Quantitative methods

定量方法
  • 文章类型: Journal Article
    人类肠道微生物群是指共生存在于人类肠道系统中的多种微生物群落。改变的微生物群落与许多人类病理有关。然而,在实践中缺乏快速有效的方法来评估肠道微生物群特征.为了解决这个问题,我们建立了一个包含45个定量实时聚合酶链反应(qPCR)检测方法的评估系统,这些方法针对人群中患病率和/或丰度较高的肠道核心微生物。通过比较基因组分析,我们为45种核心微生物中的31种选择了新的物种特异性遗传标记和引物,这些核心微生物没有先前报道的特异性引物或其引物的特异性需要改进.我们全面评估了qPCR检测的性能,并证明它们显示出良好的灵敏度,选择性,和每个目标的定量线性。这些靶标的基因组DNA的检测限范围为0.1至1.0pg/µL。我们还证明了qPCR方法和宏基因组学下一代测序(mNGS)方法在分析22个人类粪便样品中选定细菌的丰度方面的高度一致性(Pearson'sr=0.8688,P<0.0001)。此外,我们使用qPCR定量了14个个体中这些核心微生物的动态变化(超过8周),大多数参与者都表现出相当大的稳定性,尽管存在显著的个体差异。总的来说,这项研究能够简单快速地定量人体肠道中的45种核心微生物,提供了一个有前途的工具来了解肠道核心微生物群在人类健康和疾病中的作用。关键点:•开发了一组原始qPCR测定以量化人类肠道核心微生物。•使用真实粪便样品评价qPCR测定并与mNGS比较。•该方法用于动态地描绘个体中的肠道核心微生物群。
    The human gut microbiota refers to a diverse community of microorganisms that symbiotically exist in the human intestinal system. Altered microbial communities have been linked to many human pathologies. However, there is a lack of rapid and efficient methods to assess gut microbiota signatures in practice. To address this, we established an appraisal system containing 45 quantitative real-time polymerase chain reaction (qPCR) assays targeting gut core microbes with high prevalence and/or abundance in the population. Through comparative genomic analysis, we selected novel species-specific genetic markers and primers for 31 of the 45 core microbes with no previously reported specific primers or whose primers needed improvement in specificity. We comprehensively evaluated the performance of the qPCR assays and demonstrated that they showed good sensitivity, selectivity, and quantitative linearity for each target. The limit of detection ranged from 0.1 to 1.0 pg/µL for the genomic DNA of these targets. We also demonstrated the high consistency (Pearson\'s r = 0.8688, P < 0.0001) between the qPCR method and metagenomics next-generation sequencing (mNGS) method in analyzing the abundance of selected bacteria in 22 human fecal samples. Moreover, we quantified the dynamic changes (over 8 weeks) of these core microbes in 14 individuals using qPCR, and considerable stability was demonstrated in most participants, albeit with significant individual differences. Overall, this study enables the simple and rapid quantification of 45 core microbes in the human gut, providing a promising tool to understand the role of gut core microbiota in human health and disease. KEY POINTS: • A panel of original qPCR assays was developed to quantify human gut core microbes. • The qPCR assays were evaluated and compared with mNGS using real fecal samples. • This method was used to dynamically profile the gut core microbiota in individuals.
