Rasch modeling

Rasch 建模
  • 文章类型: Journal Article
    背景:尽管全球越来越关注健康素养和青少年的数字健康信息寻求,据报道,没有使用Rasch模型对测量青少年数字健康素养(DHL)的一维仪器进行验证.此外,根据青少年的DHL能力,他们在卫生系统中的导航能力(NAV-HL)的证据仍然很少。因此,我们的研究旨在评估DHL仪器的心理测量特性(HLS19-DIGI量表),以调查16-25岁青少年和青少年的DHL及其与健康系统导航能力的关联.
    方法:在2020年4月至10月期间,使用计算机辅助电话访谈对890名挪威青少年进行了基于人群的横断面调查。Rasch建模,独立样本t检验,卡方检验,并采用二元回归模型对数据进行分析。
    结果:HLS19-DIGI尺度足够一维,而没有观察到不同的项目功能或无序的反应类别。然而,显示出相对较差的目标,表明目标人群的简单项目过多。然而,观察到青少年DHL熟练程度低的比例很高(54%),以及DHL与卫生系统的导航能力呈正相关。
    结论:HLS19-DIGI量表被认为是测量青少年DHL的足够一维和有效的仪器,这对卫生当局来说可能是一个有用的工具,公共卫生工作者,和卫生服务提供者。虽然DHL影响青少年驾驭卫生系统的能力,未来的研究应该衡量和检查他们利用数字医疗服务的能力,分开。
    BACKGROUND: Despite increasing global attention to health literacy and adolescents\' digital health information seeking, no unidimensional instruments measuring digital health literacy (DHL) in adolescents have reportedly been validated using Rasch modeling. Moreover, the evidence of adolescents\' abilities to navigate the health system (NAV-HL) in light of their DHL proficiency is still scarce. Therefore, our study aims to evaluate the psychometric properties of a DHL instrument (HLS19-DIGI scale) in order to investigate DHL in adolescents and young adults aged 16-25 and associations with abilities to navigate the health system.
    METHODS: A population-based cross-sectional survey among 890 Norwegian adolescents was conducted during April-October 2020 using computer-assisted telephone interviewing. Rasch modeling, independent samples t-test, chi-square test, and binary regression models were used to analyze the data.
    RESULTS: The HLS19-DIGI scale was sufficiently unidimensional, whereas no differential item functioning or disordered response categories were observed. However, relatively poor targeting was revealed indicating too many easy items for the target population. Yet, a high proportion (54%) of low DHL proficiency in adolescents was observed, as well as DHL was positively associated with the abilities to navigate the health system.
    CONCLUSIONS: The HLS19-DIGI scale is considered a sufficiently unidimensional and valid instrument for measuring DHL in adolescents, which may be a useful tool for health authorities, public health workers, and health service providers. While DHL affects adolescents\' abilities to navigate the health system, future research should measure and examine their ability to utilize digital health services, separately.
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  • 文章类型: Journal Article
    目标:开发一种简单的,使用Rasch框架将36项简短形式健康调查(SF-36)和患者报告结果测量信息系统29项问卷(PROMIS-29)的等效领域等同或链接起来的实用方法。
    方法:2016年4月,PROMIS-29和SF-36由1,501名代表法国人口的个体完成。对于两个问卷共有的每个领域,对两个问卷中与该维度相关的项目拟合了部分信用模型。然后在相同的度量标准上校准这些项目,这使得一份问卷的分数能够与另一份问卷的分数相关联。
    结果:七个PROMIS-29量表中的六个和六个SF-36子量表中的五个(物理,疼痛,社会,活力,抑郁和焦虑领域)被等同或联系在一起。分数之间的对应表,95%的置信区间,为每个域建立。开发了一个免费的Stata宏观程序,以使等同或链接过程自动化。
    结论:这些结果应有助于在法国使用SF-36和PROMIS-29的研究中进行比较。所开发的等同或链接过程易于实施,可在其他国家和其他文书中使用。
    OBJECTIVE: To develop a simple, practical methodology to equate or link equivalent domains of the 36-item Short-Form Health Survey (SF-36) and the Patient-Reported Outcomes Measurement Information System 29-item questionnaire (PROMIS-29) using the Rasch framework.
