Index Tracking Using Data-Mining Techniques and Mixed-Binary Linear Programming

Index tracking has become one of the most common strategies in asset management. The index-tracking problem consists of constructing a portfolio that replicates the future performance of an index by including only a subset of the index constituents in the portfolio. Finding the most representative subset is challenging when the number of stocks in the index is large. We introduce a new three-stage approach that at first identifies promising subsets by employing data-mining techniques, then determines the stock weights in the subsets using mixed-binary linear programming, and finally evaluates the subsets based on cross validation. The best subset is returned as the tracking portfolio. Our approach outperforms state-of-the-art methods in terms of out-of-sample performance and running times.

Desarrollo de herramientas y estrategias para el ordenamiento territorial

El presente no es un proyecto de investigación, sino de gestión y desarrollo de herramientas para la toma de decisiones. Su objetivo es colaborar dentro del marco de la "Red Nacional de Ordenamiento y Desarrollo Territorial" (Poder Ejecutivo Nacional, 2004) propuesta por el Gobierno Nacional, con los gobiernos provinciales y otros organismos en la planificación del uso de los recursos del territorio, procurando un manejo sostenible de los mismos, a fin de reducir en forma progresiva los desequilibrios espaciales, contribuyendo a elevar la calidad de vida de todos los habitantes del país. En las últimas décadas, ante la existencia de una creciente presión antrópica sobre el medio natural y, paralelamente, un mayor grado de conocimiento de las causas y efectos de los diferentes riesgos, éstos han comenzado a tener mayor influencia en la determinación de políticas y prioridades para inversiones o emprendimientos económicos en general y en la fijación de pautas de ocupación del territorio. La planificación aparece como una herramienta adecuada para orientar y organizar el desarrollo equitativo y sustentable de un territorio y la población que lo ocupa. El Ordenamiento Territorial (OT) significa disponer, con orden, la ocupación y usos del territorio según la mayor o menor aptitud de sus diferentes elementos constitutivos. Este proyecto se considera estratégico para el Programa Nacional Ecoregiones del INTA (PNECO), ya que encara los problemas territoriales desde un punto de vista global (aspectos económicos, sociales, productivos, culturales y ambientales), tradicionalmente tratados de forma sectorial, plantea directivas a mediano y largo plazo (escenarios) y guía la planificación regional y local. El enfoque central del OT es la visión participativa, acordando intereses contrapuestos (trade-offs1) y sinérgicos, transformando amenazas en oportunidades. Es este punto central el que permitirá vincular el PNECO con todos sus Proyecto Específicos (PE), considerando el marco de políticas públicas vinculadas al medio ambiente y la producción en cada ecoregión del país, asociado al Programa Nacional de Territorios del INTA

Effect of Biodiversity Changes in Disease Risk: Exploring Disease Emergence in a Plant-Virus System

The effect of biodiversity on the ability of parasites to infect their host and cause disease (i.e. disease risk) is a major question in pathology, which is central to understand the emergence of infectious diseases, and to develop strategies for their management. Two hypotheses, which can be considered as extremes of a continuum, relate biodiversity to disease risk: One states that biodiversity is positively correlated with disease risk (Amplification Effect), and the second predicts a negative correlation between biodiversity and disease risk (Dilution Effect). Which of them applies better to different host-parasite systems is still a source of debate, due to limited experimental or empirical data. This is especially the case for viral diseases of plants. To address this subject, we have monitored for three years the prevalence of several viruses, and virus-associated symptoms, in populations of wild pepper (chiltepin) under different levels of human management. For each population, we also measured the habitat species diversity, host plant genetic diversity and host plant density. Results indicate that disease and infection risk increased with the level of human management, which was associated with decreased species diversity and host genetic diversity, and with increased host plant density. Importantly, species diversity of the habitat was the primary predictor of disease risk for wild chiltepin populations. This changed in managed populations where host genetic diversity was the primary predictor. Host density was generally a poorer predictor of disease and infection risk. These results support the dilution effect hypothesis, and underline the relevance of different ecological factors in determining disease/infection risk in host plant populations under different levels of anthropic influence. These results are relevant for managing plant diseases and for establishing conservation policies for endangered plant species.

