Latent class analyses

潜在的类分析
  • 文章类型: Journal Article
    COVID-19大流行在全球护士中引起了心理问题。然而,他们寻求专业帮助的意愿相对较低,由于感知到的障碍仍然未知。
    本研究分析了参与社区COVID-19防疫工作的护士心理求助的潜在障碍及影响因素。
    五个变量-抑郁,焦虑,创伤后应激综合征,社会支持和心理健康素养-从667名护士的样本中进行测量。潜在类别分析确定了有关心理寻求帮助障碍的同质类别,多项逻辑回归确定了与潜在分组结果相关的因素。
    确定了三个类别:主要障碍(N=17,2.5%),柱头和可及性障碍(N=132,21.2%)和低障碍(N=518,76.4%)。心理健康素养与“低障碍”类别显着相关(OR=0.953,B=-0.047,p=0.03),而抑郁(OR=1.091,B=0.085,p=0.011)对进入“污名和可及性障碍”类别有轻微的积极影响。
    在大流行或其他社会健康危机期间,护士在求助时可能会遇到心理障碍。社区和医院应考虑增加可用于心理咨询服务的资源,提高心理健康意识和素养,可能有助于降低抑郁水平和促进心理健康。
    UNASSIGNED: The COVID-19 pandemic has caused psychological problems among nurses worldwide. However, their willingness to seek professional help is relatively low, due to perceived barriers that have remained unknown.
    UNASSIGNED: This study analysed the potential barriers and influencing factors of psychological help-seeking among nurses participating in community COVID-19 epidemic prevention work.
    UNASSIGNED: Five variables - depression, anxiety, post-traumatic stress syndrome, social support and mental health literacy - were measured from a sample of 667 nurses. Latent class analysis identified homogeneous classes about psychological help-seeking barriers and multinomial logistic regression identified factors associated with potential grouping outcomes.
    UNASSIGNED: Three categories were identified: major barriers (N = 17, 2.5%), stigma and accessibility barriers (N = 132, 21.2%) and low barriers (N = 518, 76.4%). Mental health literacy was significantly correlated with the \'low barriers\' class (OR = 0.953, B = -0.047, p = 0.03), whereas depression (OR = 1.091, B = 0.085, p = 0.011) had a slightly positive effect on being in the \'stigma and accessibility barriers\' class.
    UNASSIGNED: During pandemics or other social health crises, nurses may experience psychological barriers to help seeking. Communities and hospitals should consider increasing the resources available for psychological counselling services, improving mental health awareness and literacy that may help reduce depression levels and promote mental health.
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  • 文章类型: Journal Article
    这项研究旨在确定马什哈德18至65岁人群的心理困扰(PD)行为模式,伊朗,使用潜在类回归并评估相关因素。PD是一种独特的情绪状态,因压力或特定需求而遭受痛苦,从而导致暂时或永久的影响。由于它对生活质量等生活特征的负面影响,健康,个人的表现和生产力,PD及其后果被认为是公共卫生的优先事项。
    对425,286名18至65岁的人进行了横断面研究,他们被转诊到马什哈德的卫生中心,2018年上半年伊朗东北部。这项研究所需的资料,包括人口统计信息清单和六项凯斯勒心理困扰量表(K-6),是从新浪系统获得的。
    潜在类回归确定了PD在回答K-6问卷问题时的三种潜在模式,包括重度PD(14%),低PD窘迫(40%)和无PD(46%)。由于结果,本研究的统计变量被认为是:女性,文盲,失业和离婚的人,年龄在50~59岁之间的个体和低体重人群比无PD患者更有可能处于重度PD级别.
    尽管一小部分人被归类为严重不安,研究结果显示,即使在非PD课程中,痛苦和悲伤症状的发生率也很高。
    UNASSIGNED: This study aimed to identify the behavioural pattern of psychological distress (PD) in the population of 18 to 65 years old people in Mashhad, Iran, using latent class regression and evaluate the related factors. PD is a unique emotional state with suffering in response to a stressor or specific need that leads to temporary or permanent impacts. Due to its negative effects on several features of life like the quality of life, health, performance and productivity of individuals, PD and its consequences are considered a public health priority.