    METHODS: In April 2016, the PROMIS-29 and SF-36 were completed by 1501 individuals selected to be representative of the French population. For each domain common to the two questionnaires, a Partial Credit Model was fitted to the items related to that dimension in the two questionnaires. These items were then calibrated on the same metric, which enabled the scores from one questionnaire to be associated with the scores from the other.
    RESULTS: Six of the seven PROMIS-29 scales and five of the six SF-36 subscales (physical, pain, social, vitality, depression and anxiety domains) were equated or linked. Correspondence tables between scores, with a 95% confidence interval, were established for each domain. A freely available Stata macro program was developed to automatize the equating or linking process.
    CONCLUSIONS: These results should facilitate comparisons across studies using the SF-36 and the PROMIS-29 in France. The equating or linking process developed is simple to implement and can be used in other countries and for other instruments.
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  • 文章类型: Journal Article
    我们在这项研究中的目的是提供自闭症谱系障碍儿童生活质量(QOLASD-C)量表的其他心理测量证据。我们使用Rasch建模来研究QOLASD-C功能,组成量表的项目的特征,以及基于性别和种族/族裔的ASD儿童亚组的项目功能。结果表明,QOLASD-C是一维的,符合地方独立假设,并测量生活质量(QOL)。项目显示出良好的拟合模型和良好的辨别能力低和高生活质量。大多数项目显示中等难度水平。根据儿童的性别和种族/民族,没有观察到不同的项目功能。讨论了对研究和实践的启示。
    Our purpose in this study was to provide additional psychometric evidence of the Quality of Life for Children with Autism Spectrum Disorder (QOLASD-C) scale. We used Rasch modeling to investigate the QOLASD-C functioning, the characteristics of the items comprising the scale, and the item functioning across subgroups of children with ASD based on gender and race/ethnicity. Results showed that QOLASD-C was unidimensional, met the local independence assumption, and measured quality of life (QOL). The items showed excellent fit to the model and good discriminating ability between low and high QOL. Most items showed a moderate difficulty level. No differential item functioning was observed based on children\'s gender and race/ethnicity. Implications for research and practice are discussed.
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  • 文章类型: Journal Article
    粮食不安全(FI)的“访问”维度由粮食不安全体验量表(FIES)直接衡量。当前的研究评估了FIES在孟加拉国农村地区测量FI的适当性,然后利用孟加拉国综合家庭调查(BIHS)数据评估FI患病率及其相关因素。使用Rasch建模方法调查了FIES的内部效度和FI的患病率。我们利用等同程序将研究结果校准到全球FIES参考量表,并确定了不同国家的FI患病率。FIES的外部效度是通过使用Spearman的rho相关性分析检查其与其他FI指标的关联来评估的。总体Rasch可靠性为0.84,FIES满足条件独立性和相等判别的Rasch模型假设,以及所有八个项目的拟合统计标准。所有FIES项目的Infit统计数据均在允许的范围内,表明内部有效性良好。然而,我们注意到“不能吃健康和营养的食物”项目的高级装备(>2),表明存在一些不寻常的反应模式。我们的分析发现FIES项目之间没有显著(>0.4)的相关性。我们还发现FIES和其他FI代理之间存在显著的相关性,例如,家庭饥饿量表(HHS),食物消费评分(FCS),和家庭饮食多样性评分(HDDS)。总的来说,孟加拉国农村地区中度或重度FI的患病率为18.92%.地理区域,获得电力,家庭所有权,获得卫生设施,牲畜所有权,家庭大小,教育水平,每月人均食品支出显着解释了FI的变化。我们的分析表明,FIES对孟加拉国农村地区的FI测量在内部和外部均有效。然而,FIES问题可能需要重新排序,以更准确地评估较低水平的FI,而“不能吃健康营养的食物”可能需要认知测试。
