On the performance limits of slotted CSMA/CA in IEEE 802.15.4 for broadcast transmissions in wireless sensor networks

The IEEE 802.15.4 has been adopted as a communication protocol standard for Low-Rate Wireless Private Area Networks (LRWPANs). While it appears as a promising candidate solution for Wireless Sensor Networks (WSNs), its adequacy must be carefully evaluated. In this paper, we analyze the performance limits of the slotted CSMA/CA medium access control (MAC) mechanism in the beacon-enabled mode for broadcast transmissions in WSNs. The motivation for evaluating the beacon-enabled mode is due to its flexibility and potential for WSN applications as compared to the non-beacon enabled mode. Our analysis is based on an accurate simulation model of the slotted CSMA/CA mechanism on top of a realistic physical layer, with respect to the IEEE 802.15.4 standard specification. The performance of the slotted CSMA/CA is evaluated and analyzed for different network settings to understand the impact of the protocol attributes (superframe order, beacon order and backoff exponent), the number of nodes and the data frame size on the network performance, namely in terms of throughput (S), average delay (D) and probability of success (Ps). We also analytically evaluate the impact of the slotted CSMA/CA overheads on the saturation throughput. We introduce the concept of utility (U) as a combination of two or more metrics, to determine the best offered load range for an optimal behavior of the network. We show that the optimal network performance using slotted CSMA/CA occurs in the range of 35% to 60% with respect to an utility function proportional to the network throughput (S) divided by the average delay (D).

Implementation of the i-GAME mechanism in IEEE 802.15.4 WPANs

This technical report describes the implementation details of the Implicit GTS Allocation Mechanism (i-GAME), for the IEEE 802.15.4 protocol. The i-GAME was implemented in nesC/TinyOS for the CrossBow MICAz mote, over our own implementation of the IEEE 802.15.4 protocol stack. This document provides the implementation details, including a description of the i-GAME software interfaces.

Beacon scheduling in cluster-tree IEEE 802.15.4/ZigBee wireless sensor networks

The recently standardized IEEE 802.15.4/Zigbee protocol stack offers great potentials for ubiquitous and pervasive computing, namely for Wireless Sensor Networks (WSNs). However, there are still some open and ambiguous issues that turn its practical use a challenging task. One of those issues is how to build a synchronized multi-hop cluster-tree network, which is quite suitable for QoS support in WSNs. In fact, the current IEEE 802.15.4/Zigbee specifications restrict the synchronization in the beacon-enabled mode (by the generation of periodic beacon frames) to star-based networks, while it supports multi-hop networking using the peer-to-peer mesh topology, but with no synchronization. Even though both specifications mention the possible use of cluster-tree topologies, which combine multi-hop and synchronization features, the description on how to effectively construct such a network topology is missing. This report tackles this problem, unveils the ambiguities regarding the use of the cluster-tree topology and proposes two collisionfree beacon frame scheduling schemes.

Trends in the use of antidepressants among older adults: Bambuí Project

OBJECTIVE To analyze the trends and factors associated with the antidepressant use among older adults. METHODS This population-based study evaluated older adults in 1997 (n = 351, baseline) and the survivors at the 15th follow-up year (n = 462, in 2012) among the aging cohort of Bambuí. The prevalence of antidepressant use was estimated, and the most commonly used antidepressants each year were identified. Prevalence ratios with 95% confidence intervals were estimated using Poisson regression with robust variance to investigate differences in the prevalence of use between 1997 and 2012. RESULTS The overall consumption of antidepressants (PR = 2.87, 95%CI 1.94;4.25) and of selective serotonin reuptake inhibitors (PR = 7.50, 95%CI 3.74;15.02) was significantly higher in 2012. However, no significant difference was observed in the use of tricyclic antidepressants between the two cohorts (PR = 0.89, 95%CI 0.49;1.62). In the 2012 cohort, antidepressant use was associated with females, increased age, increased income (≥ 4 minimum wages), self-assessment of health as reasonable, and attending ≥ 5 medical consultations in the last 12 months. CONCLUSIONS The increased consumption of antidepressants in the period due to increased use of selective serotonin reuptake inhibitors was consistent with results observed in international studies of different population groups and contexts. The positive correlation observed between antidepressant use and family income may be a warning of possible inequalities in access to mental health services.