    UNASSIGNED: A cross-sectional study was performed on 425,286 individuals aged 18 to 65, who were referred to health centres in Mashhad, northeastern Iran in the first half of 2018. The information required for this study, including a checklist of demographic information and the six-item Kessler Psychological Distress Scale (K-6), was obtained from the Sina System.
    UNASSIGNED: Latent class regression identified three latent patterns of PD in answering the questions of the K-6 questionnaire, including severe PD (14%), low PD distress (40%) and no PD (46%). Statistical variables of this study due to the results are considered as the following: women, illiterate people, unemployed and divorced people, individuals aged between 50 and 59 years and people with low weight were more likely to be in the severe PD class than in the no PD class.
    UNASSIGNED: Although a small percentage of people were classified as severely disturbed, the findings showed a high rate of symptoms of distress and sadness even in the no PD class.
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  • 文章类型: Journal Article
    背景:在vaping(使用电子烟)日益普及的情况下,孕妇使用多种戒烟方法的模式仍然未知。
    方法:这项研究包括3,154名母亲,她们在怀孕前后自我报告吸烟,并在2016-2018年在美国七个州分娩了活产。潜在类别分析用于根据吸烟妇女对10种接受调查的戒烟方法和在怀孕期间使用电子烟的情况来识别吸烟妇女的亚组。
    结果:我们确定了怀孕期间戒烟方法使用不同模式的吸烟母亲的四个亚组:22.0%的人报告“不尝试戒烟”;61.4%的人试图“自己戒烟”,而没有任何行为或药理帮助;3.7%属于“vaping”亚组;12.9%的人使用“广泛的方法”,多种方法的使用率更高,如戒烟线和尼古丁贴片。与“不试图戒烟”的母亲相比,“试图“自己戒烟”的亚组更有可能在妊娠晚期戒断(调整后OR4.95,95%CI2.82-8.35)或减少每日吸烟数量(调整后OR2.46,95%CI1.31-4.60),这些改善一直持续到产后早期。我们没有观察到“vaping”亚组或试图通过“广泛的方法”戒烟的女性中吸烟的可测量减少。
    结论:我们确定了四个吸烟母亲亚组,在怀孕期间对11种戒烟方法的利用方式不同。试图“自己戒烟”的孕前吸烟者最有可能戒烟或减少吸烟量。
    BACKGROUND: Patterns of utilization of numerous smoking cessation methods among pregnant women amidst the increasing popularity of vaping (use of e-cigarettes) remains unknown.
    METHODS: This study included 3,154 mothers who self-reported smoking around the time of conception and delivered live births in 2016-2018 in seven US states. Latent class analysis was used to identify subgroups of smoking women based on their utilization of 10 surveyed quitting methods and vaping during pregnancy.
    RESULTS: We identified four subgroups of smoking mothers with different utilization patterns of quitting methods during pregnancy: 22.0% reported \"not trying to quit\"; 61.4% tried to \"quit on my own\" without any behavioral or pharmacological assistance; 3.7% belonged to the \"vaping\" subgroup; and 12.9% utilized \"wide-ranging methods\" with higher use rate of multiple approaches, such as quit line and nicotine patch. Compared to mothers \"not trying to quit,\" the subgroup trying to \"quit on my own\" were more likely to be abstinent (adjusted OR 4.95, 95% CI 2.82-8.35) or to reduce the number of cigarettes smoked daily (adjusted OR 2.46, 95% CI 1.31-4.60) in late pregnancy, and these improvements lasted into early postpartum. We did not observe a measurable reduction in smoking among the \"vaping\" subgroup or women trying to quit with \"wide-ranging methods\".
    CONCLUSIONS: We identified four subgroups of smoking mothers with different utilization patterns of eleven quitting methods during pregnancy. Pre-pregnancy smokers who tried to \"quit on my own\" were most likely to be abstinent or to reduce smoking amount.
