967 resultados para Parallel factor analysis


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This paper reports the possibility of producing cellulose nanofiber from softwood pulp using a simple ball milling technique under ambient pressure and at room temperature. The effects of milling conditions including the ball-to-cellulose mass ratio, milling time, ball size and alkaline pretreatment were investigated. It was found that milling-ball size should be carefully selected for producing fibrous morphologies instead of particulates. Milling time and ball-to-cellulose mass ratio were also found important to control the fiber morphology. Alkali pre-treatment helped in weakening hydrogen bonds between cellulose fibrils and removing small particles, but with the risks of damaging the fibrous morphology. In a typical run, cellulose nanofiber with an average diameter of 100 nm was obtained using soft mechanical milling conditions using cerium-doped zirconia balls of 0.4–0.6 mm in diameter within 1.5 h without alkaline pretreatment.

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Despite many studies of family presence during resuscitation, no validated tool exploring the attitudes and beliefs of healthcare staff towards family presence has been published. The aim of this paper is to describe the development of a tool to accurately measure the attitudes and beliefs of emergency department staff towards family presence in the deteriorating adult patient, present the results of validity and reliability testing, and present the final validated tool. Twenty-nine items were developed, informed by themes from the literature and unvalidated published tools related to family presence during resuscitation. The tool was piloted on a sample of 68 emergency nursing and medical staff. Content validity and face validity were established using feedback from participants. Reliability was established by unidimensionality, exploratory factor analysis and internal consistency. Sixteen items were deleted from the original tool due to low item-to-total correlations and low communalities. Exploratory factor analysis of the remaining items revealed four factors with acceptable correlation coefficients and appropriate explanation of variance. Cronbach's alpha for each factor was >0.7 indicating a high degree of internal consistency. The four factors were labelled and arranged in a logical order to form the final tool, the Emergency Department Family Presence Survey.

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This research sought to assess the reliability and validity of Raylu and Oei's (2004) widely used Gambling Related Cognitions Scale (GRCS). Two samples were used in this study. In the 'teenage sample,' 2,000 teenagers, aged 15-19, completed a web-based survey containing questions related to a host of gambling-related issues, including GRCS. The 'university sample' comprised of 764 international students and 836 domestic students sampled from three universities in Australia. Our research used the same items as those utilized by Raylu and Oei (2004). After our exploratory factor analysis of the scale items yielded two factors for both samples, we tried to fit the five-factor model of GRCS to both datasets. Despite trying various approaches to achieve model fit, our data did not provide any evidence of the five factors underlying GRCS. However, the scale exhibited excellent concurrent validity and internal reliability across both samples. This research corroborates Taylor et al.'s (2013) suggestion that external independent validation of the GRCS is needed before it can be applied for diagnosis or treatment purposes, particularly among younger people.

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The practice of comparing nations on subjective wellbeing (SWB) is becoming commonplace, with many countries ranked by economists and social scientists alike according to average levels of SWB based on survey responses. Such large, multi-national population surveys have the potential to generate insights into the causes and correlates of SWB within different cultural groups, as well as inform policy regarding how to improve the wellbeing of citizens. At the heart of these large-scale research endeavors are SWB measures that function equivalently between the various participating cultural groups. For this reason, it is concerning that their remains a paucity of research that supports measurement equivalence for many SWB instruments commonly employed. Thus, it remains unclear whether variations in SWB across cultures reflect true differences, or whether these differences reflect measurement biases (e.g., response bias inherent within a particular cultural group). The aim of this study was to examine the psychometric equivalence of the Personal Wellbeing Index–School Children (PWI-SC) in convenience samples of Australian and Portuguese adolescents using multiple-group confirmatory factor analysis. Participants comprising the Australian sample were 1104 Victorian high-school students aged between 12 and 19 years (M = 14.42, SD = 1.63). Participants comprising the Portuguese sample were 573 high-school students living in Portugal aged between 12 and 18 years (M = 14.32, SD = 1.72). The results demonstrated strict factorial invariance between both versions of the PWI-SC, suggesting that this scale measures the same underlying construct in both samples. Moreover, these findings provide preliminary support for quantitative comparisons between Australian and Portuguese adolescents on the SWB variable as valid.

