916 resultados para Logistic regression mixture models


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Production Planning and Control (PPC) systems have grown and changed because of the developments in planning tools and models as well as the use of computers and information systems in this area. Though so much is available in research journals, practice of PPC is lagging behind and does not use much from published research. The practices of PPC in SMEs lag behind because of many reasons, which need to be explored. This research work deals with the effect of identified variables such as forecasting, planning and control methods adopted, demographics of the key person, standardization practices followed, effect of training, learning and IT usage on firm performance. A model and framework has been developed based on literature. Empirical testing of the model has been done after collecting data using a questionnaire schedule administered among the selected respondents from Small and Medium Enterprises (SMEs) in India. Final data included 382 responses. Hypotheses linking SME performance with the use of forecasting, planning and controlling were formed and tested. Exploratory factor analysis was used for data reduction and for identifying the factor structure. High and low performing firms were classified using a Logistic Regression model. A confirmatory factor analysis was used to study the structural relationship between firm performance and dependent variables.

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Unplanned hospital readmissions increase health and medical care costs and indicate lower the lower quality of the healthcare services. Hence, predicting patients at risk to be readmitted is of interest. Using administrative data of patients being treated in the medical centers and hospitals in the Dalarna County, Sweden, during 2008 – 2016 two risk prediction models of hospital readmission are built. The first model relies on the logistic regression (LR) approach, predicts correctly 2,648 out of 3,392 observed readmission in the test dataset, reaching a c-statistics of 0.69. The second model is built using random forests (RF) algorithm; correctly predicts 2,183 readmission (out of 3,366) and 13,198 non-readmission events (out of 18,982). The discriminating ability of the best performing RF model (c-statistic 0.60) is comparable to that of the logistic model. Although the discriminating ability of both LR and RF risk prediction models is relatively modest, still these models are capable to identify patients running high risk of hospital readmission. These patients can then be targeted with specific interventions, in order to prevent the readmission, improve patients’ quality of life and reduce health and medical care costs.

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OBJECTIVE: To investigate the perceived needs for health services by persons with stroke within the first year after rehabilitation, and associations between perceived impact of stroke, involvement in decisions regarding care/treatment, and having health services needs met. METHOD: Data was collected, through a mail survey, from patients with stroke who were admitted to a university hospital in 2012 and had received rehabilitation after discharge from the stroke unit. The rehabilitation lasted an average of 2 to 4.6 months. The Stroke Survivor Needs Survey Questionnaire was used to assess the participants' perceptions of involvement in decisions on care or treatment and needs for health services in 11 problem areas: mobility, falls, incontinence, pain, fatigue, emotion, concentration, memory, speaking, reading, and sight. The perceived impact of stroke in eight areas was assessed using the Stroke Impact Scale (SIS) 3.0. Eleven logistic regression models were created to explore associations between having health services needs met in each problem area respectively (dependent variable) and the independent variables. In all models the independent variables were: age, sex, SIS domain corresponding to the dependent variable, or stroke severity in cases when no corresponding SIS domain was identified, and involvement in decisions on care and treatment. RESULTS: The 63 participants who returned the questionnaires had a mean age of 72 years, 33 were male and 30 were female. Eighty percent had suffered a mild stroke. The number of participants who reported problems varied between 51 (80%, mobility) and 24 (38%, sight). Involvement in decisions on care and treatment was found to be associated with having health services needs met in six problem areas: falls, fatigue, emotion, memory, speaking, and reading. CONCLUSIONS: The results highlight the importance of involving patients in making decisions on stroke rehabilitation, as it appears to be associated with meeting their health services needs.

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Thesis (Master's)--University of Washington, 2016-08

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Thesis (Master's)--University of Washington, 2016-08

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Thesis (Master's)--University of Washington, 2016-07