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  • 文章类型: Journal Article
    评估调查数据可靠性的通常方法是在初次访谈后的短时间间隔(如一到两周)进行重新访谈,并使用这些数据来估计相对简单的统计数据,例如总差异率(GDR)。还使用了更复杂的方法来估计可靠性。这些包括来自多性状的估计,多方法实验,应用于纵向数据的模型,和潜在的阶级分析。据我们所知,以前的研究没有系统地比较这些评估可靠性的不同方法.人群烟草与健康信度和效度评估(PATH-RV)研究,在国家概率样本上做的,评估了PATH研究中第4波问卷答案的可靠性。PATH-RV的受访者相隔约两周接受了两次采访。我们研究了经典的调查方法是否与更复杂的方法得出了不同的结论。我们还研究了两种事前方法,用于评估调查问题以及项目无响应率和响应时间的问题,以了解它们与不同的可靠性估计之间的关系。我们发现kappa与GDR和随时间的相关性高度相关,但是后两个统计数据的相关性较低,特别是对于成人受访者;在主要PATH研究中,对相同项目进行纵向分析得出的估计值也与传统的可靠性估计值高度相关.潜在的类分析结果,基于更少的项目,与传统措施也表现出高度的一致性。其他方法和指标充其量与从重新访谈数据得出的可靠性估计的关系较弱。尽管问题理解援助似乎利用了与其他措施不同的因素,对于成人受访者,它确实预测了项目无反应和反应延迟,因此可能是传统措施的有用辅助手段。
    The usual method for assessing the reliability of survey data has been to conduct reinterviews a short interval (such as one to two weeks) after an initial interview and to use these data to estimate relatively simple statistics, such as gross difference rates (GDRs). More sophisticated approaches have also been used to estimate reliability. These include estimates from multi-trait, multi-method experiments, models applied to longitudinal data, and latent class analyses. To our knowledge, no prior study has systematically compared these different methods for assessing reliability. The Population Assessment of Tobacco and Health Reliability and Validity (PATH-RV) Study, done on a national probability sample, assessed the reliability of answers to the Wave 4 questionnaire from the PATH Study. Respondents in the PATH-RV were interviewed twice about two weeks apart. We examined whether the classic survey approach yielded different conclusions from the more sophisticated methods. We also examined two ex ante methods for assessing problems with survey questions and item nonresponse rates and response times to see how strongly these related to the different reliability estimates. We found that kappa was highly correlated with both GDRs and over-time correlations, but the latter two statistics were less highly correlated, particularly for adult respondents; estimates from longitudinal analyses of the same items in the main PATH study were also highly correlated with the traditional reliability estimates. The latent class analysis results, based on fewer items, also showed a high level of agreement with the traditional measures. The other methods and indicators had at best weak relationships with the reliability estimates derived from the reinterview data. Although the Question Understanding Aid seems to tap a different factor from the other measures, for adult respondents, it did predict item nonresponse and response latencies and thus may be a useful adjunct to the traditional measures.