    \"Access\" dimension of Food insecurity (FI) is directly measured by the Food Insecurity Experience Scale (FIES). The current study assessed the appropriateness of the FIES for measuring FI in rural Bangladesh, followed by an assessment of FI prevalence and its correlates utilizing Bangladesh Integrated Household Survey (BIHS) data. The internal validity of the FIES and the prevalence of FI were investigated using the Rasch modeling approach. We utilized equating procedure to calibrate the study\'s result to the global FIES reference scale and determined FI prevalence rates that were comparable across countries. The external validity of the FIES was evaluated by examining its association with other FI measures using Spearman\'s rho correlation analysis. With an overall Rasch reliability of 0.84, the FIES met the Rasch model assumptions of conditional independence and equal discrimination, and as well as the fit statistics standards for all eight items. Infit statistics were within the allowed limit for all FIES items indicating good internal validity. However, we noted a high outfit (>2) for the \"unable to eat healthy and nutritious food\" item indicating the presence of some unusual response patterns. Our analysis found no significant (>0.4) correlation between FIES items. We also found a significant correlation between FIES and other FI proxies, e.g., the Household hunger scale (HHS), Food consumption score (FCS), and Household dietary diversity score (HDDS). Overall, the prevalence of moderate or severe FI was 18.92% in rural Bangladesh. Geographic areas, access to electricity, household ownership, access to sanitation, livestock ownership, family size, education level, and monthly per capita food expenditure significantly explained the variation in FI. Our analyses suggest that the FIES is internally and externally valid for FI measurement in rural Bangladesh. However, FIES questions may need to be reordered to more accurately evaluate lower levels of FI, and the item \"unable to eat healthy and nutritious food\" may need cognitive testing.
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  • 文章类型: Journal Article
    脑瘫(CP)儿童面临长期功能障碍。国际功能分类,已经提出了儿童和青年残疾与健康(ICF-CY),但是复杂的程序限制了临床应用的可行性和对健康程度的探索。本研究旨在建立基于ICF-CY的Mokken量表,然后通过推导的Rasch模型来估计心理测量属性。根据核心组中的“b”和“d”组件类别对150名CP儿童进行了评估。通过Mokken量表分析筛选二值化数据,并用于生成可靠的Rasch模型。最终模型的有效性通过人的能力,粗大运动功能分类系统(GMFCS)和总分。使用Mokken比例指导Rasch建模,我们可以参数化ICF-CY的属性,并实现对CP儿童的人能力的简单评估。
    Children with cerebral palsy (CP) are faced with long-term dysfunction. The International Classification of Functioning, Disability and Health for Children and Youth (ICF-CY) has been proposed but the complicated procedure limits the feasibility of clinical application and the exploration of health degrees. This study was aimed to establish a Mokken scale based on the ICF-CY for CP, and then to estimate psychometric properties through the derived Rasch model. 150 children with CP were assessed by the categories of \"b\" and \"d\" components in the core set. The binarized data was screened by the Mokken scale analysis and utilized for generating a reliable Rasch model. The validity of the final model was checked by the correlation between person ability, Gross Motor Function Classification System (GMFCS) and total scores. Using the Mokken scale to guide Rasch modeling, we can parameterize the properties of ICF-CY and realize the simple assessment of person abilities for children with CP.