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  • 文章类型: Journal Article
    简介:近年来,委内瑞拉人的移民人数显着增加。这项研究的目的是确定与居住在秘鲁的委内瑞拉移民妇女获得避孕药具相关的因素。方法:使用第二次委内瑞拉秘鲁居民调查的数据进行了探索性横断面研究。获得避孕药具(是/否)被确定为因变量。对复杂样本进行了泊松回归模型,报告了粗(PRc)和校正(PRa)患病率。结果:共有3617名流动妇女被分析,50.12%的人报告获得避孕药具。与更多获得避孕药具相关的因素包括20至29岁,受过大学教育,COVID-19检疫申报后的进入期与获得避孕药具的机会减少相关.结论:委内瑞拉移民应向所有人提供避孕药具,因为这是秘鲁的免费服务。此外,应从基础教育或中学水平提供教育和计划生育,以防止将来意外怀孕。无论进入秘鲁的时间如何,都应提供完整的保险。
    Introduction: The emigration of Venezuelans has seen a significant increase in recent years. The aim of this study was to identify factors associated with access to contraceptives in migrant women from Venezuela residing in Peru. Methods: An exploratory cross-sectional study was conducted using data from the Second Survey of the Venezuelan Population Residing in Peru. Access to contraceptives (yes/no) was established as the dependent variable. A Poisson regression model was performed for complex samples, and crude (PRc) and adjusted (PRa) prevalence ratios were reported. Results: A total of 3617 migrant women were analyzed, with 50.12% reporting access to contraceptives. Factors associated with greater access to contraceptives included being between 20 to 29 years old, having a university education, the entry period after the declaration of COVID-19 quarantine was associated with lower access to contraceptives. Conclusions: Access to contraceptives for Venezuelan migrants should be provided to all, as it is a free service in Peru. Additionally, education and family planning should be provided from the basic or middle school level to prevent unintended pregnancies in the future. Complete coverage should be provided regardless of the time of entry into Peru.
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  • 文章类型: Journal Article
    目的:探索:a)学生感知压力,社会支持和对他们最初临床安置的满意度;b)确定感知压力之间的关系,社会支持和学生对初始临床安置的满意度。
    背景:临床实习是塑造未来护理专业人员的核心要素。学生对临床实习的满意度会影响他们的学习成果和继续学习的意图。学生在临床实习期间经历来自各种来源的压力,并发现社会支持可以减轻他们的压力。然而,很少有研究解决感知压力之间的关联,社会支持和对初始临床安置的满意度。
    方法:定量横断面研究。
    方法:参与者包括在最初的临床实习期间在以色列中央大学注册的165s年护理专业学生。数据是在2022年12月至2023年2月之间使用在线问卷收集的,该问卷包含四个部分:个人信息,感知到的社会支持,感知压力和对临床安置的满意度。
    结果:发现学生的感知压力与他们的临床指导者的满意度(r=-0.47,p<0.001)和他们的临床位置(r=-0.47,p<0.001)呈负相关。发现对临床安置的满意度和对临床指导者的满意度之间存在正相关(r=0.67,p<0.001)。根据社会人口统计学特征,感知压力和社会支持存在显着差异。学生感知到的压力,来自家人和朋友的社会支持以及对临床指导员的满意度解释了他们对最初的临床实习满意度的54%。
    结论:临床指导者和护士教育者是学生最初临床经验的核心。建议他们评估学生在临床环境中的感知压力,将减压策略纳入课程,并鼓励学生转向各种社会支持来源。这些可以促进学生的满意度和学习的成功。
    OBJECTIVE: To explore: a) students\' perceived stress, social support and satisfaction with their initial clinical placement; and b) identify the relationship between perceived stress, social support and student\'s satisfaction with their initial clinical placement.
    BACKGROUND: Clinical placements are a central element in shaping future nursing professionals. Students\' satisfaction with clinical placements influences their learning outcomes and intention to continue their studies. Students experience stress from various sources during their clinical placements and social support has been found to moderate their stress. However, there is a paucity of studies addressing the associations between perceived stress, social support and satisfaction with the initial clinical placement.
    METHODS: Quantitative cross-sectional study.
    METHODS: Participants included 165s-year nursing students enrolled in the bachelor\'s program at a central university in Israel during their initial clinical placement. Data were collected between December 2022 and February 2023 using an online questionnaire that contained four parts: personal details, perceived social support, perceived stress and satisfaction with clinical placement.
    RESULTS: Students\' perceived stress was found to be negatively correlated to satisfaction with their clinical instructor (r = -0.47, p < 0.001) and with their clinical placement (r = -0.47, p < 0.001). Positive associations were found between satisfaction with the clinical placement and satisfaction with the clinical instructor (r = 0.67, p < 0.001). Significant differences were found in perceived stress and social support according to sociodemographic characteristics. Students perceived stress, social support from family and friends and satisfaction with their clinical instructor explained 54% of their satisfaction with their initial clinical placements.
    CONCLUSIONS: Clinical instructors and nurse educators are central to students\' initial clinical experience. It is recommended that they assess students\' perceived stress in the clinical environment, integrate stress reduction strategies into the curriculum and encourage students to turn to various sources for social support. These can promote students\' satisfaction and success in their studies.