FPGA implementation of IEEE 802.15.3C receiver

This paper presents the implementation of the OFDM demodulator and the Viterbi decoder, proposed as part of a wireless High Definition video receiver to be integrated in an FPGA. These blocks were implemented in a Xilinx Virtex-6 FPGA. The complete system was previously modeled and simulated using MATLAB/Simulink to extract importante hardware characteristics for the FPGA implementation.

The electric vehicles as a mean to reduce Co2 emissions and energy costs in isolated regions: the São Miguel (Azores) case study

Most of small islands around the world today, are dependent on imported fossil fuels for the majority of their energy needs especially for transport activities and electricity production. The use of locally renewable energy resources and the implementation of energy efficiency measures could make a significant contribution to their economic development by reducing fossil fuel imports. An electrification of vehicles has been suggested as a way to both reduce pollutant emissions and increase security of supply of the transportation sector by reducing the dependence on oil products imports and facilitate the accommodation of renewable electricity generation, such as wind and, in the case of volcanic islands like Sao Miguel (Azores) of the geothermal energy whose penetration has been limited by the valley electricity consumption level. In this research, three scenarios of EV penetration were studied and it was verified that, for a 15% LD fleet replacement by EVs with 90% of all energy needs occurring during the night, the accommodation of 10 MW of new geothermal capacity becomes viable. Under this scenario, reductions of 8% in electricity costs, 14% in energy, 23% in fossil fuels use and CO2 emissions for the transportation and electricity production sectors could be expected.

Estudo comparativo de linguagem e dos comportamentos interativos pais- filhos aos 15 meses de vida

Dissertação apresentada à Escola Superior de Educação de Lisboa para a obtenção do grau de Mestre em Intervenção Precoce

Relationship between the prevalence of antibodies to hepatitis B core antigen and arbovirus in fishermen from the Ribeira Valley, Brazil

Sera from 299 fishermen 16 to 80 years old, residents in Cananeia and Iguape counties, southern cost of São Paulo State, Brazil, were studied in order to identify a possible association between the prevalence of specific antibodies to the hepatitis B virus (HBV) and exposure to haematophagus mosquitoes evaluated by the prevalence of arbovirus antibodies. This professional group presented the highest prevalence of arbovirus antibodies (54.1%) in past investigations carried out in this heavily forested region. Detection of antibody to hepatitis B core antigen (anti-HBc) in the sera was done by enzyme immunoassay (Roche). Prevalence of anti-HBc antibodies in this group was 31.4% (94/299) which is very high compared with 7.2% to 15.0% for different groups of healthy adults in State of São Paulo. No significant difference is observed between the prevalences of HBV antibodies in Iguape and Cananeia. Prevalence of anti-HBc and anti-arbovirus antibodies increases with age. There is a concordance in the distribution according to age groups of the frequency of anti-HBc and anti-arbovirus positive sera. Ag HBs was detected in 4% of the studied sera. These results support the hypothesis that the transmission of the hepatitis B virus and the arboviruses may be due to the same factor, one of the possibilities would be by anthropophilic mosquitoes.

An Intelligent Distributed System for Environmental Management

Environmental management is a complex task. The amount and heterogeneity of the data needed for an environmental decision making tool is overwhelming without adequate database systems and innovative methodologies. As far as data management, data interaction and data processing is concerned we here propose the use of a Geographical Information System (GIS) whilst for the decision making we suggest a Multi-Agent System (MAS) architecture. With the adoption of a GIS we hope to provide a complementary coexistence between heterogeneous data sets, a correct data structure, a good storage capacity and a friendly user’s interface. By choosing a distributed architecture such as a Multi-Agent System, where each agent is a semi-autonomous Expert System with the necessary skills to cooperate with the others in order to solve a given task, we hope to ensure a dynamic problem decomposition and to achieve a better performance compared with standard monolithical architectures. Finally, and in view of the partial, imprecise, and ever changing character of information available for decision making, Belief Revision capabilities are added to the system. Our aim is to present and discuss an intelligent environmental management system capable of suggesting the more appropriate land-use actions based on the existing spatial and non-spatial constraints.

