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
    背景:这项研究的目的包括:1)确定黑人女性中与物质相关的需求类别,和2)检查与物质相关的需求类别和文化相关因素对黑人妇女使用物质使用障碍(SUD)治疗和相互支持小组的影响。
    方法:作为纵向队列研究的一部分,黑人妇女在接近释放的监狱中被招募,关于缓刑,在没有参与刑事法律制度的社区(CLS,n=565),随访18个月。我们对黑人女性的物质相关需求进行了基线潜在类别分析。Logistic回归模型对文化相关因素进行了调整,以预测使用药物的黑人妇女在18个月内的治疗使用情况和互助小组参与频率。
    结果:发现了按需求级别划分的四个类别:低,每天使用大麻,心理健康高,和高合并症。在18个月的随访中,具有高合并症的女性更有可能参加互助小组。与18个月的监狱样本中的女性相比,不涉及CLS的女性不太可能参与治疗和互助小组。
    结论:这项研究强调了黑人女性中与物质相关的四类不同的需求,强调黑人女性的复杂行为模式和种族群体内的差异。有高合并症需求的黑人女性更有可能参加互助小组,但是潜在类别并未预测SUD治疗,表明其他非医学和社会背景需求因素可能在起作用。
    BACKGROUND: The purpose of this study includes: 1) identifying classes of substance-related needs among Black women, and 2) examining the effect of substance-related need classes and culturally-relevant factors on Black women\'s use of substance use disorder (SUD) treatment and mutual support groups.
    METHODS: As part of a longitudinal cohort study, Black women were recruited in prison nearing release, on probation, and in the community without involvement in the criminal legal system (CLS, n=565) and followed-up at 18-months. We conducted a baseline latent class analysis of substance-related needs among Black women. Logistic regression models adjusted for culturally-relevant factors to predict the use of treatment and frequency of mutual support group participation over 18-months among Black women who use drugs.
    RESULTS: Four classes by level of needs were found: low, daily marijuana use, high mental health, and high comorbidity. During the 18-month follow-up, women characterized by the high comorbidity need class and with higher scores of religious well-being were more likely to frequently participate in mutual support groups. Non-CLS-involved women were less likely to engage with both treatment and mutual support groups than women from the prison sample at 18-months.
    CONCLUSIONS: This study highlights four distinct classes of substance-related needs among Black women, highlighting the complex patterns of behavior and within-racial group differences among Black women. Black women with high comorbidity needs were more likely to participate in mutual support groups, but the latent classes did not predict SUD treatment indicating other non-medical and social contextual need factors may be at play.
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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
    身体窘迫综合征(BDS)代表了具有各种功能性躯体综合征的成年患者的新研究概念。我们通过调查以下方面评估了BDS研究概念和相关的BDS-25清单作为青春期各种功能性躯体症状(FSS)的筛查工具的实用性:1)清单的心理测量和因子结构,2)症状群模式和3)疾病分类以及与情绪心理病理学和社会人口统计学因素的关联。
    这项横断面研究从一般人群哥本哈根儿童队列2000(CCC2000)的16/17年随访(N=2542)中获得了数据。我们使用自我报告的问卷来评估身体症状(BDS-25清单),整体健康(KidScreen),情绪心理病理学(斯宾塞儿童焦虑量表;情绪和情感问卷),和疾病担忧(怀特利6指数),并利用丹麦国家登记册的数据来评估社会人口因素。
    BDS-25检查表项目显示了令人满意的心理测量数据质量。因素分析显示,与成年人报告的四因素模型相似(因素负荷λ≥0.5),代表不同的BDS症状群:心肺,胃肠道,肌肉骨骼和一般症状。潜在类分析揭示了一个具有三个潜在类的模型,即可能没有轻度BDS,可能中等,单器官BDS和可能严重,多器官BDS,显示可接受的类质量(熵=0.904)。趋势分析揭示了潜在类别之间的社会人口统计学群体差异。情绪心理病理学的增加与更明显的BDS症状有关。
    我们的研究结果支持BDS概念,包括四个症状群和三个疾病严重程度组(无BDS,单器官和多器官BDS)在青春期筛查FSS。
    Bodily Distress Syndrome (BDS) represents a new research concept for adult patients with various functional somatic syndromes. We evaluated the utility of the BDS research concept and the associated BDS-25-checklist as a screening tool for diverse functional somatic symptoms (FSS) in adolescence by investigating: 1) the psychometric and factorial structures of the checklist, 2) symptom cluster patterns and 3) illness classification and associations with emotional psychopathology and sociodemographic factors.