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  • 文章类型: Journal Article
    简介:已经观察到白人和黑人在结直肠癌(CRC)结局和生存率方面的长期差异。使用潜在类别分析(LCA)的以人为中心的方法是一种评估和解决CRC健康差异的新颖方法。LCA可以克服来自亚组分析的统计挑战,这些挑战通常会阻碍回归等以变量为中心的分析。目的是确定恶性CRC生存结局的风险概况和差异。方法:我们对监测进行了LCA,流行病学,和1975年至2016年≥18岁成年人的最终结果数据(N=525,245)。使用的社会人口统计学是年龄,性别/性别,婚姻状况,种族,和种族(西班牙裔/拉丁裔)和诊断阶段。要选择最佳拟合模型,我们采用了一种比较方法,比较了样本量调整后的BIC和熵;这表明类别的分离很好。结果:熵为0.72的四类解决方案被确定为:最低存活率,中低,中高,和最高的存活率。平均存活率为53个月的最低生存率(占样本的26%)在诊断时具有最高的条件概率为76-85岁,女性,寡妇,和非西班牙裔白人,局部分期的可能性很高。平均生存率为92个月的最高生存率(占样本的53%)结婚的可能性最高,男性局部分期,而且很有可能成为非西班牙裔白人.结论:使用以人群为基础的癌症登记数据以人为中心的措施可以帮助更好地检测可能被忽视的癌症风险亚组。
    Introduction: Long-standing disparities in colorectal cancer (CRC) outcomes and survival between Whites and Blacks have been observed. A person-centered approach using latent class analysis (LCA) is a novel methodology to assess and address CRC health disparities. LCA can overcome statistical challenges from subgroup analyses that would normally impede variable-centered analyses like regression. Aim was to identify risk profiles and differences in malignant CRC survivorship outcomes. Methods: We conducted an LCA on the Surveillance, Epidemiology, and End Results data from 1975 to 2016 for adults ≥18 (N = 525,245). Sociodemographics used were age, sex/gender, marital status, race, and ethnicity (Hispanic/Latinos) and stage at diagnosis. To select the best fitting model, we employed a comparative approach comparing sample-size adjusted BIC and entropy; which indicates a good separation of classes. Results: A four-class solution with an entropy of 0.72 was identified as: lowest survivorship, medium-low, medium-high, and highest survivorship. The lowest survivorship class (26% of sample) with a mean survival rate of 53 months had the highest conditional probabilities of being 76-85 years-old at diagnosis, female, widowed, and non-Hispanic White, with a high likelihood with localized staging. The highest survivorship class (53% of sample) with a mean survival rate of 92 months had the highest likelihood of being married, male with localized staging, and a high likelihood of being non-Hispanic White. Conclusion: The use of a person-centered measure with population-based cancer registries data can help better detect cancer risk subgroups that may otherwise be overlooked.
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  • 文章类型: Journal Article
    Migraine is heritable and formally diagnosed by structured criteria that require presence of some but not all possible migraine symptoms which include aura, several distinct manifestations of pain, nausea/vomiting, and sensitivity to light or sound. The most recent genome-wide genetic association study (GWAS) for migraine identified 38 loci. We investigated whether 46 single-nucleotide polymorphisms (SNPs), i.e., genetic variants, at these loci may have especially pronounced, i.e., selective, association with migraine presenting with individual symptoms compared to absence of migraine. Selective genetic associations of SNPs were evaluated through a likelihood framework in the Women\'s Genome Health Study (WGHS), a population-based cohort of middle-aged women including 3,003 experiencing migraine and 18,108 not experiencing migraine, all with genetic information. SNPs at 12 loci displayed significant selective association for migraine subclassified by specific symptoms, among which six selective associations are novel. Symptoms showing selective association include aura, nausea/vomiting, photophobia, and phonophobia. The selective associations were consistent whether the women met all formal criteria for diagnostic for migraine or lacked one of the diagnostic criteria, formally termed probable migraine. Subsequently, we performed latent class analysis of migraine diagnostic symptoms among 69,861 women experiencing migraine from the WGHS recruitment sample to assess whether there were clusters of specific symptoms that might also have a genetic basis. However, no globally robust latent migraine substructures of diagnostic symptoms were observed nor were there selective genetic associations with specific combinations of symptoms revealed among weakly supported latent classes. The findings extend previously reported selective genetic associations with migraine diagnostic symptoms while supporting models for shared genetic susceptibility across all qualifying migraine at many loci.
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  • 文章类型: Journal Article
    To identify fatigue trajectories during/after stroke rehabilitation, to determine characteristics associated with trajectory membership before discharge and to investigate how these trajectories and activity pacing are associated with sustained physical activity after rehabilitation.
    People after stroke (n = 206) were followed from 3-6 weeks before discharge (T0) to 14 (T1), 33 (T2) and 52 (T3) weeks after discharge from rehabilitation in the ReSpAct study. Latent Class analysis was used to identify trajectories of perceived fatigue. Binomial multivariable logistic regression analyses were performed to determine characteristics associated with trajectory membership (T0). Multilevel regression analyses were used to investigate how perceived fatigue and activity pacing were associated with self-reported physical activity (T0-T3).