Mansonelosis en el area sur-oriental de la Orinoquia venezolana

En 26 asentamientos selváticos del Estado Bolívar, Venezuela, fueron muestreados el 10% o más de sus residentes mediante examen físico, biopsias de piel y toma de sangre periférica. En 13 de las comunidades se detectaron 153 indígenas y un mestizo infectados con Mansonelosis, representando un índice global de 36,40% para el área endémica. La parasitosis se concentró en tres focos: El mayor situado en la región Suroccidental y formando parte de una extensa superficie infectada, que abarca territorios vecinos de Venezuela y Brasil; con aldeas de índices parasitarios colectivos de 80,76% y 94,44%. Un segundo foco está situado en la región Suroriental y los portadores, al igual que en el anterior, están infectados con Mansonela ozzardi. El tercer foco Centro-oriental presentó infecciones por M. pertans. No fue posible concretar un cuadro nosológico en los infectados por M.ozzardi, a pesar de haberse detectado densidades parasitarias individuales de 30.000 microfilarias por ml de sangre y de 22.000 por gr de piel.

MIP-graphene-modified glassy carbon electrode for the determination of trimethoprim

A novel sensitive electrochemical sensor was developed by electropolymerization of pyrrole(PY)and molecularly imprinted polymer (MIP)which was synthesized onto a glassy carbon electrode (GCE) in aqueous solution using cyclic voltammetry in the presence of Trimethoprim (TMP) as template molecules. Furthermore,a previous electrode modification was performed by deposition of a suspension of graphene on the electrode's surface. The performance of the imprinted and non-imprinted (NIP) films was evaluated by impedance spectroscopy (EIS) and cyclic voltammetry (CV) of a ferric solution. The molecularly imprinted film exhibited a high selectivity and sensitivity toward TMP. The sensor presented a linear range, between peak current intensity and logarithm of TMP concentration between 1.0x10-6 and 1.0x10-4 M. The results were accurate (with recoveries higher than 94%), precise (with standard deviations less than 5%) and the detection limit was 1.3x10-7 M. The new sensor is selective, simple to construct and easy to operate. The MIP sensor was successfully applied to quantify TMP in urinesamples.

Epidemia de febre clássica de dengue causada pelo sorotipo 2 em Araguaiana, Tocantins, Brasil

Registramos a ocorrência de epidemia de dengue causada pelo sorotipo 2 (DEN 2) na cidade de Araguaina, estado do Tocantins (TO) situado no Brasil central. Quatrocentos indíviduos de 74 famílias, residentes nos bairros S. João, Araguaina Sul e Neblina foram entrevistados e sangrados, independentemente de terem adoecido ou não. Os soros tanto de adultos quanto de crianças de ambos os sexos foram usados para pesquisa de anticorpos inibidores da hemaglutinação (IH) e IgM através de ensaio imunoenzimático (MAC ELISA). Nas casas onde haviam doentes no momento do inquérito, sangue total também foi colhido para tentativa de isolamento de vírus. O quadro clínico apresentado pelos pacientes foi caracterizado por febre, cefaléia, mialgias, artralgias e exantema do tipo máculo-papular não pruriginoso. A infecção foi mais frequente em mulheres (33.9%) do que nos homens (23.8%), ocorrendo em todas as faixas etárias, inclusive em crianças com menos de um ano de idade, bem como em maiores de 70 anos. Um total de 1105 mosquitos (56 fêmeas e 45 machos de Culex quinquefasciatus e 567 fêmeas e 437 machos de Aedes aegypti) foram obtidos a partir de larvas coletadas em Araguaina. As fêmeas de Ae. aegypti obtidas das larvas fizeram repasto sangüíneo em 8 pacientes febris. O diagnóstico laboratorial foi feito por isolamento de vírus (cultura de células de Aedes albopictus, clone C6/36) e por sorologia (IH e MAC ELISA). Foram isoladas 5 amostras de DEN 2 de pacientes febris e tipadas por imunofluorescência indireta usando anticorpos monoclonais de dengue. Nenhuma amostra viral foi isolada de mosquitos. Outrossim, comprovou-se infecção em 111 pessoas sangradas, o que revelou um índice de positividade de 27.75% (111 em 400), sendo que 66.2% das famílias estudadas apresentaram pelo menos um indivíduo positivo. Ocorreram ainda, 26.1% de infecções assintomáti-cas. Por outro lado, a correlação de positividade entre os dois testes usados (IH e MAC ELISA) foi de 94.6%. Estimamos que ocorreram aproximadamente 83.250 casos da doença, entre 15 de março a 31 de maio de 1991. Esta é a primeira epidemia de DEN 2 em um estado da Amazônia Brasileira, portanto em área endêmica de febre amarela, e a primeira evidência da interiorização do DEN 2, até então restrito ao Rio de Janeiro.