    This cross-sectional study obtained data from the 16/17-year follow-up (N = 2542) of the general population Copenhagen Child Cohort 2000 (CCC2000). We used self-reported questionnaires to assess physical symptoms (the BDS-25 checklist), overall health (KidScreen), emotional psychopathology (Spence Children\'s Anxiety Scale; The Mood and Feelings Questionnaire), and illness worry (Whiteley-6 Index), and utilized data from Danish national registers to assess sociodemographic factors.
    The BDS-25 checklist items displayed satisfactory psychometric data quality. Factor analyses revealed a similar four-factor model as reported in adults (factor loadings λ ≥0.5), representing distinct BDS symptom clusters: cardio-pulmonary, gastro-intestinal, musculoskeletal and general symptoms. Latent class analyses revealed a model with three latent classes, i.e. probable no to mild BDS, probable moderate, single-organ BDS and probable severe, multi-organ BDS, displaying acceptable class quality (Entropy = 0.904). Trend analyses revealed sociodemographic group differences across latent classes. Increased emotional psychopathology was associated with more pronounced BDS symptoms.
    Our findings support the BDS concept with four symptom clusters and three illness severity groups (no BDS, single- organ and multi-organ BDS) to screen for FSS in adolescence.
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  • 文章类型: Journal Article
    这项研究旨在根据不同的症状经历检查慢性阻塞性肺疾病(COPD)患者类别的重新分类率,并评估这些亚组在症状评分和与健康相关的生活质量(HRQoL)结果在一年内的差异。此外,我们希望评估这些亚组在12个月时的人口统计学和临床特征有何不同.
    这是一项对267名中度患者的随访研究,严重,非常严重的COPD。根据他们不同的症状经历,使用纪念症状评估量表(MSAS),三个子组(即,\"高\",\"中间\",和“低”)在基线时被识别。在本研究中,三个子组之间的过渡,六,九,对12个月和12个月进行调查并计算为再分类率。使用方差分析和事后比较评估了每个时间点的症状评分和HRQoL以及12个月时的人口统计学和临床特征的亚组之间的差异。
    近65%在12个月后仍处于“高”级别。12个月时,呼吸功能测量的成对比较没有显着差异。与“中间”和“低”类相比,“高级”类的患者更有可能是女性,并且合并症明显更多,报告的所有时间点的症状数量都显着增加,HRQoL得分更差。
    我们的研究结果表明,随着时间的推移,COPD患者的高症状负担模式是一致的。患者的个体症状经历应该是治疗的主要重点。
    This study aimed to examine reclassification rates among classes of chronic obstructive pulmonary disease (COPD) patients based on their distinct symptom experiences and to assess how these subgroups differed in symptom scores and health-related quality of life (HRQoL) outcomes over one year. Moreover, we wished to assess how these subgroups differed in demographic and clinical characteristics at 12 months.
    This is a follow-up study of 267 patients with moderate, severe, and very severe COPD. Based on their distinct symptom experiences using the Memorial Symptom Assessment Scale (MSAS), three subgroups (i.e., \"high\", \"intermediate\", and \"low\") were identified at baseline. In the present study, transitions between the subgroups at three, six, nine, and 12 months were investigated and calculated as reclassification rates. Differences among the subgroups in symptom scores and HRQoL at each time point and demographic and clinical characteristics at 12 months were evaluated using analysis of variance with post hoc comparisons.
    Almost 65% were still in the \"high\" class after 12 months. At 12 months, pairwise comparisons for respiratory function measurements were not significantly different. Compared to the \"intermediate\" and \"low\" class, patients in the \"high\" class were more likely to be women and had significantly more comorbidities, reported a significantly higher number of symptoms at all time points, and worse HRQoL scores.