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  • 文章类型: Journal Article
    目标:研究人口历史事件中的孤独感和社会隔离可能会揭示有关年龄差异的重要理论问题,包括这些差异是否存在于不同的地区,以及事件展开的时间过程。我们使用了一个系统的,4项研究(总N=1,307;总观察值=18,492)的协调数据分析(CDA)的预先注册方法在设计上有所不同(密集重复测量和横截面),区域,定时,和COVID-19大流行第一年的时间尺度。
    方法:我们将我们的数据集统一到2020-2021年的一个共同时期,并创建了一组共同的变量。我们使用了普通最小二乘回归和多水平建模的组合来解决在社会孤立和孤独之间的关联中存在人与人之间差异的程度,以及这些关联是否随着年龄的变化而变化。
    结果:在一项研究中,社交互动的人与人之间的影响与孤独呈负相关;在后续敏感性分析中,这些模式在大流行的早期和后期都保持不变。在所有数据集中,没有证据表明社会交往和孤独感的人内或人之间关联存在年龄差异.
    结论:应用CDA方法学框架使我们能够发现样本中社会互动和孤独感的共同和不同模式,年龄,regions,perments,和研究设计。
    OBJECTIVE: Examining loneliness and social isolation during population-wide historical events may shed light on important theoretical questions about age differences, including whether these differences hold across different regions and the timecourse of the unfolding event. We used a systematic, preregistered approach of coordinated data analysis (CDA) of four studies (total N = 1,307; total observations = 18,492) that varied in design (intensive repeated-measures and cross-sectional), region, timing, and timescale during the first year of the COVID-19 pandemic.
    METHODS: We harmonized our datasets to a common period within 2020-2021 and created a common set of variables. We used a combination of ordinary least squares regression and multilevel modeling to address the extent to which there was within- and between-person variation in the associations between social isolation and loneliness, and whether these associations varied as a function of age.
    RESULTS: Within- and between-person effects of social interactions were negatively associated with loneliness in one study; in follow-up sensitivity analyses, these patterns held across early and later pandemic periods. Across all datasets, there was no evidence of age differences in the within-person or between-person associations of social interactions and loneliness.
    CONCLUSIONS: Applying the CDA methodological framework allowed us to detect common and divergent patterns of social interactions and loneliness across samples, ages, regions, periods, and study designs.
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  • 文章类型: Journal Article
    这项混合方法研究使用在线横断面调查来探索533名患有子宫内膜异位症疼痛的成年澳大利亚女性的观点,以及它们与生物心理社会因素的关系。构建了四个主题:主要主题,“耻辱和变化”反映了女性被解雇的经历,并希望像往常一样扭转疼痛的叙述。一些妇女强调自我教育和自我倡导以影响变化,反映“自我授权”的主题。参与者描述了子宫内膜异位症的“衰弱影响”和“医疗保健不足”的持久困难,反映主题三和四。分析表明,社会支持的类型可能会影响子宫内膜异位症的感知结果。分层回归分析表明,生物心理社会因素与主题之间的显着关系太少,无法指示有意义的模式,而没有共同方法差异的风险。未来的研究应该探索社会支持和干预措施的影响,这些措施可以发展参与者的自主性和从业者的能力和知识,随着时间的推移使用特定疾病的措施。
    This mixed-methods study used an online cross-sectional survey to explore perspectives of 533 adult Australian women living with endometriosis pain, and their relationship with biopsychosocial factors. Four themes were constructed: The primary theme, \'Stigma and change\' reflected women\'s experience of dismissal, and the wish to reverse the narrative of pain as normal. Some women emphasised self-education and self-advocacy to affect change, reflecting the theme \'self-empowerment\'. Participants described the \'debilitating impact\' of endometriosis and the enduring difficulty of \'inadequate healthcare\', reflecting themes three and four. Analysis indicated type of social support may impact perceived outcomes for endometriosis. Hierarchical regression analyses indicated too few significant relationships between biopsychosocial factors and themes to indicate meaningful patterns without risk of common method variance. Future research should explore the influence of social support and interventions which develop participant autonomy and practitioner competence and knowledge, using disease-specific measures over time.
