features which may have impacted data collection and class enumeration, including the differences in sample population, the range of IPV indicators assessed, the time period from which IPV data were recorded, and whether data were collected regarding participants\' current or previous relationships. Marginalized populations were underrepresented, and psychological abuse was most inconsistently operationalized. Recommendations for future research are provided, including recommendations with regard to labeling the classes for greater consistency across studies.
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  • 文章类型: Systematic Review
    DSM-5中包含了一种具有分离症状的PTSD亚型(D-PTSD),该亚型认识到存在更严重形式的PTSD,与过去的创伤有关,高共病,和复杂的临床管理。随着研究的迅速发展和结果的不一致,对该亚型进行更好的调查至关重要.我们使用潜在谱分析对研究进行了系统评价,以调查D-PTSD亚型的存在。包括D-PTSD的协变量,为了了解其他症状,危险因素和合并症。搜索是在PubMed上进行的,EBSCOHost,和PTSDPubs根据2020PRISMA指南。合格的文章评估了创伤暴露,PTSD症状和诊断,和分离,在成人样本中。165篇文章中有13篇符合纳入标准。所有人都确定了PTSD的分离亚型,主要表现为较高的人格解体和脱实向虚。D-PTSD简介有时会出现其他分离症状,比如意识和记忆的差距,其他合并症,还有虐待史.尽管有一些限制,这篇综述支持PTSD患者中存在一个分离的个体亚群.需要更严格的研究来澄清这些发现及其临床意义。
    A PTSD subtype with dissociative symptoms (D-PTSD) was included in the DSM-5 recognizing the existence of a more severe form of PTSD, associated to past trauma, high comorbidity, and complex clinical management. As research is rapidly growing and results are inconsistent, a better investigation of this subtype is of primary importance. We conducted a systematic review of studies using Latent Profile Analysis to investigate the existence of a D-PTSD subtype. Covariates of D-PTSD were included, to understand additional symptoms, risk factors and comorbidities. The search was performed on PubMed, EBSCOHost, and PTSDPubs according to 2020 PRISMA guidelines. Eligible articles assessed trauma exposure, PTSD symptoms and diagnosis, and dissociation, in adult samples. 13 of 165 articles met the inclusion criteria. All identified a dissociative subtype of PTSD, mainly characterized by higher levels of depersonalization and derealization. D-PTSD profile sometimes presented other dissociative symptoms, such as gaps in awareness and memory, other comorbid disorders, and a history of abuse. Despite some limitations, this review supports the existence of a dissociative subgroup of individuals among those with PTSD. More rigorous studies are needed to clarify these findings and their clinical implications.
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  • 文章类型: Journal Article
    A systematic review was conducted, following PRISMA guidelines, to examine the application of finite mixture models (FMMs) in the study of neighbourhoods and health. Two reviewers screened 814-studies identified through database searches and citation tracking. Data were extracted from 19-studies that met the inclusion criteria, and a risk of bias analysis undertaken. Data were synthesised narratively, with a focus on methodological issues idiosyncratic to FMMs. Motivated by a desire to account for neighbourhood heterogeneity, studies sought to identify meaningful neighbourhood-level typologies that explained the distributional nature of health outcomes. Neighbourhood-centred applications of FMMs were promising but there remains scope for advancement. Research-based recommendations are outlined to strengthen prospective neighbourhood-centred studies applying FMMs.
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  • 文章类型: Systematic Review
    背景:潜在类别分析(LCA)可用于识别具有相似心理健康症状和/或优势的儿童亚组。该方法在儿童心理健康研究中越来越常用,但是对可复制性有保留,可靠性,和发现的有效性。目的:进行了系统的文献综述,以调查LCA在儿童人群心理健康研究中的应用程度。以及是否可复制,已经证明了可靠和有效的发现。方法:遵循系统评价和荟萃分析(PRISMA)指南的首选报告项目。检索文献,在1998年1月至2017年12月之间发布,使用MEDLINE进行,EMBASE,PsycInfo,Scopus,ERIC,ASSIA,谷歌学者。最初总共确定了2,748项研究,其中23人符合审查资格。这篇综述检查了研究用来选择心理健康课程数量的方法,他们发现的班级,以及是否有证据证明这些课程的有效性和可靠性。结果:经过审查的研究使用LCA调查了两种不同的心理健康症状,以及与特定疾病相关的疾病。使用类似指标的研究语料库很小。研究之间发现了用于选择最终LCA模型的标准的差异。所有研究都发现了有意义或有用的亚组,但是在明确证明类的有效性和可靠性的程度上存在差异。结论:LCA是在人群水平上研究和分类儿童心理健康的有用工具。建议改进LCA的应用和报告,并增加对未来调查结果的信心,包括在枚举类时使用一系列索引和标准,明确报告可复制性方法,并努力建立已识别课程的有效性和可靠性。
    Background: Latent class analysis (LCA) can be used to identify subgroups of children with similar patterns of mental health symptoms and/or strengths. The method is becoming more commonly used in child mental health research, but there are reservations about the replicability, reliability, and validity of findings. Objective: A systematic literature review was conducted to investigate the extent to which LCA has been used to study population mental health in children, and whether replicable, reliable and valid findings have been demonstrated. Methods: Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines were followed. A search of literature, published between January 1998 and December 2017, was carried out using MEDLINE, EMBASE, PsycInfo, Scopus, ERIC, ASSIA, and Google Scholar. A total of 2,748 studies were initially identified, of which 23 were eligible for review. The review examined the methods which studies had used to choose the number of mental health classes, the classes that they found, and whether there was evidence for the validity and reliability of the classes. Results: Reviewed studies used LCA to investigate both disparate mental health symptoms, and those associated with specific disorders. The corpus of studies using similar indicators was small. Differences in the criteria used to select the final LCA model were found between studies. All studies found meaningful or useful subgroups, but there were differences in the extent to which the validity and reliability of classes were explicitly demonstrated. Conclusions : LCA is a useful tool for studying and classifying child mental health at the population level. Recommendations are made to improve the application and reporting of LCA and to increase confidence in findings in the future, including use of a range of indices and criteria when enumerating classes, clear reporting of methods for replicability, and making efforts to establish the validity and reliability of identified classes.