A proposal for a modular and application-aware autonomic manager of private cloud infrastructures

Recientemente, el paradigma de la computación en la nube ha recibido mucho interés por parte tanto de la industria como del mundo académico. Las infraestructuras cloud públicas están posibilitando nuevos modelos de negocio y ayudando a reducir costes. Sin embargo, una compañía podría desear ubicar sus datos y servicios en sus propias instalaciones, o tener que atenerse a leyes de protección de datos. Estas circunstancias hacen a las infraestructuras cloud privadas ciertamente deseables, ya sea para complementar a las públicas o para sustituirlas por completo. Por desgracia, las carencias en materia de estándares han impedido que las soluciones para la gestión de infraestructuras privadas se hayan desarrollado adecuadamente. Además, la multitud de opciones disponibles ha creado en los clientes el miedo a depender de una tecnología concreta (technology lock-in). Una de las causas de este problema es la falta de alineación entre la investigación académica y los productos comerciales, ya que aquella está centrada en el estudio de escenarios idealizados sin correspondencia con el mundo real, mientras que éstos consisten en soluciones desarrolladas sin tener en cuenta cómo van a encajar con los estándares más comunes o sin preocuparse de hacer públicos sus resultados. Con objeto de resolver este problema, propongo un sistema de gestión modular para infraestructuras cloud privadas enfocado en tratar con las aplicaciones en lugar de centrarse únicamente en los recursos hardware. Este sistema de gestión sigue el paradigma de la computación autónoma y está diseñado en torno a un modelo de información sencillo, desarrollado para ser compatible con los estándares más comunes. Este modelo divide el entorno en dos vistas, que sirven para separar aquello que debe preocupar a cada actor involucrado del resto de información, pero al mismo tiempo permitiendo relacionar el entorno físico con las máquinas virtuales que se despliegan encima de él. En dicho modelo, las aplicaciones cloud están divididas en tres tipos genéricos (Servicios, Trabajos de Big Data y Reservas de Instancias), para que así el sistema de gestión pueda sacar partido de las características propias de cada tipo. El modelo de información está complementado por un conjunto de acciones de gestión atómicas, reversibles e independientes, que determinan las operaciones que se pueden llevar a cabo sobre el entorno y que es usado para hacer posible la escalabilidad en el entorno. También describo un motor de gestión encargado de, a partir del estado del entorno y usando el ya mencionado conjunto de acciones, la colocación de recursos. Está dividido en dos niveles: la capa de Gestores de Aplicación, encargada de tratar sólo con las aplicaciones; y la capa del Gestor de Infraestructura, responsable de los recursos físicos. Dicho motor de gestión obedece un ciclo de vida con dos fases, para así modelar mejor el comportamiento de una infraestructura real. El problema de la colocación de recursos es atacado durante una de las fases (la de consolidación) por un resolutor de programación entera, y durante la otra (la online) por un heurístico hecho ex-profeso. Varias pruebas han demostrado que este acercamiento combinado es superior a otras estrategias. Para terminar, el sistema de gestión está acoplado a arquitecturas de monitorización y de actuadores. Aquella estando encargada de recolectar información del entorno, y ésta siendo modular en su diseño y capaz de conectarse con varias tecnologías y ofrecer varios modos de acceso. ABSTRACT The cloud computing paradigm has raised in popularity within the industry and the academia. Public cloud infrastructures are enabling new business models and helping to reduce costs. However, the desire to host company’s data and services on premises, and the need to abide to data protection laws, make private cloud infrastructures desirable, either to complement or even fully substitute public oferings. Unfortunately, a lack of standardization has precluded private infrastructure management solutions to be developed to a certain level, and a myriad of diferent options have induced the fear of lock-in in customers. One of the causes of this problem is the misalignment between academic research and industry ofering, with the former focusing in studying idealized scenarios dissimilar from real-world situations, and the latter developing solutions without taking care about how they f t with common standards, or even not disseminating their results. With the aim to solve this problem I propose a modular management system for private cloud infrastructures that is focused on the applications instead of just the hardware resources. This management system follows the autonomic system paradigm, and is designed around a simple information model developed to be compatible with common standards. This model splits the environment in two views that serve to separate the concerns of the stakeholders while at the same time enabling the traceability between the physical environment and the virtual machines deployed onto it. In it, cloud applications are classifed in three broad types (Services, Big Data Jobs and Instance Reservations), in order for the management system to take advantage of each type’s features. The information model is paired with a set of atomic, reversible and independent management actions which determine the operations that can be performed over the environment and is used to realize the cloud environment’s scalability. From the environment’s state and using the aforementioned set of actions, I also describe a management engine tasked with the resource placement. It is divided in two tiers: the Application Managers layer, concerned just with applications; and the Infrastructure Manager layer, responsible of the actual physical resources. This management engine follows a lifecycle with two phases, to better model the behavior of a real infrastructure. The placement problem is tackled during one phase (consolidation) by using an integer programming solver, and during the other (online) with a custom heuristic. Tests have demonstrated that this combined approach is superior to other strategies. Finally, the management system is paired with monitoring and actuators architectures. The former able to collect the necessary information from the environment, and the later modular in design and capable of interfacing with several technologies and ofering several access interfaces.