    Three fatigue trajectories were identified: high (n = 163), low (n = 41) and recovery (n = 2). Compared with the high fatigue trajectory, people in the low fatigue trajectory were more likely to report higher levels of health-related quality of life (HR-QoL) (OR = 3.07, 95%CI = 1.51-6.26) and physical activity (OR = 1.93, 95%CI = 1.07-3.47). Sustained high levels of physical activity after rehabilitation were significantly associated with low perceived fatigue and high perceived risk of overactivity.
    Three fatigue trajectories after stroke rehabilitation were identified. High levels of HR-QoL and physical activity before discharge identified people in the low fatigue trajectory. A physically active lifestyle after rehabilitation was associated with low perceived fatigue and perceived risk of overactivity.IMPLICATIONS FOR REHABILITATIONSince almost 80% of people after stroke in this study perceived severe fatigue up to 1 year after stroke rehabilitation, activities focusing on the management of fatigue symptoms should be integrated in general stroke rehabilitation.In clinical practice, low levels of health-related quality of life and low levels of self-reported physical activity before discharge from stroke rehabilitation should be considered by rehabilitation professionals (e.g., physicians, physiotherapists, and physical activity counsellors) since these characteristics can predict chronic perceived fatigue up to 1 year after stroke rehabilitation.A physical activity counselling programme delivered during and after stroke rehabilitation may be improved by incorporating tailored advice regarding the management of fatigue.
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  • 文章类型: Journal Article
    COVID-19的封锁使大学生的日常生活面临着突然的变化。我们调查了广义焦虑症量表-7(GAD-7)和焦虑水平,以及感知到的对幸福感的影响之间的关联,研究,日常生活和焦虑水平,根据性别调整,年龄,社会阶级和隶属关系。在封锁初期,苏黎世应用科学大学的所有学生(N=12,429)都被邀请参加自愿纵向健康调查。参与率为20%(n=2437):70%的女性,平均年龄25岁。(IQR23-28)。与电晕前相比,共有10%的人报告了幸福感的恶化。LCA产生了三类不同的感知COVID-19影响:1(低,n=675),2(中等,n=1098),和3(强,n=656)。按类别划分的中度至重度焦虑的调整比例为45%(95%CI:28.0-62.0),15.5%(95%CI:13.1-17.9),和5.1%(95%CI:4.7-5.6),分别。与1类相比,多变量回归分析对中度至重度焦虑的OR为3.88(95%CI:2.5-6.0,2类)和22.43(95%CI:14.5-34.6,3类)。所调查的关联表明,遏制措施对学生的焦虑有选择性影响。在未来应对大流行时,应监测和考虑学生感知和相关焦虑的多样性。
    University students were confronted with abrupt changes to their daily lives by the COVID-19 lock-down. We investigated Generalized Anxiety Disorder Scale-7 (GAD-7) and anxiety levels, and the association between perceived impact on well-being, studies, and daily lives and anxiety levels, adjusted for gender, age, social class and affiliation. Early in the lock-down all students of the Zurich University of Applied Sciences (N = 12,429) were invited to a voluntary longitudinal health survey. Participation rate was 20% (n = 2437): 70% females, median age 25 yrs. (IQR 23-28). A total of 10% reported a deterioration of well-being compared to pre-Corona. LCA yielded three classes varying in perceived COVID-19 impact: 1 (low, n = 675), 2 (moderate, n = 1098), and 3 (strong, n = 656). Adjusted proportion of moderate to severe anxiety by class were 45% (95% CI: 28.0-62.0), 15.5% (95% CI: 13.1-17.9), and 5.1% (95% CI: 4.7-5.6), respectively. Multivariate regression analyses yielded an OR for moderate to severe anxiety of 3.88 (95% CI: 2.5-6.0, class 2) and 22.43 (95% CI: 14.5-34.6, class 3) compared to class-1. The investigated association implies that containment measures have a selective effect on anxiety in students. The diversity of students\' perception and associated anxiety should be monitored and considered in future response to pandemics.