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  • 文章类型: Journal Article
    本文回顾并严格评估了有关潜在虐待类别的可用研究。三大数据库(PsycINFO,WebofKnowledge,和学术搜索完成)用于确定2016年6月1日之前发表的潜在虐待类别的研究。在365项潜在相关研究中,14符合纳入审查标准。我们的分析以以下问题为指导:(a)哪些观察到的指标被用来模拟虐待类别?(b)最常见的虐待类别是什么?(c)虐待类别的预测因素和结果是什么?在整个研究中,研究结果表明,以人为本的方法(即,潜在类别/概况分析)可以通过同时解决虐待研究中常见的几种方法学局限性来促进虐待研究,同时也解决了虐待经历中的异质性。在使用以人为本的方法研究虐待的文献中提供了现有趋势的说明之后,我们对现有的研究提出了批评,注意最近的方法论发展,并为未来的研究提出许多建议,使用以人为本的方法来理解虐待。
    This article reviews and critically evaluates available research on latent classes of maltreatment. Three major databases (PsycINFO, Web of Knowledge, and Academic Search Complete) were used to identify studies on latent classes of maltreatment published before June 1, 2016. Of 365 potentially relevant studies, 14 met inclusion criteria for review. Our analysis was guided by the following questions: (a) What observed indicators are being used to model classes of maltreatment? (b) What are the most commonly identified classes of maltreatment? and (c) What are the predictors and outcomes of classes of maltreatment? Across the studies, findings demonstrated how person-centered methods (i.e., latent class/profile analysis) may facilitate the study of maltreatment by concurrently addressing several methodological limitations common to the study of maltreatment, while also addressing heterogeneity in experiences of maltreatment. After providing an account of existing trends within the literature employing person-centered methodology in the study of maltreatment, we offer a critique of extant research, note recent methodological developments, and make numerous recommendations for future research using person-centered approaches to understanding maltreatment.
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  • 文章类型: Journal Article
    潜在类别(LCA)和潜在特征(LPA)分析代表了识别虐待个体亚组的方法学方法。尽管研究虐待和忽视儿童(CAN)概况的研究仍然很少,近年来,以人为中心的技术用于阐明CAN类型共现的应用已大大增加。因此,本研究的目的是对LCA/LPA儿童虐待研究的结果进行总结和批判性评估,以:(a)将目前对不同人群的虐待模式的理解系统化;(b)阐明CAN类型对心理社会功能的交互影响.在PsychInfo中搜索,埃里克,PubMed,Scopus,和科学直接,谷歌学者被执行。16项研究检查了儿童身体虐待之间的共同发生,情感虐待,性虐待,疏忽,和/或接触家庭暴力被确定。对这些研究的批判性审查显示,关于CAN类别的数量的发现不一致,但大多数研究发现了一个多重受害者和一个低虐待群体。Further,多重受害与最不利的内化和外化结果相关,尤其是在存在性虐待的时候。据报道,经常遭受身体和情感虐待会导致行为问题。根据目前的研究结果,我们为在未来研究中超越目前的方法和概念上的局限性提供了一套建议.
    Latent class (LCA) and latent profile (LPA) analysis represent methodological approaches to identify subgroups of maltreated individuals. Although research examining child abuse and neglect (CAN) profiles is still rare, the application of person-centered techniques to clarify CAN types co-occurrence has substantially increased in recent years. Therefore, the aim of the present study was to provide a summary and critical evaluation of the findings of LCA/LPA child maltreatment research to: (a) systemize the current understanding of patterns of maltreatment across populations and (b) elucidate interactive effects of CAN types on psychosocial functioning. A search in PsychInfo, Eric, PubMed, Scopus, and Science Direct, and Google Scholar was performed. Sixteen studies examining the co-occurrence between child physical abuse, emotional abuse, sexual abuse, neglect, and/or exposure to domestic violence were identified. A critical review of the studies revealed inconsistent findings as to the number of CAN classes, but most research uncovered a poly-victimized and a low abuse group. Further, multiple victimization was associated with most adverse internalizing and externalizing outcomes, especially when sexual abuse was present. Exposure to physical and emotional abuse was frequently reported to lead to behavioural problems. Based on the present study results, we provide a set of recommendations for surpassing the current methodological and conceptual limitations in future research.
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