Tuta absoluta (Meyrick, 1917) (Lepidoptera: Gelechiidae): adequação de uma dieta artificial e avaliação do seu controle biológico com Trichogramma pretiosum Riley em tomateiro

Tuta absoluta (Meyrick, 1917) é uma das pragas-chave da cultura do tomate e outras solanáceas na América do Sul e atualmente também na Eurásia e África. Devido aos grandes prejuízos que causa à cultura, são principalmente usados inseticidas para o seu controle. Entretanto, na busca de estratégias mais sustentáveis, cada dia adquire maior importância o uso do controle biológico, como uma das estratégias do manejo integrado de pragas. Para o desenvolvimento destas estratégias é fundamental desenvolver um método de criação de T. absoluta em laboratório, em dieta artificial, sem necessitar do hospedeiro natural, muitas vezes difícil de ser obtido e mantido em laboratório, e, de grande importância para produzir parasitoides específicos para esta praga. Dentre os parasitoides mais usados para ovos de lepidópteros está Trichogramma pretiosum Riley 1879 que é usado no controle biológico aplicado desta praga. Tendo como foco principal T. absoluta, neste trabalho foram pesquisados 1) a seleção de uma dieta artificial para este lepidóptero baseando-se em características físicas e químicas, avaliando o seu desempenho por várias gerações em laboratório, e 2) avaliação de aspectos biológicos e reprodutivos de T. pretiosum parasitando ovos de T. absoluta e aspectos físicos da planta (tricomas) para compreender o controle biológico desta praga no tomateiro. Foi encontrado que uma dieta à base de germe-de-trigo, caseína e celulose é apropriada para a criação deste lepidóptero, já que o inseto mostrou adaptação à mesma no transcorrer das gerações com base em características biológicas e de tabela de vida; adicionalmente, os ovos provenientes de T. absoluta alimentada com dieta artificial são comparáveis aos da dieta natural, no parasitismo de T. pretiosum. Com relação ao controle biológico foi demonstrado que este parasitoide desenvolvido em ovos de T. absoluta, diminui seu tamanho e desempenho com o transcorrer das gerações, apresentando menor capacidade de voo do que os insetos produzidos em A. kuenhiella, sendo necessária a liberação de altas densidades de parasitoides por ovo da praga. Foi observado que, embora o parasitismo de T. pretiosum de ovos de T. absoluta seja melhor em variedades com poucos tricomas, uma alta densidade destas estruturas não impede o controle da praga alvo dependendo da disposição destas estruturas. O controle biológico de T. absoluta com T. pretiosum tem uma ação momentânea, sendo necessárias liberações frequentes devido ao fato de os parasitoides desenvolvidos na praga serem menos competitivos com aqueles provenientes do hospedeiro alternativo que apresenta ovos maiores do que T. absoluta.

Aplicação de métodos e técnicas sustentáveis na gestão de resíduos sólidos

O artigo aborda a temática da produção e consumo de bens pela sociedade atual que ocasionam sérios problemas ambientais e sociais devido ao grande descarte de materiais de diversas naturezas. O consumo exagerado é incentivado pelas estratégias de markting que incentivam novas compras e descartes muitas vezes prematuros de produtos e embalagens. A sustentabilidade é um fator importante que deve ser considerado nesse debate pois está diretamente vinculada ao chamado desenvolvimento sustentável, um paradigma ainda em construção. À partir dos princípios gerais do desenvolvimento sustentável podem ser estabelecidos outros que abordem exclusivamente a sustentabilidade com relação ao Gestão e Gerenciamento dos Resíduos Sólidos Urbanos abrangendo as dimensões ambiental/ecológica, econômica e social. As estratégias sustentáveis para esse gerenciamento são investigadas há anos por instituições de pesquisa/ensino, empresas e administração pública no intuito de se alcançar uma solução para os problemas advindos a produção e descarte de resíduos sólidos. O texto apresenta exemplos de ações no Brasil e Espanha no que tange às ações de gestão dos resíduos descartados nesses países, com destaque para a Comunidade de Barcelona.