    Our findings suggest that the pattern of a high symptom burden in COPD is consistent over time. The patients\' individual symptom experiences should be the primary focus of treatment.
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  • 文章类型: Journal Article
    综述研究越来越强调育儿在预防儿童超重干预措施中的作用。这项研究的目的是研究有关父母如何始终如一地应用与能量平衡相关的行为规则的类型学,以及这些类型和社会人口特征之间的联系,学龄儿童的能量平衡相关行为,和超重的患病率。
    对于这项横断面研究,我们可以访问由荷兰市政卫生服务部门管理的数据库。总的来说,4,865名4-12岁儿童的父母参加了这项调查,并完成了标准化问卷。父母将其应用规则的一致性归类为“严格”,\"放纵\",或“没有规则”。使用潜在的类分析来识别类型。我们使用回归分析来检查类型在协变量社会人口统计学特征方面的差异,儿童的能量平衡相关行为,和体重状态。
    我们确定了四个稳定的,关于应用饮食和久坐行为规则的不同父母类型。总的来说,我们发现,采用“全面严格的EBRB规则”的父母的教育水平最高,与其他三个班级的父母的孩子相比,他们的孩子的行为更健康。此外,我们发现,采用“放纵饮食规则和没有久坐规则”的父母受教育程度最低,非高加索人的比例最高;此外,与“没有饮食规则”的父母的孩子相比,他们8-12岁的孩子超重的可能性最高。
    父母在饮食和久坐行为方面应用规则的一致性与父母的教育水平和种族背景有关,以及儿童的饮食和久坐行为以及他们超重的可能性。我们的结果可能有助于帮助医疗保健专业人员意识到,不适用久坐行为规则的父母的孩子更有可能变得超重,以及鼓励父母应用严格的饮食和久坐行为规则的重要性。这些结果可以作为制定预防儿童超重的有效策略的起点。
    Review studies increasingly emphasize the importance of the role of parenting in interventions for preventing overweight in children. The aim of this study was to examine typologies regarding how consistently parents apply energy-balance related behavior rules, and the association between these typologies and socio-demographic characteristics, energy balance-related behaviors among school age children, and the prevalence of being overweight.
    For this cross-sectional study, we had access to a database managed by a Municipal Health Service Department in the Netherlands. In total, 4,865 parents with children 4-12 years of age participated in this survey and completed a standardized questionnaire. Parents classified their consistency of applying rules as \"strict\", \"indulgent\", or \"no rules\". Typologies were identified using latent class analyses. We used regression analyses to examine how the typologies differed with respect to the covariates socio-demographic characteristics, children\'s energy balance-related behaviors, and weight status.
    We identified four stable, distinct parental typologies with respect to applying dietary and sedentary behavior rules. Overall, we found that parents who apply \"overall strict EBRB rules\" had the highest level of education and that their children practiced healthier behaviors compared to the children of parents in the other three classes. In addition, we found that parents who apply \"indulgent dietary rules and no sedentary rules\" had the lowest level of education and the highest percentage of non-Caucasians; in addition, their children 8-12 years of age had the highest likelihood of being overweight compared to children of parents with \"no dietary rules\".
    Parents\' consistency in applying rules regarding dietary and sedentary behaviors was associated with parents\' level of education and ethnic background, as well as with children\'s dietary and sedentary behaviors and their likelihood of becoming overweight. Our results may contribute to helping make healthcare professionals aware that children of parents who do not apply sedentary behavior rules are more likely to become overweight, as well as the importance of encouraging parents to apply strict dietary and sedentary behavior rules. These results can serve as a starting point for developing effective strategies to prevent overweight among children.
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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
    BACKGROUND: Few studies have assessed patterns of substance use among Canadian adolescents. This cross-sectional study examined substance use classes among Canadian secondary school students and associations with anxiety and depression.
    METHODS: This study used data from Year 6 (2017/18) of the COMPASS study. Students (n = 51 767) reported their substance use (alcohol, cannabis, cigarette and e-cigarette use) and anxiety and depression symptoms. We employed latent class analysis to identify substance use classes and multinomial logistic regression to examine how anxiety and depression were associated with class membership.