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Autism Spectrum Disorder (ASD) is growing at a staggering rate, but, little is known about the cause of this condition. Inferring learning patterns from therapeutic performance data, and subsequently clustering ASD children into subgroups, is important to understand this domain, and more importantly to inform evidence-based intervention. However, this data-driven task was difficult in the past due to insufficiency of data to perform reliable analysis. For the first time, using data from a recent application for early intervention in autism (TOBY Play pad), whose download count is now exceeding 4500, we present in this paper the automatic discovery of learning patterns across 32 skills in sensory, imitation and language. We use unsupervised learning methods for this task, but a notorious problem with existing methods is the correct specification of number of patterns in advance, which in our case is even more difficult due to complexity of the data. To this end, we appeal to recent Bayesian nonparametric methods, in particular the use of Bayesian Nonparametric Factor Analysis. This model uses Indian Buffet Process (IBP) as prior on a binary matrix of infinite columns to allocate groups of intervention skills to children. The optimal number of learning patterns as well as subgroup assignments are inferred automatically from data. Our experimental results follow an exploratory approach, present different newly discovered learning patterns. To provide quantitative results, we also report the clustering evaluation against K-means and Nonnegative matrix factorization (NMF). In addition to the novelty of this new problem, we were able to demonstrate the suitability of Bayesian nonparametric models over parametric rivals.

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Investigated are the decision-making styles of Australian consumers for everyday products. Specifically, the applicability of Sproles and Kendall's Consumer Styles Inventory (CSI) is examined in relation to the purchase of everyday products. Based on a sample of 214 respondents who had recently purchased a confectionery product, exploratory and confirmatory factor analysis is used to validate the CSI. Six decision-making styles are retained from the original CSI ('perfectionist, high quality', 'confused by over-choice', 'impulsive', 'habitual/brand loyal', 'novelty/fashion', and 'recreation conscious') and one new decision-making style is developed ('rational, price conscious'). Marketing and managerial implications are discussed.

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Consumer support for pro environmental food policies and food purchasing are important for the adoption of successful environmental policies. This paper examines consumers' views of food policy options as their predisposition to purchase pro environmental foods along with their likely demographic, educational and cognitive antecedents including food and environmental concerns and universalism values (relating to care for others and the environment). An online survey to assess these constructs was conducted among 2204 Australian adults in November 2011. The findings showed strong levels of support for both environmental food policies (50%-78% support) and pro environmental food purchasing (51%-69% intending to purchase pro environmental foods). Confirmatory factor analysis and structural equation modelling showed that different cognitive mediators exist along pathways between demographics and the two outcome variables. Support for food policy was positively related to food and environment concerns (std. Beta = 0.25), universalism (0.41), perceived control (0.07), and regulatory issues (0.64 but negatively with food security issues (-0.37). Environment purchasing intentions were positively linked to food and nutrition concerns (0.13), food and environment concerns (0.24), food safety concerns (0.19), food and animal welfare concerns (0.16), universalism (0.25), female gender (0.05), education (0.04), and perceived influence over the food system (0.17). In addition, health study in years 11 and 12 was positively related to the beginning of both of these pathways (0.07 for each). The results are discussed in relation to the opportunities that communications based on the mediating variables offer for the promotion of environmental food policies and purchasing.

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Background: Despite the high co-morbidity of depressive symptoms in patients with multiple somatic symptoms, the validity of the 9-item Patient Health Questionnaire (PHQ-9) has not yet been investigated in Chinese patients with multiple somatic symptoms. Methods: The multicenter cross-sectional study was conducted in ten outpatient departments located in four cities in China. The psychometric properties of the PHQ-9 were examined by confirmative factor analysis (CFA). Criterion validation was undertaken by comparing results with depression diagnoses obtained from the Mini International Neuropsychiatric Interview (MINI) as the gold standard. Results: Overall, 491 patients were recruited of whom 237 had multiple somatic symptoms (SOM+ group, PHQ-15 ≥ 10). Cronbach's α of the PHQ-9 was 0.87, 0.87, and 0.90 for SOM+ patients, SOM- patients, and total sample respectively. All items and the total score were moderately correlated. The factor models of PHQ-9 tested by CFA yielded similar diagnostic performance when compared to sum score estimation. Multi-group confirmatory factor analysis based on unidimensional model showed similar psychometric properties over the groups with low and high somatic symptom burden. The optimal cut-off point to detect depression in Chinese outpatients was 10 for PHQ-9 (sensitivity=0.77, specificity=0.76) and 3 for PHQ-2 (sensitivity=0.77, specificity=0.74). Limitations: Potential selection bias and nonresponse bias with applied sampling method. Conclusions: PHQ-9 (cut-off point=10) and PHQ-2 (cut-off point=3) were reliable and valid to detect major depression in Chinese patients with multiple somatic symptoms.