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  • 文章类型: Journal Article
    有证据表明,与其他环境中开发的直接翻译工具相比,本地开发和/或改编的精神疾病筛查工具具有更高的有效性。我们在马里兰州县的一家地区医院对142名门诊患者进行了随机抽样,对当地开发的利比里亚患者进行了调查。利比里亚。在LDS中,七个项目显示模型拟合差,被排除在外,导致11项筛选器(LDS-11)。11项筛选器(LDS-11)的探索性因子分析显示了具有显着因子负荷的单个潜在变量结构。Cronbach的α显示出良好的内部一致性(α=0.81)。Rasch分析显示,“脑热”和“心脏倒下”是最难认可的痛苦习语,而“头脑中的事情”是最简单的。所有LDS-11元件均与功能损害升高相关,“事情在脑海中玩转,\"\"太担心了,\"\"头部受伤,\"和\"心脏切割/跳动快\"达到统计意义。PHQ-9L中的一项显示出较差的模型拟合度,并被排除在心理测量分析之外。由此得出的八个项目PHQ表现出内部一致性(α=0.76),Rasch分析表明,“移动/说话太慢/太快”是最难认可的项目,而“做事不开心”是最简单的。12个项目与功能损害显著相关。探索性分析揭示了证明在该人群中评估精神困扰的易用性和适当性的项目。需要进行实施研究,以将困扰和筛查者的成语纳入利比里亚的精神保健系统。
    Evidence suggests that locally developed and/or adapted screening tools for mental ill-health can have higher validity than directly translated tools developed in other settings. We administered the locally developed Liberian Distress Screener (LDS) and the Liberian-adapted Patient Health Questionnaire-9 (PHQ-9L) to a random sample of 142 outpatients at a regional hospital in Maryland County, Liberia. In the LDS, seven items demonstrated poor model fit and were excluded, resulting in an 11-item screener (LDS-11). Exploratory factor analysis of the 11-item screener (LDS-11) showed a single latent variable construct with significant factor loadings. Cronbach\'s alpha revealed good internal consistency (α = 0.81). Rasch analyses showed that \"brain hot\" and \"heart fall down\" were the most difficult idioms of distress to endorse while \"things playing on the mind\" was the easiest. All LDS-11 elements were associated with elevated function impairment, with \"things playing on the mind,\" \"worry too much,\" \"head is hurting,\" and \"heart cut/beat fast\" achieving statistical significance. One item in the PHQ-9L demonstrated poor model fit and was excluded from psychometric analyses. The resultant eight-item PHQ demonstrated internal consistency (α = 0.76) and Rasch analysis revealed that \"moving/talking too slowly/fast\" was the most difficult item to endorse, while \"not happy when doing things\" was the easiest. Twelve items were significantly associated with functional impairment. Exploratory analyses reveal items that demonstrate ease and appropriateness of use for assessing mental distress in this population. Implementation research is needed to incorporate idioms of distress and screeners into Liberia\'s mental healthcare system.
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  • 文章类型: Journal Article
    研究和流行研究通常使用九项问题赌博严重程度指数(PGSI;加拿大问题赌博指数中的Ferris和Wynne,2001)衡量老年人赌博问题的严重程度。然而,必须评估PGSI用于老年人的适当性,以确保对评分的准确解释.这项研究评估了使用Rasch模型方法赌博的老年人的PGSI,这在文献中还没有被研究过。来自Quinte纵向研究的数据(Wiiliams等人,“2006-2011年昆特赌博和问题赌博纵向研究”,昆特湾地区,加拿大安大略省(V28),2014)被利用,通过安大略省赌博研究交易所(GREO)访问。使用WINSTEPS。V5,Rasch评级量表模型应用于安大略省的老年人样本,加拿大(n=571,Mage=66,范围=60-80)评估:(1)各个PGSI项目与问题赌博的潜在潜在结构之间的维度和契合度;(2)项目和响应选项的效用;(3)性别之间的潜在差异项目功能(DIF)。使用较大的样本(N=3206,Mage=45,范围=18-80+),在三个年龄亚组中检查了DIF。结果支持PGSI的一维性和项目极性(rpm范围=0.42-0.85)。适应和装备统计数据显示三个项目的混合模型不适应。使用三个反应选项被认为是衡量的有效方法,但几乎总是不经常得到认可。模型-人分离度(1.00)和可靠性(0.50)较差,模型项分离度(6.12)和可靠性(0.97)优异。按性别划分,老年人之间没有显著的DIF。三项在老年人和年轻人之间显示出显著的DIF。讨论了改善PGSI以用于老年人的可能修改。
    Research and prevalence studies commonly use the nine-item Problem Gambling Severity Index (PGSI; Ferris and Wynne in The Canadian Problem Gambling Index, 2001) to measure problem gambling severity in older adults. However, the appropriateness of the PGSI for use with older adults must be evaluated to ensure accurate interpretation of scores. This study evaluated the PGSI with older adults that gamble using a Rasch model approach, which has not yet been examined in the literature. Data from the Quinte Longitudinal Study (Wiiliams et al. in The Quinte Longitudinal