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BACKGROUND: Over the past decade, physician-rating websites have been gaining attention in scientific literature and in the media. However, little knowledge is available about the awareness and the impact of using such sites on health care professionals. It also remains unclear what key predictors are associated with the knowledge and the use of physician-rating websites. OBJECTIVE: To estimate the current level of awareness and use of physician-rating websites in Germany and to determine their impact on physician choice making and the key predictors which are associated with the knowledge and the use of physician-rating websites. METHODS: This study was designed as a cross-sectional survey. An online panel was consulted in January 2013. A questionnaire was developed containing 28 questions; a pretest was carried out to assess the comprehension of the questionnaire. Several sociodemographic (eg, age, gender, health insurance status, Internet use) and 2 health-related independent variables (ie, health status and health care utilization) were included. Data were analyzed using descriptive statistics, chi-square tests, and t tests. Binary multivariate logistic regression models were performed for elaborating the characteristics of physician-rating website users. Results from the logistic regression are presented for both the observed and weighted sample. RESULTS: In total, 1505 respondents (mean age 43.73 years, SD 14.39; 857/1505, 57.25% female) completed our survey. Of all respondents, 32.09% (483/1505) heard of physician-rating websites and 25.32% (381/1505) already had used a website when searching for a physician. Furthermore, 11.03% (166/1505) had already posted a rating on a physician-rating website. Approximately 65.35% (249/381) consulted a particular physician based on the ratings shown on the websites; in contrast, 52.23% (199/381) had not consulted a particular physician because of the publicly reported ratings. Significantly higher likelihoods for being aware of the websites could be demonstrated for female participants (P<.001), those who were widowed (P=.01), covered by statutory health insurance (P=.02), and with higher health care utilization (P<.001). Health care utilization was significantly associated with all dependent variables in our multivariate logistic regression models (P<.001). Furthermore, significantly higher scores could be shown for health insurance status in the unweighted and Internet use in the weighted models. CONCLUSIONS: Neither health policy makers nor physicians should underestimate the influence of physician-rating websites. They already play an important role in providing information to help patients decide on an appropriate physician. Assuming there will be a rising level of public awareness, the influence of their use will increase well into the future. Future studies should assess the impact of physician-rating websites under experimental conditions and investigate whether physician-rating websites have the potential to reflect the quality of care offered by health care providers.

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Thesis (Ph.D.)--University of Washington, 2016-08

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bACKGROUND - The Dande Health and Demographic Surveillance System (HDSS) located in Bengo province, Angola, covers nearly 65,500 residents living in approximately 19,800 households. This study aims to describe the main causes of deaths (CoD) occurred within the HDSS, from 2009 to 2012, and to explore associations between demographic or socioeconomic factors and broad mortality groups (Group I-Communicable diseases, maternal, perinatal and nutritional conditions; Group II-Non-communicable diseases; Group III-Injuries; IND-Indeterminate). Methods - Verbal Autopsies (VA) were performed after death identification during routine HDSS visits. Associations between broad groups of CoD and sex, age, education, socioeconomic position, place of residence and place of death, were explored using chi-square tests and fitting logistic regression models. Results - From a total of 1488 deaths registered, 1009 verbal autopsies were performed and 798 of these were assigned a CoD based on the 10th revision of the International Classification of Diseases (ICD-10). Mortality was led by CD (61.0%), followed by IND (18.3%), NCD (11.6%) and INJ (9.1%). Intestinal infectious diseases, malnutrition and acute respiratory infections were the main contributors to under-five mortality (44.2%). Malaria was the most common CoD among children under 15 years old (38.6%). Tuberculosis, traffic accidents and malaria led the CoD among adults aged 15–49 (13.5%, 10.5 % and 8.0% respectively). Among adults aged 50 or more, diseases of the circulatory system (23.2%) were the major CoD, followed by tuberculosis (8.2%) and malaria (7.7%). CD were more frequent CoD among less educated people (adjusted odds ratio, 95% confidence interval for none vs. 5 or more years of school: 1.68, 1.04–2.72). Conclusion - Infectious diseases were the leading CoD in this region. Verbal autopsies proved useful to identify the main CoD, being an important tool in settings where vital statistics are scarce and death registration systems have limitations.

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Sendo a baixa fecundidade comum aos países do sul da Europa e considerando que nas últimas décadas tanto homens como mulheres têm vindo a adiar o nascimento do primeiro e, consequentemente, do segundo filho, interessa estudar os determinantes das intenções de fecundidade, em particular, dos sul europeus com mais de 35 anos, idade a partir da qual se considera que aqueles que não têm filhos ou que têm apenas um adiaram os seus projetos de fecundidade. Recorrendo à base de dados do Eurobarómetro (2011) e a modelos de regressão logística, analisámos os fatores que determinam a intenção de permanecer sem filhos ou com apenas um filho e se questões relacionadas com valores, percepções e expectativas ganham uma maior relevância face às características sociodemográficas. Deste modo, damos especial enfoque ao efeito que os valores e atitudes podem ter no contexto da fecundidade. Os resultados mostram que as percepções dos indivíduos em relação à sua vida e ao estado do país são determinantes para explicar a intenção de permanecer sem filhos ou com apenas um filho. Para os sul europeus, percepções e expectativas negativas em relação ao estado do país são inibidoras no processo da tomada de decisão de ter (mais) filhos, especialmente quando a decisão em causa é transitar para o segundo filho. Este trabalho reporta para a importância de considerar valores e expectativas dos indivíduos em relação à sua vida no geral a ao estado do país como preditores do comportamento reprodutivo. Because low fertility is common in southern European countries and considering that in recent decades both men and women have been postponing the birth of the first and therefore the second child, it is of our interest to study the determinants of reproductive decision-making, particularly of southern Europeans older than 35, age from which it is considered that those who don’t have children or have only one have postponed their fertility intentions. Using the Eurobarometer data (2011) and logistic regression models, we analyse the factors that determine the intention of remaining childless and with only one child. Also, we study if variables related to values, perceptions and expectations gain greater relevance than a set of background variables. Thus, we give a special attention to the effect that values and attitudes can have in the context of reproductive decision-making. The findings show that respondent’s perceptions about their lives and the environment of their country are crucial to explain the intention of remaining childless or with only one child. For southern Europeans, negative perceptions and expectations about the situation of the country inhibit the process of decision-making to have a/another child, especially when the decision at issue is transitioning to the second child. This paper reports to the importance of considering values, perceptions and expectations of individuals regarding their lives and the environment of their country as predictors of fertility behaviour.