Plano de desenvolvimento estratégico 2012-15 : agrupamento de Escolas de Mira

Trabalho final do Curso de Alta Direção em Administração Pública - CADAP (código 2257/30) realizado pelo INA em Aveiro, 2011.

O doente com patologia múltipla em medicina geral e familiar: comorbilidade de 4 doenças crónicas

RESUMO: A tese de doutoramento visa demonstrar duas proposições: a comorbilidade de 4 situações de doença prevalentes, hipertensão arterial (HTA), diabetes (DM), doença cardíaca isquémica (DCI) e asma é um assunto importante em Medicina Geral e Familiar e o seu estudo tem diversas implicações na forma como os cuidados de saúde são prestados, na sua organização e no ensino-aprendizagem da disciplina. O documento encontra-se dividido em 4 partes: 1) justificação do interesse do tema e finalidades da dissertação; 2) revisão sistemática de literatura publicada entre 1992 e 2002; 3) apresentação de dois trabalhos de investigação, descritivos e exploratórios que se debruçam sobre a mesma população de estudo, o primeiro intitulado “Comorbilidade de quatro doenças crónicas e sua relação com factores sócio demográficos” e o segundo, “Diferenças entre doentes, por médico e por sub-região, na comorbilidade de 4 doenças crónicas”; 4) conclusões e implicações dos resultados dos estudos na gestão da prática clínica, nos serviços, no ensino da disciplina da MGF e no desenvolvimento posterior de uma linha de investigação nesta área. O primeiro estudo tem como objectivos: descrever a prevalência da comorbilidade entre as 4 doenças-índice; verificar se existe relação entre o tempo da primeira doença e o tempo decorrido até ao aparecimento da 2ª e da 3ª doença, nas 4 doenças; determinar a comorbilidade associada às 4 doenças; identificar eventuais agrupamentos de doenças e verificar se existe relação entre comorbilidade e factores sociais e demográficos. O segundo estudo pretende verificar se existem diferenças na comorbilidade a nível local, por médico, e por Sub-Região de Saúde. O trabalho empírico é descritivo e exploratório. A população é constituída pelos doentes, com pelo menos uma das 4 doenças crónicas índice, das listas de utentes de 12 Médicos de Família a trabalharem em Centros de Saúde urbanos, suburbanos e rurais dos distritos de Lisboa e Beja. Os dados foram colhidos durante um ano através dos registos médicos. As variáveis sócio demográficas estudadas são: sexo, idade, etnia/raça, escolaridade, situação profissional, estado civil, tipo de família, funcionalidade familiar, condições de habitação. A comorbilidade é definida pela presença de duas ou mais doenças e estudada pelo número de doenças coexistentes. O tempo de duração da doença é definido como o número de anos decorridos entre o ano de diagnóstico e 2003. Os problemas de saúde crónicos são classificados pela ICPC2. Nas comparações efectuadas aplicaram-se os testes de Mann-Whitney e de Friedman, de homogeneidade e de análise de resíduos. A Análise Classificatória Hierárquica foi utilizada para determinar o agrupamento de doenças e a Análise de Regressão Categórica e Análise de Correspondências na relação entre as características sócio demográficas e a comorbilidade. Identificaram-se 3998 doentes. A idade média é de 64,3 anos (DP=15,70). Há uma correlação positiva significativa (r =0,350 r=0) entre “anos com a primeira doença”e “idade dos doentes” em todos os indivíduos (homens r=0,129 mulheres r=0,231). A comorbilidade entre as quatro doenças crónicas índice está presente em 1/3 da população. As associações mais prevalentes são HTA+DM (14,3%) e HTA+DCI (6,25%). Existe correlação positiva, expressiva, entre a duração da primeira doença, quando esta é a HTA ou a DM, e o intervalo de tempo até ao aparecimento da 2ª e da 3ª doenças. Identificaram-se 18 655 problemas crónicos de saúde que se traduziram em 244 códigos da ICPC2. O número médio de problemas foi de 5,94 (DP=3,04). A idade, a actividade profissional, a funcionalidade familiar e a escolaridade foram as variáveis que mais contribuíram para diferenciar os indivíduos quanto à comorbilidade. Foram encontradas diferenças significativas entre médicos(c2=1165,368 r=0) e entre os agrupamentos de doentes por Sub-Região de Saúde (c2= 157,108 r=0) no respeitante à comorbilidade. Na partição por Lisboa o número médio de problemas é de 6,45 e em Beja de 5,35. Deste trabalho ressaltam várias consequências para os profissionais, para os serviços, para o ensino e para a procura de mais saber nesta área. Os médicos, numa gestão eficiente de cuidados são chamados a desempenhar um papel de gestores da complexidade e de coordenadores assim como a trabalhar num modelo organizativo apoiado numa colaboração em equipa. Por sua vez os serviços de saúde têm que desenvolver medidas de avaliação de cuidados que integrem a comorbilidade como medida de risco. O contexto social da cronicidade e da comorbilidade deverá ser incluído como área de ensino. A concluir analisa-se o impacto do estudo nos colaboradores e o possível desenvolvimento da investigação nesta área.