Study of Gambling and Problem Gambling 2006-2011, Bay of Quinte region, Ontario [Canada] (V28), 2014) were utilized, accessed through the Gambling Research Exchange of Ontario (GREO). Using WINSTEPS.V5, a Rasch rating scale model was applied to an older adult sample from Ontario, Canada (n = 571, Mage = 66, range = 60-80 +) to assess: (1) the dimensionality and fit between individual PGSI items and the underlying latent construct of problem gambling; (2) utility of items and response options; and (3) potential differential item functioning (DIF) between genders. Using a larger sample (N = 3206, Mage = 45, range = 18-80 +), DIF was examined across three age subgroups. Results supported unidimensionality of the PGSI and item polarity (rpm range = 0.42-0.85). Infit and outfit statistics showed mixed model misfit for three items. The use of three response options were deemed productive for measurement, but almost always was not frequently endorsed. Model-person separation (1.00) and reliability (0.50) were poor, and model-item separation (6.12) and reliability (0.97) were excellent. There was no significant DIF between older adults by gender. Three items showed significant DIF between older and younger adults. Possible modifications to improve the PGSI for use with older adults are discussed.
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  • 文章类型: Journal Article
    UNASSIGNED:本研究旨在完成国际功能分类的两项任务,残疾与健康(ICF)在中风患者中的应用:(1)通过简化的评估操作制作用于测量个人能力的ICF工具;(2)定量评估ICF类别的功能而不是残疾。
    UNASSIGNED:通过扩展的卒中综合ICF核心集,通过便利抽样对130例卒中住院患者进行了评估,改良的Rankin量表,并修改了Barthel指数(MBI)。这项研究使用Mokken量表分析和Rasch建模调查了对118项与中风相关的ICF项目(b和d领域分别有59项)的反应。
    UNASSIGNED:从二元数据中提取了具有47个项目的Mokken量表(1为无损害或轻度损害,0为中度至完全损害)。从Mokken量表得出具有45个项目的Rasch模型。可以获得转换图表,其中包括从0到100的原始序数分数到Rasch转换的分数(间隔量表)。总分与Rasch模型估计的个人能力高度相关。个人能力也显示出与MBI得分的显著强相关性。因此,这45项ICF项目被建议将潜在功能能力作为单一测量进行评分.
    UNASSIGNED:基于简单的“功能或禁用”判断任务,ICF评估可以简化为问卷,回答每个类别的“是或否”问题。可以通过本问卷的Rasch模型来估计每个人的功能水平和每个类别的功能难度。
    UNASSIGNED: This study aims to accomplish two tasks for International Classification of Functioning, Disability and Health (ICF) application among persons with stroke: (1) to make an ICF tool for measuring personal abilities with simplified assessment operations; (2) to quantitatively evaluate ICF categories for being functioning rather than being disabled.
    UNASSIGNED: A total of 130 inpatients with stroke via convenience sampling were evaluated by the extended comprehensive ICF core set for stroke, modified Rankin scale, and modified Barthel index (MBI). This study investigated the responses to 118 stroke-related ICF items (59 items in b and d domains individually) using Mokken scale analysis followed with Rasch modeling.
    UNASSIGNED: A Mokken scale with 47 items was extracted from the binary data (1 as no-impairment or mild-impairment and 0 as moderate to complete impairment). A Rasch model with 45 items was derived from the Mokken scale. The conversion chart was available involving the original ordinal scores to Rasch-transformed scores from 0 to 100 (interval scale). Total scores exhibited a high correlation with the personal abilities estimated by the Rasch model. The personal ability also demonstrated a significantly strong correlation with the score of the MBI. Thus, the 45 ICF items were suggested to rate potential functional ability as a single measurement.
    UNASSIGNED: Based on simple \"functioning or disabled\" judgment tasks, ICF assessment can be simplified to a questionnaire with answering \"yes-or-no\" questions for each category. Functioning level for each person and difficulty of being functioning for each category can be estimated by the Rasch model of this questionnaire.