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  • 文章类型: Journal Article
    个体异质性和区分准确性的交叉多层次分析(I-MAIHDA)是一种研究不等式的创新方法,包括健康方面的交叉不平等,疾病,社会心理,社会经济,和其他结果。与传统的单水平回归分析相比,I-MAIHDA和相关的MAIHDA方法具有概念和方法上的优势。通过研究由许多相互联系的边缘化和压迫系统产生的不平等,通过解决传统分析中研究相互作用的许多局限性,交叉MAIHDA提供了一个有价值的社会流行病学分析工具,健康心理学,精准医学和公共卫生,环境正义,和超越。该方法允许估计交叉地层之间的平均差异(地层不等式),深入探索相互作用效应,以及阶层内部和阶层之间个体结果的总个体差异(异质性)的分解。进行和解释MAIHDA模型的具体建议分散在新兴的文献中。我们将这些知识整合为可访问的概念和应用教程,用于研究连续和二元个体结果。我们在插图中强调了I-MAIHDA,然而,本教程也有助于理解相关的方法,例如多战略MAIHDA,已被提议用于临床研究和超越。本教程将为希望进行自己的分析的读者以及有兴趣扩展对该方法的理解的读者提供支持。为了证明方法论,我们提供分步分析建议,并使用模拟数据提供说明性的健康应用.我们提供数据和语法来复制我们所有的分析。
    Intersectional multilevel analysis of individual heterogeneity and discriminatory accuracy (I-MAIHDA) is an innovative approach for investigating inequalities, including intersectional inequalities in health, disease, psychosocial, socioeconomic, and other outcomes. I-MAIHDA and related MAIHDA approaches have conceptual and methodological advantages over conventional single-level regression analysis. By enabling the study of inequalities produced by numerous interlocking systems of marginalization and oppression, and by addressing many of the limitations of studying interactions in conventional analyses, intersectional MAIHDA provides a valuable analytical tool in social epidemiology, health psychology, precision medicine and public health, environmental justice, and beyond. The approach allows for estimation of average differences between intersectional strata (stratum inequalities), in-depth exploration of interaction effects, as well as decomposition of the total individual variation (heterogeneity) in individual outcomes within and between strata. Specific advice for conducting and interpreting MAIHDA models has been scattered across a burgeoning literature. We consolidate this knowledge into an accessible conceptual and applied tutorial for studying both continuous and binary individual outcomes. We emphasize I-MAIHDA in our illustration, however this tutorial is also informative for understanding related approaches, such as multicategorical MAIHDA, which has been proposed for use in clinical research and beyond. The tutorial will support readers who wish to perform their own analyses and those interested in expanding their understanding of the approach. To demonstrate the methodology, we provide step-by-step analytical advice and present an illustrative health application using simulated data. We provide the data and syntax to replicate all our analyses.
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  • 文章类型: Journal Article
    花青素,黄酮类化合物的一个子类,以其鲜艳的颜色和促进健康的特性而闻名,在营养科学和食品工业中至关重要。这篇综述文章深入研究了食品基质中花青素检测和定量的分析方法,比较定量和局部技术。定量方法,包括高效液相色谱(HPLC)和质谱(MS),提供单个花青素的精确定量和分析,但需要样品破坏,限制其在连续质量控制中的使用。局部方法,如近红外光谱(NIR)和高光谱成像,提供快速,在不损害样品完整性的情况下进行原位分析,理想的现场食品质量评估。这篇综述强调了色谱技术的进步,特别是超高效液相色谱(UHPLC)与现代检测器,提高花色苷分析的分辨率和速度。它还强调了局部技术在食品工业中的效率和最少的样品制备的重要性。通过检查两个分析领域的优势和局限性,本文旨在阐明当前的挑战和未来的进步,为改善食品中花青素的分析提供未来研究方向的见解。
    Anthocyanins, a subclass of flavonoids known for their vibrant colors and health-promoting properties, are pivotal in the nutritional science and food industry. This review article delves into the analytical methodologies for anthocyanin detection and quantification in food matrices, comparing quantitative and topical techniques. Quantitative methods, including High-performance Liquid Chromatography (HPLC) and Mass Spectrometry (MS), offer precise quantification and profiling of individual anthocyanins but require sample destruction, limiting their use in continuous quality control. Topical approaches, such as Near-infrared Spectroscopy (NIR) and hyperspectral imaging, provide rapid, in situ analysis without compromising sample integrity, ideal for on-site food quality assessment. The review highlights the advancements in chromatographic techniques, particularly Ultra-high-performance Liquid Chromatography (UHPLC) coupled with modern detectors, enhancing resolution and speed in anthocyanin analysis. It also emphasizes the growing importance of topical techniques in the food industry for their efficiency and minimal sample preparation. By examining the strengths and limitations of both analytical realms, this article aims to shed light on current challenges and prospective advancements, providing insights into future research directions for improving anthocyanin analysis in foods.