Infecção nosocomial por Clostridium difficile : caracterização da estirpe epidémica 027

Trabalho Final do Curso de Mestrado Integrado em Medicina, Faculdade de Medicina, Universidade de Lisboa, 2014

Benchmarking for information systems management using issues framework studies:cContent and methodology

As a means of benchmarking their position and assisting with anticipating an uncertain future, the identification of critical information systems (IS) management issues frameworks is becoming an increasingly important research task for both academics and industrialists. This paper provides a description and summary of previous work on identifying IS issues frameworks by reviewing 20 research investigations in terms of what they studied and how they were conducted. It also suggests some possible directions and methodologies for future research. The summary and suggestions for further work are applicable for issues framework research in the IS management field as well as in other business and management areas.

Mild cognitive decline. A position statement of the Cognitive Decline Group of the European Innovation Partnership for Active and Healthy Ageing (EIPAHA)

Introduction Mild cognitive impairment (MCI) is a term used to describe a level of decline in cognition which is seen as an intermediate stage between normal ageing and dementia, and which many consider to be a prodromal stage of neurodegeneration that may become dementia. That is, it is perceived as a high risk level of cognitive change. The increasing burden of dementia in our society, but also our increasing understanding of its risk factors and potential interventions, require diligent management of MCI in order to find strategies that produce effective prevention of dementia. Aim To update knowledge regarding mild cognitive impairment, and to bring together and appraise evidence about the main features of clinical interest: definitions, prevalence and stability, risk factors, screening, and management and intervention. Methods Literature review and consensus of expert opinion. Results and conclusion MCI describes a level of impairment in which deteriorating cognitive functions still allow for reasonable independent living, including some compensatory strategies. While there is evidence for some early risk factors, there is still a need to more precisely delineate and distinguish early manifestations of frank dementia from cognitive impairment that is less likely to progress to dementia, and furthermore to develop improved prospective evidence for positive response to intervention. An important limitation derives from the scarcity of studies that take MCI as an endpoint. Strategies for effective management suffer from the same limitation, since most studies have focused on dementia. Behavioural changes may represent the most cost-effective approach.

Critical success factors for IS executive careers

This article qualitatively analyzes the Critical Success Factors (CSFs) for Information Systems (IS) executive careers based on evidence gathered from five case studies carried out in 1997. Typical IS executive career paths are presented within a time series style and the CSFs are interpreted within a descriptive framework by synthesising the case data based on Social Cognitive Theory. The descriptive framework suggests that successful IS executive careers would most likely be achieved by well educated and experienced IS employees who have the right attitude towards both their career and work, together with good performance. They would also exhibit an ability for self-learning and to anticipate future IT uses, as well as having proficient IS management knowledge and skills while working with an appropriate organizational environment. Moreover, the framework systematically indicates the interactions between the coupling factors in the typical career development processes. This provides a benchmark for employees that are aiming at a senior IS executive career against which they can compare their own achievements and aspirations. It also raises propositions for further research on theory building.

Co-branding:the stat of the art

The use of co-branded products as a form of brand management has gained increasing attention from managers and scientists, as evidenced by the practitioner-oriented articles and empirical studies published since the mid-1990s. However, there is no description that contrasts co-branding with other branding strategies, nor is there a structured overview of the main findings of co-branding studies. We classify different branding strategies, discuss branding literature, and develop a theoretical model for co-branding based on research findings. In addition to managerial implications, we provide a critical assessment of research, identify research questions, and offer a research agenda for cobranding.