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Objective : Informal caregivers of people with advanced cancer experience many negative impacts as a result of their role. There is a lack of suitable measures specifically designed to assess their experience. This study aimed to develop a new measure to assess self-efficacy in caregivers of people with advanced cancer.

Methods : The development and testing of the new measure consisted of four separate, sequential phases: generation of issues, development of issues into items, pilot testing and field testing. In the generation of issues, 17 caregivers were interviewed to generate data. These data were analysed to generate codes, which were then systematically developed into items to construct the instrument. The instrument was pilot tested with 14 health professionals and five caregivers. It was then administered to a large sample for field testing to establish the psychometric properties, with established measures including the Brief Cope and the Family Appraisals for Caregiving Questionnaire for Palliative Care.

Results : Ninety-four caregivers completed the questionnaire booklet to establish the factor structure, reliability and validity. The factor analysis resulted in a 21-item, four-factor instrument, with the subscales being termed Resilience, Self-Maintenance, Emotional Connectivity and Instrumental Caregiving. The test-retest reliability and internal consistency were both excellent, ranging from 0.73 to 0.85 and 0.81 to 0.94, respectively. Six convergent and divergent hypotheses were made, and five were supported.

Conclusions : This study has developed a new instrument to assess self-efficacy in caregivers of people with advanced cancer. The result is a four-factor, 21-item instrument with demonstrated reliability and validity.

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Objective: Cancer patients experience high levels of pre-treatment anxiety. Chemotherapy and radiotherapy are threatening medical procedures. Preparation for these procedures should include the provision of sensory and procedural information, and addressing fears. The aim of this study was to develop a cancer treatment survey (CaTS) to assess the preparation for chemotherapy and radiotherapy in cancer patients.

Methods: Drawing on evidence for how to prepare patients for threatening procedures, items were generated by psychosocial/clinical experts and pilot tested with cancer patients. The 36-item draft CaTS was administered to 192 cancer patients commencing chemotherapy for lymphoma, breast or colon cancer. Participants also completed the Hospital Anxiety and Depression Scale (HADS) and basic medical and demographic information was recorded.

Results: A systematic process of item selection removed 11 items. Factor analysis indicated a two-factor solution, with 11 items representing sensory/psychological concerns and 14 items representing procedural concerns. The two subscales demonstrated excellent internal reliability with Cronbach's alpha both over 0.90 and the average inter-item correlation for each scale exceeded 0.30. Divergent validity was established for both CaTS subscales with the HADS-A and-T (all r<0.30). Younger participants (under 65 years of age) had significantly greater procedural concerns (p = 0.001; medium effect).

Conclusions: The CaTS is a two factor, 25-item measure that assesses sensory/psychological concerns and procedural concerns relating to cancer treatment. The instrument provides a reliable and valid outcome measure for interventions to prepare cancer patients for chemotherapy and radiotherapy.

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Purpose – The aim of this study was to assess whether the removal of blood donation “barriers” facilitates blood donation intentions, using a sample of African migrants, and to identify the implications for social marketing. African migrants are currently under-represented as blood donors in Australia. Some members of the African community have unique donation needs that can only be served by this community. Design/methodology/approach – Interviews were conducted with 425 people from the African community in Victoria and South Australia. Factor analysis was performed on the barriers and the removal of barriers. Item groupings for both constructs differed, suggesting that barriers and their removal are not necessarily opposite constructs. Findings – The cultural society factor was negatively associated with blood donation intention (i.e. a barrier), whereas engagement and overcoming fear were positively associated with blood donation intention (i.e. facilitators). Cultural issues and lack of understanding were not seen to impede blood donation. Additionally, the removal of cultural barriers did not facilitate increases in blood donation intentions. Thus, the removal of barriers may not be sufficient on their own to encourage donation Research limitations/implications – This only examines the issue with regards to whether the removal of barriers is a facilitator of blood donation with one group of migrants, and relationships may vary across other migrant and non-migrant groups. Practical implications – Policymakers often use social marketing interventions to overcome barriers as a way of facilitating blood donation. This research suggests that removing barriers is indeed important because these barriers impede people considering becoming blood donors. However, the findings also suggest that the removal of barriers is insufficient on its own to motivate blood donations (i.e. the removal of barriers is a hygiene factor). If this is the case, social marketing campaigns need to be multifaceted, removing barriers as well as leveraging facilitators, simultaneously. Social implications – This work identified that the impact of barriers and their removal may facilitate effective social marketing campaigns in differing ways, in the context of blood donation. Originality/value – How barriers and their removal impact social marketing activities (i.e. blood donation behaviour) has generally not been explored in research.