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  • 文章类型: Journal Article
    背景和目的:大多数人经历多个潜在的创伤事件(PTE);因此,重要的是要考虑与创伤后健康相关的PTE(多创伤)的数量和类型.值得注意的是,没有研究检查与积极记忆计数和现象学相关的多创伤类型。我们检查了(1)基于PTE认可的个体潜在分组;(2)最佳潜在类解与正记忆计数和现象学的关系。设计:参与者为203名暴露于创伤的成年人(Mage=35.40;61.10%的女性);我们使用DSM-5生活事件清单上认可的PTE作为分析指标。结果:潜在类别分析表明,PTE类型的数量和质量不同的三类解决方案:低经验,主要的人际PTE,和主要的非人际PTE。Further,更积极的记忆预测低体验与低体验的成员资格其他类;积极记忆的更多感官细节预测低体验与主要的人际PTE类;以及在主要的人际PTE与主要的非人际PTE类。结论:结果表明三个有意义的亚组认可不同水平/类型的PTE;计数,感官细节,以及积极记忆的可获得性,有待进一步调查,可以区分这些子组。
    Background and Objectives: Most individuals experience multiple potentially traumatizing events (PTEs); hence, it is important to consider count and types of PTEs (polytraumatization) in relation to post-trauma health. Notably, no research has examined polytraumatization typologies in relation to positive memory count and phenomenology. We examined (1) latent subgroupings of individuals based on PTE endorsements; and (2) relation of the optimal latent class solution to positive memory count and phenomenology. Design: Participants were 203 trauma-exposed adults (Mage  = 35.40; 61.10% females); we used PTEs endorsed on the Life Events Checklist for DSM-5 as indicators for analyses. Results: Latent class analyses indicated a three-class solution differing in quantity and quality of PTE types: Low Experience, Predominant Interpersonal PTEs, and Predominant Non-Interpersonal PTEs. Further, more positive memories predicted membership in the Low Experience vs. other classes; greater sensory details of a positive memory predicted membership in the Low Experience vs. the Predominant Interpersonal PTEs Classes; and greater accessibility of a positive memory predicted membership in the Predominant Interpersonal PTEs vs. the Predominant Non-Interpersonal PTEs Classes. Conclusions: Results indicated three meaningful subgroups endorsing differing levels/types of PTEs; count, sensory details, and accessibility of positive memories, pending further investigation, may differentiate these subgroups.
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  • 文章类型: Journal Article
    Self-rated health (SRH) is a marker of future health and a possible predictor of future multimorbidity, which is a major challenge for population health and health care. There is a lack of studies on adolescent SRH and patterns of health problems across the transitional period from adolescence to early adulthood. Therefore, this study aimed to identify groups of people with similar health problems in early adulthood and explore the predictive value of adolescent SRH on the group classification after a period of 10-19 years. Data from 8828 adolescents participating in the Young HUNT-1 survey (1995-1997) were linked to the Norwegian registry of general practitioner (GP) claims, which includes diagnoses recorded in GP consultations in 2006-2014. We used latent class analysis (LCA) to identify groups of patients with similar health problems in early adulthood and explored SRH as a predictor of class membership using latent class regression, adjusting for baseline chronic disease, frequency of health care attendance, sex and age. The mean age at baseline was 16 years, and 50% of the participants were female. SRH was reported as very good by 28%, good by 61% and not good by 11%. We identified five groups of patient classification (classes): Healthy (35%), Infections and general problems (26%), Musculoskeletal problems (21%), Psychological problems (6%) and Multi-illness (13%). We found a gradual increase in the probability of belonging to the Healthy class with better SRH, and an inverse pattern for the Psychological and Multi-illness classes. This pattern remained after adjusting for baseline variables. In conclusion, there is a clear association between adolescent SRH and the risk of having multi-illness in early adulthood, seen as a proxy for later multimorbidity. This finding warrants greater attention to SRH in adolescence as a possible indicator in targeted prevention of future health problems.
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