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  • 文章类型: Journal Article
    背景:数据清理是在正式统计分析之前执行的一系列程序,目的是减少数据集中的误差值数量,提高后续分析的整体质量。一些研究报告指南建议纳入数据清理程序;然而,关于如何执行这些程序,几乎没有实际指导。
    目的:本文旨在为如何执行和报告严格的数据清理程序提供实践指导。
    方法:确定了先前提出的数据质量框架,并用于促进对数据清理程序的描述和解释。更广泛的数据清理过程被分解为离散任务,以创建数据清理清单。还提供了使用来自澳大利亚和新西兰重症监护协会成人患者数据库的数据对先前研究进行各种任务的示例。
    结果:根据框架中描述的四个数据质量领域对数据清理任务进行了描述和分组:数据完整性,一致性,完整性,和准确性。所描述的任务包括创建数据字典、检查多个变量之间值的一致性,量化和管理缺失的数据,以及异常值的识别和管理。数据清理任务清单提供了数据清理过程各个方面的实用摘要,并将在将来帮助临床医生研究人员执行此过程。
    结论:数据清理是任何统计分析不可或缺的一部分,有助于确保研究结果的有效性和可重复性。使用数据清理任务检查表将有助于进行严格的数据清理过程,目的是提高未来研究的质量。
    BACKGROUND: Data cleaning is the series of procedures performed before a formal statistical analysis, with the aim of reducing the number of error values in a dataset and improving the overall quality of subsequent analyses. Several study-reporting guidelines recommend the inclusion of data-cleaning procedures; however, little practical guidance exists for how to conduct these procedures.
    OBJECTIVE: This paper aimed to provide practical guidance for how to perform and report rigorous data-cleaning procedures.
    METHODS: A previously proposed data-quality framework was identified and used to facilitate the description and explanation of data-cleaning procedures. The broader data-cleaning process was broken down into discrete tasks to create a data-cleaning checklist. Examples of the how the various tasks had been undertaken for a previous study using data from the Australia and New Zealand Intensive Care Society Adult Patient Database were also provided.
    RESULTS: Data-cleaning tasks were described and grouped according to four data-quality domains described in the framework: data integrity, consistency, completeness, and accuracy. Tasks described include creation of a data dictionary, checking consistency of values across multiple variables, quantifying and managing missing data, and the identification and management of outlier values. The data-cleaning task checklist provides a practical summary of the various aspects of the data-cleaning process and will assist clinician researchers in performing this process in the future.
    CONCLUSIONS: Data cleaning is an integral part of any statistical analysis and helps ensure that study results are valid and reproducible. Use of the data-cleaning task checklist will facilitate the conduct of rigorous data-cleaning processes, with the aim of improving the quality of future research.
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  • 文章类型: Journal Article
    从事工作与晚年的认知健康有重要关联,然而,对于夏威夷原住民和其他太平洋岛民(NHPI)老年人之间的这种关联知之甚少。这项研究评估了该人群中各种工作特征与记忆问题之间的关联。
    使用2014年夏威夷原住民和太平洋岛民国家健康访谈调查(NHPINHIS)的数据,研究问题是在50岁以上的人群中进行的。
    参与工作,某些职业类型(例如,文书或专业职业与蓝领工作相比),和当前/最近的工作,也是持有时间最长的工作与较低的几率有记忆问题。
    研究结果表明,工作特征和从事工作的机会是预防以后生活中记忆问题的重要考虑因素。由于NHPI人口比其他群体更早经历认知健康差距,以工作参与和文化相关环境为重点的及时干预需要进一步调查。
    UNASSIGNED: Engagement in work has an important association with cognitive health in later life, yet little is known about this association among Native Hawaiian and other Pacific Islander (NHPI) older adults. This study assesses the associations between various work characteristics and memory problems among this population.