----------------------------------------ABSTRACT: The PhD Thesis has two propositions, co-morbidity of four chronic conditions (hypertension, asthma, diabetes, cardiac ischaemic disease) is a prevalent and complex issue and its study has several implications in the way care is provided and organised as well as in the learning and teaching of the discipline of General Practice. In the first part of the document arguments of different nature are given in order to sustain the dissertation aims; the second part describes a systematic study of literature review from 1992 to 2002; the third presents two research studies "Comorbidity of four chronic diseases and its relation with socio demographic factors” and “Differences between patients among GPs at local and regional level”; implications of study results for practice management, teaching and research are presented in the last part. The prevalence of the four chronic diseases co-morbidity, the relation of the first disease duration with the time of diagnose of the next index condition, the burden of co-morbidity in the four chronic diseases, the clustering of those diseases, the relation between demographic and social characteristics and co-morbidity, are the objectives of the first study. The second intends to verify differences in comorbidity between patients at local and regional level of practice. Research studies were descriptive and exploratory. The population under study were patients enlisted in 12 GPs working in urban and rural health centres, in Lisbon and Beja districts, with at least one of the four mentioned diseases. Data were collected through medical records during one year (2003) and 3998 patients were identified. The social demographic variables were: sex, age, ethnicity/race, education, profession, marriage status, family status, family functionality, home living conditions. Co-morbidity is defined by the presence of two or more diseases, and studied by the number of co-existing diseases. The time duration of the disease is defined by the number of years between the diagnostic year and 2003. The chronic disease problems are classified in accord with ICPC2. The characterization of population is descriptive. The effected comparisons applied the Mann-Whitney, Friedman, homogeneity and analysis of residuals tests. The Classificatory Hierarchy Analysis was utilized to determine the grouping of diseases and the Regression Categorization and Correspondences Analysis was used to study the relation of socio-demographic and co-morbidity. The median age of the population under study is 64,3 (SD= 15,70). There is a significant positive correlation (r =0,350 r=0)between “years with the first disease” and “patient age” for all individuals (men r=0,129 women r=0,231). Co-morbidity of the four index diseases is present in 1/3 of the studied population. The most prevalent associations for the four diseases are HTA+DM (14,03%) and HTA+IHD (6,25%). Expressive positive correlation between the duration of the first disease and the second and the third index disease interval is found. For the 3988 patients, 18 655 chronic health problems, translated in 244 ICPC2 codes, were identified. The mean number of problems is 5,94 (SD=3,04). Age, professional activity, family functionality and education level are the socio demographic characteristics that most contribute to differentiate individuals concerning the overall co-morbidity. Significant differences in co-morbidity between GP patients at local (c2=1165,368 r=0) and regional level (c2= 157,108 r=0) are found. This study has several consequences for professionals, for services, for the teaching and learning of General Practice and for the pursuit of knowledge in this area. New competences and performances have to be implemented. General Practitioners, assuming a role of co-ordination, have to perform the role of complexity managers in patient's care, working in practices supported by a strong team in collaboration with other specialists. In order to assess provided care, services have to develop tools where co-morbidity is included as a risk measure. The social context of comorbidity and chronicity has to be included in the curricula of General Practice learning and teaching areas. The dissertation ends describing the added value to participant's performance for their participation in the research and an agenda for further research, in this area, based on a community of practice.