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Objetivo: Avaliar a prevalência de excesso de peso e possíveis fatores de risco em adultos residentes em um aglomerado urbano subnormal. Métodos: Estudo observacional do tipo transversal, baseado em uma amostra de 582 adultos, na faixa etária de 20 a 59 anos, residentes no aglomerado urbano subnormal dos Coelhos (Recife). Definiu-se excesso de peso pelo índice de massa corporal (IMC) maior ou igual a 25kg/m2. Foram avaliadas possíveis associações com idade, sexo, raça/cor e fatores socioeconômicos (escolaridade e condição de trabalho). O efeito sobre a ocorrência de excesso de peso foi estimado pelo cálculo do Odds Ratio (OR), mediante o ajuste de modelos de regressão logística simples. A precisão e significância estatística desses ORs foram avaliadas através de intervalos de 95% de confiança e do teste de Wald. Adotou-se nível de significância de 5%. Resultados: A prevalência de excesso de peso foi de 62,5% (n=364), sendo maior nas mulheres (66,1%; n=251) do que nos homens (56,0%; n=113), com um aumento progressivo até a faixa etária de 40 a 49 anos, passando a declinar a partir de então. Nessa faixa, houve um risco de excesso de peso de 2,6 vezes. Além da idade, pertencer ao sexo feminino e não trabalhar também representaram condições de risco. Conclusão: A elevada prevalência do excesso de peso na população adulta residente no aglomerado urbano subnormal dos Coelhos se mostrou associada ao sexo, faixa etária e condição de trabalho, constituindo-se, assim, como possíveis fatores de risco do problema.

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Background: persons who are 65 years or older often spend an important part of their lives indoors thus adverse indoor climate might influence their health status. Objective: to evaluate the influence of indoor air quality and contaminants on older people’s respiratory health. Design: cross-sectional study. Setting: 21 long-term care residences (LTC) in the city of Porto, Portugal. Subjects: older people living in LTC with ≥65 years old. Methods: the Portuguese version of BOLD questionnaire was administered by an interviewer to older residents able to participate (n = 143). Indoor air contaminants (IAC) were measured twice, during winter and summer in 135 areas. Mixed effects logistic regression models were used to study the association between the health questionnaire results and the monitored IAC, adjusted for age, smoking habits, gender and number of years living in the LTC. Results: cough (23%) and sputum (12%) were the major respiratory symptoms, and allergic rhinitis (18%) the main selfreported illness. Overall particulate matter up to 2.5 micrometres in size median concentration was above the reference levels both in winter and summer seasons. Peak values of particulate matter up to 10 micrometres in size (PM10), total volatile organic compounds, carbon dioxide, bacteria and fungi exceeded the reference levels. Older people exposed to PM10 above the reference levels demonstrated higher odds of allergic rhinitis (OR = 2.9, 95% CI: 1.1–7.2). Conclusion: high levels of PM10 were associated with 3-fold odds of allergic rhinitis. No association was found between indoor air chemical and biological contaminants and respiratory symptoms.