Gestão do sistema de produção e práticas enxutas adotadas nas indústrias paraibanas: um estudo multicaso

The evolution of the practices and strategies of manufacturing management, over the years, has made many companies realign their production systems in order to raise their competitiveness and operational performance. However, in most cases these changes are made in a heterogeneous manner, which ends up leaving the production system without a defined goal, which may end up damaging the managerial strategies of the organization as a whole. Thus, some organizations seek to use techniques and/or successful production practices used by other companies, believing can be able to reproduce the same results. An efficient production system must be fully planned and appropriate to the strategic objectives of the organization. Thus, this paper aims to identify the manufacturing management strategies adopted in paraibanas industries, as well as identify the lean practices used by them. Thus, a qualitative study was conducted, using as methodological basis the multicase study. Were made: direct observations, semi-structured interviews and questionnaires applied to those responsible by the production sector of the participating companies. As a result, it was possible to identify the type of manufacturing management system adopted by companies. Where it was detected that Company A uses a system of Modern Mass Production with focus on productivity and low cost and the Company B is using Lean Manufacturing system focused on quality and diversity. In the two organizations was possible to realize the application of lean practices where the Company what does not use the LM, possessed lean practices in standard extremely mature of utilization.

Análise da variabilidade climática sobre a produtividade da soja no município de Bom Jesus (PI)

The climate is still main responsible for the variations soybean productivity (Glycine max (L.) Merrill), exerting a limiting action on these agricultural systems. The bomjesuense cerrado, this culture has proved, over the years, an increase of cultivated areas, however, productivity does not keep the same pace, going through periods of oscillations. Thus, although the crop is added to high technology, culture has great vulnerability to climatic adversities. Thus, the present study aims to analyze possible trends in meteorological variables, which can influence the soybean yield in Bom Jesus. For this purpose, different datasets were used, as follows: i) two periods of daily data (1984-2014 and 1974-2014), both obtained from the National Meteorological Institute (INMET); ii) climate normals from 1961-1990 as defined by INMET; iii) local agricultural production data of soybean-year (1997/1998 to 2012/2013) obtained from the Municipal Agricultural Production (PAM) dataset, which is management by Brazilian Institute of Geography and Statistics (IBGE). The analysis procedures included calculations of climate normals for 1984 to 2014 period and some statistical applications, as follows: i) the Wilcoxon test, used to evaluate differences between climate normals (1961 to 1990 and 1984 to 2014); ii) the Mann-Kendall nonparametric test, in order to analyze the linear trend of agrometeorological variables (rainfall, maximum temperature, minimum temperature and diurnal range of temperature; iii) cluster analysis by Ward method and the Spearman correlation test (rs) to identify the relationship between agrometeorological variable and soybean annual productivity. We adopted a statistical significance level of 5%. The results indicate changes in seasonality of the 1984-2014 climatology with respect to past climatology for all variables analyzed, except for insolation and precipitation. However, the monthly analysis of precipitation indicate negative trend during October and positive trend in December, causing a delay in start of rainy season. If this trend is persistent this result must be considered in futures definitions of the soybean crop sowing date over the region studied. With Mann-Kendall test was possible to identify positive trends with statistical significance in maximum temperature for all month forming part of soybean cycle (from November to April), which in turn tends to cause adverse effects on crop physiology, and consequently impacts on the final yield. Was identified a significant positive correlation between soybean yield and precipitation observed in March, thus precipitation deficit in this month is harmful to the soybean crop development. No statistically significant correlation was identified among maximum temperature, minimum temperature, and DTR with annual soybean productivity due these range of meteorological variables are not limiting factors in the final soybean yield in Bom Jesus (PI). It is expected that this study will contribute to propose planning strategies considering the role of climate variability on soybean crop final yield.

Mulheres com lúpus eritematoso sistêmico: sintomas depressivos e apoio social percebido