--------RÉSUMÉ:Cette thèse de doctorat prétend démontrer deux postulats : le premier, que la comorbidité de quatre maladies fréquentes, hypertension artérielle (HTA), diabète (DM), maladie cardiaque ischémique (DCI) et asthme, est un thème important en Médecine Générale et Familiale et que son étude a plusieurs implications au niveau de l'approche pour dispenser les soins, de leur organisation et de l'enseignement/apprentissage de la discipline. Le document comprend quatre parties distinctes : 1) justification de l'intérêt du sujet et objectifs de la dissertation ; 2) étude systématique de publications éditées entre 1992 et 2002 ; 3) présentation de deux travaux de recherche, descriptifs et exploratoires, un premier intitulée « Comorbidité de quatre maladies chroniques et leur relation avec des facteurs sociodémographiques » et un deuxième « Différences entre malades, selon le médecin et la sous région, dans la comorbilité de quatre maladies chroniques» ; 4) conclusions et conséquences des résultats des études dans la gestion de la pratique clinique, dans les services, dans l'enseignement de la discipline de MGF et dans le développement postérieur de la recherche dans ce domaine. Les objectifs de la première étude sont les suivants : décrire la prévalence de la comorbidité entre les quatre maladies chroniques, vérifier s'il existe une relation entre temps de durée de la première maladie et l'espace de temps jusqu'à le diagnostic de la 2ème ou 3ème maladie; déterminer la comorbidité entre les 4 maladies ; identifier d'éventuelles groupements de maladies et vérifier s'il existe une relation entre comorbidité et facteurs sociodémographiques. La deuxième étude prétend vérifier s'il existe des différences de comorbidité entre médecins et par groupement régional. Le travail empirique est descriptif et exploratoire. La population est composée des malades ayant au moins une des quatre maladies chroniques parmi les listes de malades de douze Médecins de Famille qui travaillent dans des Centres de Santé urbains, suburbains et ruraux (Districts de Lisbonne et Beja). Les données ont été extraites pendant l'année 2003 des registres des médecins. Les variables sociodémographiques étudiées sont : le sexe, l'âge, l'ethnie/race, la scolarité, la situation professionnelle, l'état civil, le type de famille, sa fonctionnalité, les conditions de logement. La comorbidité est définie lorsqu'il existe deux ou plusieurs maladies et est étudiée d'après le nombre de maladies coexistantes. La durée de la maladie est établie en comptant le nombre d'années écoulées entre le diagnostique et 2003. Les problèmes de santé chroniques sont classés par l'ICPC 2. Pour les comparaisons les tests de Mann-Whitney et Friedman, de homogénéité et analyse de résidues ont été appliqués. L'Analyse de Classification Hiérarchique a été utilisée pour procéder au regroupement des maladies et l'Analyse de Régression Catégorique et l'Analyse de Correspondances pour étudier la relation entre les caractéristiques sociodémographiques et la comorbilité. Les principaux résultats sont les suivants : les 3998 malades identifiés ont 64,3 ans d'âge moyen (DP=15,70). Il existe une corrélation positive significative (r =0,350 r=0) entre « les années avec la première maladie » et « l'âge des malades », chez tous les individus (hommes r=0,129 femmes r=0,231). La comorbidité entre les quatre maladies chroniques est une réalité chez 1/3 des patients. Les associations les plus fréquentes sont HTA+DM (14%) et HTA+DCI (6,25%). Il existe une corrélation positive significative entre la durée de la première maladie, HTA ou DM, et l'écart jusqu'à l'apparition de la deuxième et de la troisième maladie. Chez les malades, 18.655 problèmes chroniques de santé ont été identifiés et traduits en 244 codes de l'ICPC2. La moyenne des problèmes a été de 5,94 (DP=3,04). L'âge, l'activité professionnelle, la fonctionnalité familiale et la scolarité sont les variables qui ont le plus contribué à différencier les individus face à la comorbilité. Des différences notoires ont été trouvées entre médecins (c2=1165,368 r=0) et entre les groupements régionaux (c2=157,108 r=0) en ce qui concerne la comorbidité. Dans le groupe de patients de Lisbonne, le chiffre moyen de problèmes est de 6,45 et à Beja il est de 5,35. Cette étude met en évidence plusieurs conséquences pour les professionnels, les services, l'enseignement et l'élargissement du savoir dans ce domaine. Les médecins, soucieux de gérer efficacement les soins sont appelés à jouer un rôle de gestionnaires de la complexité et de coordinateurs, de même qu'à travailler dans un modèle d'organisation soutenus par un travail d'équipe. D'autre part, les services de santé doivent eux aussi développer des mesures d'évaluation des soins qui intègrent la comorbidité comme mesure de risque. Le contexte social de la chronicité et de la comorbidité devra être inclus comme domaines à étudier. La fin de cette thèse décrit l'impact de cette étude sur les collaborateurs et le développement futur de la recherche dans ce domaine.