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Different countries have different methods for assessing movement competence in children; however, it is unclear whether the test batteries that are used measure the same aspects of movement competence. The aim of this paper was to (1) investigate whether the Test of Gross Motor Development (TGMD-2) and Körperkoordinations Test für Kinder (KTK) measure the same aspects of children’s movement competence and (2) examine the factorial structure of the TGMD-2 and KTK in a sample of Australian children. A total of 158 children participated (M age = 9.5; SD = 2.2). First, confirmatory factor analysis examined the independent factorial structure of the KTK and TGMD-2. Second, it was investigated whether locomotor, object control and body coordination loaded on the latent variable Movement Competency. Confirmatory factor analysis indicated an adequate fit for both the KTK and TGMD-2. An adequate fit was also achieved for the final model. In this model, locomotor (r = .86), object control (r = .71) and body coordination (r = .52) loaded on movement competence. Findings support our hypothesis that the TGMD-2 and KTK measure discrete aspects of movement competence. Future researchers and practitioners should consider using a wider range of test batteries to assess movement competence.

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AIMS: The aims of this analysis were to examine levels of unmet needs and depression among carers of people newly diagnosed with cancer and to identify groups who may be at higher risk, by examining relationships with demographic characteristics. METHODS: One hundred and fifty dyads of people newly diagnosed with cancer and their carers, aged 18years and older, were recruited from four Australian hospitals. People with cancer receiving adjuvant cancer treatment with curative intent, were eligible to participate. Carers completed the Supportive Care Needs Survey-Partners & Caregivers (SCNS-P&C45), and both carers and patients completed the Centre of Epidemiologic-Depression Scale (CES-D). RESULTS: Overall, 57% of carers reported at least one, 37% at least three, 31% at least five, and 15% at least 10 unmet needs; the most commonly endorsed unmet needs were in the domains of information and health care service needs. Thirty percent of carers and 36% of patients were at risk of clinical depression. A weak to moderate positive relationship was observed between unmet needs and carer depression (r=0.30, p<0.001). Carer levels of unmet needs were significantly associated with carer age, hospital type, treatment type, cancer type, living situation, relationship status (in both uni- and multi-factor analysis); person with cancer age and carer level of education (in unifactor analysis only); but not with carer gender or patient gender (in both uni- and multi-factor analyses). CONCLUSION: Findings highlight the importance of developing tailored programmes to systematically assist carers who are supporting patients through the early stages of cancer treatment.

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The quality of life of people with end stage kidney disease (ESKD) has traditionally been measured using instruments that emphasise objective health status. The present study validates an alternative measure, the Personal Wellbeing Index (PWI), which measures subjective wellbeing. An Australian ESKD sample (N = 172, Mean age = 64.04, SD = 14.82) completed the PWI as well as health-specific quality of life measures. The PWI was subject to confirmatory factor analysis, and a series of regressions and between-group comparisons were performed to reveal that it is a psychometrically appropriate measure for this sample. The PWI and health-specific measures each yield different and complementary results. Thus, the PWI is proposed as a complement to existing health-related quality of life tools, in order to broaden understanding of the patient’s subjective experience. The resulting profile is argued to better inform targeted interventions to improve the quality of life of people with ESKD.

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© 2014 by IGI Global. All rights reserved. This study compares students' cultural influence on global assessment of higher education service quality. In particular, this study surveyed the full-time students (that is at least 24 credit points of study in a semester) studying at the Central Queensland University (CQU), Australia. CQU has ten campuses and is one of the largest universities in Australia, with more than 14,000 students, in which 3,000 students are enrolled as full-time students and 11,000 as part-time students. An online survey was undertaken, and 227 responses from full-time students were returned for data analysis. Exploratory factor analysis and confirmatory factor analysis were performed to determine valid and reliable dimensions of perceived service quality. Tests of differences such as ANOVA and t-test were conducted to examine the differences of perceived service quality in terms of four cultural dimensions; namely, power distance, individualism, uncertainty avoidance, and masculinity. Findings show that different cultures perceive service quality differently; especially administrative service quality and physical facilities service quality.