    UNASSIGNED: Using data from the 2014 Native Hawaiian and Pacific Islander National Health Interview Survey (NHPI NHIS), the research question was explored among those who were aged 50+.
    UNASSIGNED: Engagement in work, certain occupation types (e.g., clerical or professional occupations compared to blue-collar jobs), and the current/most recent job that is also the longest job held were associated with lower odds of having memory problems.
    UNASSIGNED: The study\'s results suggest that work characteristics and opportunities to engage in work are important considerations in preventing memory problems in later life. As the NHPI population experiences cognitive health disparities earlier than other groups, timely interventions that focus on work engagement and a culturally relevant environment require further investigation.
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  • 文章类型: Journal Article
    技术接受模型(TAM)尚未应用于技术环境之外,尽管其广泛应用。这项研究将TAM扩展到消费品,并使用茶水作为消费品的代理来验证概念化的消费品接受模型(CGAM)。采用基于配额样本的探索性研究方法对CGAM进行调整和测试,表明调整后的CGAM及其措施是可靠和有效的,因此支持将TAM扩展到非技术环境是可能的假设。根据数据收集情况对结果进行了讨论,这是基于横截面设置,假设消费者对商品的了解,并根据假设强制回答。结果表明,尽管外生变量发生了重大变化,感知有用性(PU)和感知易用性(PEOU)之间的方差水平差异符合TAM3。因此,PU是行为意图(BI)的最强预测因子,支持影响PU的结构选择。这也表明有用性大于易用性。研究结果表明,每个变量类别对PU和PEOU都有有利的影响。具体来说,认知工具过程(CIP)和价值相关方面(VRA)是PU的重要预测因子,其中CIP是最关键的驱动因素,强调消费者行为是由与生活方式相关的因素驱动的,趋势,和价格。VRA_1对PU的影响最强,强调功能成分的高潜力,如维生素。此外,结果表明,锚定变量比调整变量对PEOU的影响更大,强调享受和放纵消费品的重要性,尤其是去茶。这些发现表明,经过实证检验和调整的CGAM为衡量消费品的接受度和确定关键驱动因素提供了坚实的基础。
    The technology acceptance model (TAM) has not been applied beyond the technological context, despite its widespread applications. This study extends the TAM to consumer goods and validates the conceptualised consumer goods acceptance model (CGAM) using tea-to-go as a proxy for consumer goods. An exploratory research approach based on a quota sample is used to adjust and test the CGAM, showing that the adjusted CGAM and its measures are reliable and valid, thus supporting the hypothesis that extending the TAM to a non-technological context is possible. The results are discussed in light of the data collection, which is based on a cross-sectional setting, assuming consumers\' knowledge of the good and forcing answers based on assumptions. The results show that despite major changes to the exogenous variables, the difference in variance levels between perceived usefulness (PU) and perceived ease of use (PEOU) is in accordance with TAM 3. Thus, PU is the strongest predictor of behavioural intention (BI), supporting the choice of constructs influencing PU. This also indicates that usefulness outweighs ease of use. The findings demonstrate that each variable category has a favourable influence on PU and PEOU. Specifically, cognitive instrumental processes (CIP) and value-related aspects (VRA) are significant predictors of PU, whereas CIP is the most critical driver, highlighting that consumer actions are driven by factors correlated with lifestyle, trends, and price. VRA_1 had the strongest impact on PU, accentuating the high potential of functional ingredients, such as vitamins. Furthermore, the results show that the anchor variables have a stronger impact on PEOU than the adjustment variables, emphasising the importance of enjoyment and indulgence in consumer goods, especially tea-to-go. These findings show that the empirically tested and adjusted CGAM provides a solid basis for measuring the acceptance of consumer goods and identifying key drivers.
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