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  • 文章类型: Journal Article
    正念注意意识量表(MAAS)是衡量倾向正念的引用最多的工具。然而,其有效性的某些方面仍在辩论中。我们旨在评估有效性证据的不同来源(即,响应过程,内容,内部结构,可靠性,以及与外部变量的关系)使用Rasch建模的西班牙语参与者样本(N=812)中的MAAS分数。这些物品形成了基本上一维的结构,项目层次结构与以前的可比研究相似,这些项目有很好的针对性,沿建筑的人员排序是足够的。此外,基于冥想练习,四个年龄组和三组的测量是不变的,并如预期的那样与各种福祉变量相关。总之,我们的研究结果支持在我们的西班牙语参与者样本中,将MAAS评分解释为正念的衡量标准.应该测试任何其他特定的推断。
    The Mindful Attention Awareness Scale (MAAS) is the most cited instrument to measure dispositional mindfulness. However, some aspects of its validity are still under debate. We aimed to assess different sources of validity evidence (i.e., response processes, content, internal structure, reliability, and relations with external variables) of the MAAS scores in a sample of Spanish-speaking participants (N = 812) applying Rasch modeling. The items formed an essentially unidimensional structure, the item hierarchy was similar to that of previous comparable studies, the items were well targeted, and the ordering of persons along the construct was adequate. Moreover, measures were invariant across four age groups and three groups based on meditation practice, and correlated as expected with a variety of well-being variables. In sum, our findings supported the interpretation of MAAS scores as a measure of mindfulness in our sample of Spanish-speaking participants. Any other specific inference should be tested.
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  • 文章类型: Journal Article
    2019年12月9日,临床与经济评论研究所(ICER)发布了最终证据报告,以确定口服司马鲁肽(NovoNordisk)对2型糖尿病(T2DM)的价值。本报告的一个关键要素是基于NHANES糖尿病受访者的小样本开发终身成本效益微观模拟模型。该模型对比了目前T2DM抗高血糖治疗中添加的口服司马鲁肽。该模型的目的是估计结果,包括获得的生命年(LYs),获得的等值寿命年(evLYG)的估计值,获得了QALY,临床事件,避免的主要不良心血管事件(MACE)的成本和每个干预措施在整个生命周期内的总费用.先前的《药房创新》评论提供了对ICER建模框架的详细评论。虽然此模型不同于以前的ICER模型,结果仍然是一个框架,构建了一个所谓的证据库,未能通过划界测试。最好将其描述为伪科学。该模型创建,通过假设,一个虚构的世界。ICER对口服司马鲁肽的要求不应受到卫生保健决策者的重视。本评论的目的是指出模型的局限性,特别是对所采用的效用指标的参考,由此产生的质量调整寿命年(QALYs)索赔以及随之而来的价格折扣和负担能力建议。
    On 9 December2019, the Institute for Clinical and Economic Review (ICER) released its final evidence report to establish the value of oral semaglutide (Novo Nordisk) for Type 2 diabetes (T2DM). A key element in this report was the development of a lifetime cost effectiveness microsimulation model based on a small sample of NHANES diabetes respondents. The model contrasted oral semaglutide added to current antihyperglycemic treatment for T2DM. The purpose of the model was to estimate outcomes that included life years (LYs) gained, an estimate of equal value life years gained (evLYGs), QALYs gained, clinical events, cost per major adverse cardiovascular events (MACE) avoided and total costs for each intervention over a lifetime time horizon. Previous commentaries in INNOVATTIONS in Pharmacy have provided detailed critiques of the ICER modeling framework. While this model differs from previous ICER models, the result is still a framework that constructs a so-called evidence base that fails the demarcation test. It is best described as pseudoscience. The model creates, by assumption, an imaginary world. The claims made for oral semaglutide by ICER should not be taken seriously by health care decision makers. The purpose of this commentary is to point to the limitations of the model with particular reference to the utility metrics employed, the resulting claims for quality adjusted life years (QALYs) and consequent recommendations for price discounting and affordability.
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