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Viruses play a key role in the complex aetiology of bovine respiratory disease (BRD). Bovine viral diarrhoea virus 1 (BVDV-1) is widespread in Australia and has been shown to contribute to BRD occurrence. As part of a prospective longitudinal study on BRD, effects of exposure to BVDV-1 on risk of BRD in Australian feedlot cattle were investigated. A total of 35,160 animals were enrolled at induction (when animals were identified and characteristics recorded), held in feedlot pens with other cattle (cohorts) and monitored for occurrence of BRD over the first 50 days following induction. Biological samples collected from all animals were tested to determine which animals were persistently infected (PI) with BVDV-1. Data obtained from the Australian National Livestock Identification System database were used to determine which groups of animals that were together at the farm of origin and at 28 days prior to induction (and were enrolled in the study) contained a PI animal and hence to identify animals that had probably been exposed to a PI animal prior to induction. Multi-level Bayesian logistic regression models were fitted to estimate the effects of exposure to BVDV-1 on the risk of occurrence of BRD.Although only a total of 85 study animals (0.24%) were identified as being PI with BVDV-1, BVDV-1 was detected on quantitative polymerase chain reaction in 59% of cohorts. The PI animals were at moderately increased risk of BRD (OR 1.9; 95% credible interval 1.0-3.2). Exposure to BVDV-1 in the cohort was also associated with a moderately increased risk of BRD (OR 1.7; 95% credible interval 1.1-2.5) regardless of whether or not a PI animal was identified within the cohort. Additional analyses indicated that a single quantitative real-time PCR test is useful for distinguishing PI animals from transiently infected animals.The results of the study suggest that removal of PI animals and/or vaccination, both before feedlot entry, would reduce the impact of BVDV-1 on BRD risk in cattle in Australian feedlots. Economic assessment of these strategies under Australian conditions is required. © 2016 Elsevier B.V.

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Objective: To examine sociodemographic and dental factors for associations with dental sealant placement in children and adolescents aged 6-18 years old. Methods: Secondary data analysis of 2011-2012 NHANES data was conducted. Multiple logistic regression models were used to assess relationships between predictor variables and sealant presence. Results: More than a third (37.1%) of children and adolescents have at least one sealant present; 67.9% of children compared with 40.4% of adolescents. Racial/ethnic differences exist, with Non-Hispanic black youth having the lowest odds of having sealants. Sealant placement odds vary by presence of dental home; the magnitude of the odds varies by age group. Those with untreated decay have lower odds of having sealants than those who do not have untreated decay (child OR: 2.6, 95% CI: 1.83-3.72; adolescent OR: 3.9, 95% CI: 2.59-6.07). Conclusion: Disparities exist in odds of sealant prevalence across racial/ethnic groups, income levels, and dental disease and visit characteristics. Further research is necessary to understand the reasons for these differences and to inform future interventions.

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Objectif : Examiner la relation entre l’accès aux ressources alimentaires et le degré de l’insécurité alimentaire du ménage parmi les nouveaux utilisateurs des organismes communautaires d’intervention en sécurité alimentaire de Montréal. Méthode : Étude observationnelle transversale. Elle consiste en une analyse secondaire de données (n=785) qui proviennent du premier temps de mesure de l’enquête sur les effets des interventions en sécurité alimentaire à Montréal menée entre 2011 et 2012. La variable dépendante a été l’insécurité alimentaire. Les variables indépendantes ont été le mode de transport utilisé pour transporter les aliments, l’emplacement de l’épicerie la plus fréquentée par le participant, la distance entre l’organisme communautaire fréquenté par le participant et son domicile, la proximité de l’épicerie la plus fréquentée, la satisfaction quant à l’acceptabilité et le caractère abordable des aliments dans l’épicerie la plus fréquentée, et les difficultés d’accès aux aliments. Des régressions logistiques furent effectuées afin d’évaluer la relation entre les variables indépendantes et le degré de l’insécurité alimentaire, en utilisant l’insécurité sévère comme catégorie de référence. Résultats : Nos données suggèrent que la sévérité de l’insécurité alimentaire est associée à la difficulté d’accès aux aliments à cause de la cherté des aliments (pour la sécurité alimentaire, OR=0.13; CI : 0.07-0.25 et pour l’insécurité alimentaire modérée, OR=0.42; CI : 0.28-0.63), au fait de faire l’épicerie à l’extérieur du quartier ou de faire rarement l’épicerie (pour l’insécurité alimentaire modérée, OR=0.50, CI : 0.30-0.84), au fait d’avoir accès au transport collectif (pour l’insécurité alimentaire modérée, OR=1.73; CI : 1.09-2.73), au fait de résider à une distance moyenne (soit entre 1000 et 2000 mètres) d’un organisme communautaire en sécurité alimentaire (pour l’insécurité alimentaire modérée, OR=1.83; CI : 1.14-2.92), et à la difficulté d’accès aux aliments à cause de contraintes de transport (pour la sécurité alimentaire, OR=0.18, CI : 0.06-0.52). Conclusion : L’accès aux ressources alimentaires est associé au degré de l’insécurité alimentaire des nouveaux ménages participant aux interventions en sécurité alimentaire à Montréal.