Systemic Lupus Erythematosus (SLE) is a chronic autoimmune disease, rare, multisystem, with a very heterogeneous clinical and serological manifestations standard. The patient, in addition to suffering injuries on his physical and physiological functioning, may also face a number of psychosocial problems. Research indicates that SLE can cause significant damage to the psychological realm, especially with the presence of anxiety and depression. In 1999, the American College of Rheumatology (ACR), proposed the establishment of 19 neuropsychiatric clinical syndromes attributed to SLE. Depression lies between mood disorders and is one of the most common psychiatric manifestations in this group, being found more frequently in these patients than in the general population. Studies also suggest that social support plays an important role in the development of coping strategies, in SLE management and depression. This study has as main objective verify the association between depressive symptoms and perceived social support in patients with SLE. The specific objectives turned to: investigte the prevalence of depressive symptoms; investigate the perceived social support and verify if there is an association between depression, social support and sociodemographic variables. We used a sociodemographic questionnaire, the Beck Depression Scale, and the Perceived Social Support Scale. The analysis was performed through descriptive and inferential statistics. The final sample could count with 79 SLE women, with an average age of 35.7 years. 44 (55.7%) of the participants were married. Only 6 (7.59%) had completed higher education and 32 (40.51%) have not finished high school. Seventy-one (89.87%) had an income below three minimum salaries and 71 (89.87) practiced a religion, and the Catholic (67.71%) was the most mentioned by them. Of the total sample, 37 (46.74%) had been diagnosed SLE more than 7 years before, and 25 (31.65%) had the disease for more than 10 years. Only 19 (24.05%) had some work activity. Forty-two of them (53.17%) had depressive symptoms levels from mild to severe, and 51 (64.46%) reported pain levels of 5, or above. The study found a significant association between depressive symptoms and pain (p = 0.013) and depressive symptoms and work activity (p = 0.02). When we examined the perception of social support, the results showed high levels among participants. Using the Spearman correlation test we found a strong correlation between depressive symptoms and social support (p= 0,000037). It means that the higher the frequency of support, the lower the score of depression. These findings are relevant because depressive symptoms in patients with SLE have a multicausal and multifactorial character and may remain unnoticed, since many of them are confused with the manifestations of the disease. This fact requires a careful assessment from professionals, not only in the clinical setting, but also considering other psychosocial reasons, that may be influencing the emergence or worsening of symptoms. These results also corroborate other studies, which not only confirm the predictive role of social support in the physical wellbeing, but also in the psychological.

Mulheres com lúpus eritematoso sistêmico: sintomas depressivos e apoio social percebido

Systemic Lupus Erythematosus (SLE) is a chronic autoimmune disease, rare, multisystem, with a very heterogeneous clinical and serological manifestations standard. The patient, in addition to suffering injuries on his physical and physiological functioning, may also face a number of psychosocial problems. Research indicates that SLE can cause significant damage to the psychological realm, especially with the presence of anxiety and depression. In 1999, the American College of Rheumatology (ACR), proposed the establishment of 19 neuropsychiatric clinical syndromes attributed to SLE. Depression lies between mood disorders and is one of the most common psychiatric manifestations in this group, being found more frequently in these patients than in the general population. Studies also suggest that social support plays an important role in the development of coping strategies, in SLE management and depression. This study has as main objective verify the association between depressive symptoms and perceived social support in patients with SLE. The specific objectives turned to: investigte the prevalence of depressive symptoms; investigate the perceived social support and verify if there is an association between depression, social support and sociodemographic variables. We used a sociodemographic questionnaire, the Beck Depression Scale, and the Perceived Social Support Scale. The analysis was performed through descriptive and inferential statistics. The final sample could count with 79 SLE women, with an average age of 35.7 years. 44 (55.7%) of the participants were married. Only 6 (7.59%) had completed higher education and 32 (40.51%) have not finished high school. Seventy-one (89.87%) had an income below three minimum salaries and 71 (89.87) practiced a religion, and the Catholic (67.71%) was the most mentioned by them. Of the total sample, 37 (46.74%) had been diagnosed SLE more than 7 years before, and 25 (31.65%) had the disease for more than 10 years. Only 19 (24.05%) had some work activity. Forty-two of them (53.17%) had depressive symptoms levels from mild to severe, and 51 (64.46%) reported pain levels of 5, or above. The study found a significant association between depressive symptoms and pain (p = 0.013) and depressive symptoms and work activity (p = 0.02). When we examined the perception of social support, the results showed high levels among participants. Using the Spearman correlation test we found a strong correlation between depressive symptoms and social support (p= 0,000037). It means that the higher the frequency of support, the lower the score of depression. These findings are relevant because depressive symptoms in patients with SLE have a multicausal and multifactorial character and may remain unnoticed, since many of them are confused with the manifestations of the disease. This fact requires a careful assessment from professionals, not only in the clinical setting, but also considering other psychosocial reasons, that may be influencing the emergence or worsening of symptoms. These results also corroborate other studies, which not only confirm the predictive role of social support in the physical wellbeing, but also in the psychological.