    RESULTS: Overall, 40% of students indicated having anxiety and/or depression (50% in females; 29% in males) and 60% of students reported substance use (60% in females; 61% in males). We identified three substance use classes: poly-use, dual use, and non-use. Females with both anxiety and depression had the highest odds of being in the poly-use class compared to the non-use class (odds ratio [OR] = 4.09; 95% confidence interval [CI]: 3.59-4.65) followed by females with depression only (OR = 2.65; 95% CI: 2.31-3.04) and males with both anxiety and depression (OR = 2.48; 95% CI: 2.19-2.80). Symptomatology was also associated with belonging to the dual use class except among males with anxiety only (OR = 1.13; 95% CI: 0.94-1.37).
    CONCLUSIONS: Canadian secondary school students are engaging in dual and poly-substance use, and anxiety and depression were associated with such use. Females had a higher prevalence of anxiety and depression and should be a priority population for mental health programming.
    BACKGROUND: Peu d’études ont évalué les habitudes de consommation de substances chez les adolescents canadiens. Cette étude transversale porte sur les catégories de consommation de substances chez les élèves du secondaire au Canada et leurs associations avec l’anxiété et la dépression.
    UNASSIGNED: Cette étude repose sur des données de l’année 6 (2017-2018) de l’étude COMPASS. Les élèves (n = 51 767) ont fait état de leur consommation de substances (alcool, cannabis, cigarettes et cigarettes électroniques) et de leurs symptômes d’anxiété et de dépression. Nous avons utilisé une analyse par classes latentes pour créer les catégories de consommation de substances et une analyse de régression logistique multinomiale pour examiner la manière dont l’anxiété et la dépression étaient associées à l’appartenance à une catégorie.
    UNASSIGNED: Dans l’ensemble, 40 % des élèves ont indiqué souffrir d’anxiété ou de dépression (50 % des filles et 29 % des garçons) et 60 % des élèves ont fait état d’une consommation de substances (60 % des filles et 61 % des garçons). Nous avons établi trois catégories de consommation de substances : la polyconsommation, la double consommation et la non-consommation. Les plus susceptibles d’appartenir à la catégorie de polyconsommation plutôt qu’à la catégorie de non-consommation étaient les filles souffrant à la fois d’anxiété et de dépression (rapport de cote [RC] = 4,09; intervalle de confiance [IC] à 95 % : 3,59 à 4,65]), suivies des filles souffrant de dépression uniquement (RC = 2,65; IC à 95 % : 2,31 à 3,04) et des garçons souffrant à la fois d’anxiété et de dépression (RC = 2,48; IC à 95 % : 2,19 à 2,80). La symptomatologie a également été associée à l’appartenance à la catégorie de double consommation, sauf pour les garçons souffrant d’anxiété uniquement (RC = 1,13; IC à 95 % : 0,94 à 1,37).
    CONCLUSIONS: Les élèves du secondaire au Canada s’adonnent à une double consommation et à une polyconsommation de substances, et on a pu associer l’anxiété et la dépression à ces types de consommation. Les filles affichent une prévalence plus élevée d’anxiété et de dépression et devraient, de ce fait, constituer une priorité en matière de programmation en santé mentale.
    40% of students indicated anxiety and/or depression and 60% of students reported substance use. Females had a higher prevalence of anxiety and/or depression (50% vs. 29%). Overall, anxiety and/or depression were associated with dual use and poly-substance use. Females with both anxiety and depression had the highest odds of being in the poly-substance use class.
    40 % des élèves ont fait état de symptômes d’anxiété ou de dépression et 60 % d’une consommation de substances. Les filles affichaient une prévalence plus élevée d’anxiété ou de dépression (50 % contre 29 %). De manière générale, l’anxiété et la dépression étaient associées à la double consommation et à la polyconsommation de substances. Les filles souffrant à la fois d’anxiété et de dépression étaient les plus susceptibles de relever de la catégorie de polyconsommation de substances.
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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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