Automatic learning for the classification of chemical reactions and in statistical thermodynamics

This Thesis describes the application of automatic learning methods for a) the classification of organic and metabolic reactions, and b) the mapping of Potential Energy Surfaces(PES). The classification of reactions was approached with two distinct methodologies: a representation of chemical reactions based on NMR data, and a representation of chemical reactions from the reaction equation based on the physico-chemical and topological features of chemical bonds. NMR-based classification of photochemical and enzymatic reactions. Photochemical and metabolic reactions were classified by Kohonen Self-Organizing Maps (Kohonen SOMs) and Random Forests (RFs) taking as input the difference between the 1H NMR spectra of the products and the reactants. The development of such a representation can be applied in automatic analysis of changes in the 1H NMR spectrum of a mixture and their interpretation in terms of the chemical reactions taking place. Examples of possible applications are the monitoring of reaction processes, evaluation of the stability of chemicals, or even the interpretation of metabonomic data. A Kohonen SOM trained with a data set of metabolic reactions catalysed by transferases was able to correctly classify 75% of an independent test set in terms of the EC number subclass. Random Forests improved the correct predictions to 79%. With photochemical reactions classified into 7 groups, an independent test set was classified with 86-93% accuracy. The data set of photochemical reactions was also used to simulate mixtures with two reactions occurring simultaneously. Kohonen SOMs and Feed-Forward Neural Networks (FFNNs) were trained to classify the reactions occurring in a mixture based on the 1H NMR spectra of the products and reactants. Kohonen SOMs allowed the correct assignment of 53-63% of the mixtures (in a test set). Counter-Propagation Neural Networks (CPNNs) gave origin to similar results. The use of supervised learning techniques allowed an improvement in the results. They were improved to 77% of correct assignments when an ensemble of ten FFNNs were used and to 80% when Random Forests were used. This study was performed with NMR data simulated from the molecular structure by the SPINUS program. In the design of one test set, simulated data was combined with experimental data. The results support the proposal of linking databases of chemical reactions to experimental or simulated NMR data for automatic classification of reactions and mixtures of reactions. Genome-scale classification of enzymatic reactions from their reaction equation. The MOLMAP descriptor relies on a Kohonen SOM that defines types of bonds on the basis of their physico-chemical and topological properties. The MOLMAP descriptor of a molecule represents the types of bonds available in that molecule. The MOLMAP descriptor of a reaction is defined as the difference between the MOLMAPs of the products and the reactants, and numerically encodes the pattern of bonds that are broken, changed, and made during a chemical reaction. The automatic perception of chemical similarities between metabolic reactions is required for a variety of applications ranging from the computer validation of classification systems, genome-scale reconstruction (or comparison) of metabolic pathways, to the classification of enzymatic mechanisms. Catalytic functions of proteins are generally described by the EC numbers that are simultaneously employed as identifiers of reactions, enzymes, and enzyme genes, thus linking metabolic and genomic information. Different methods should be available to automatically compare metabolic reactions and for the automatic assignment of EC numbers to reactions still not officially classified. In this study, the genome-scale data set of enzymatic reactions available in the KEGG database was encoded by the MOLMAP descriptors, and was submitted to Kohonen SOMs to compare the resulting map with the official EC number classification, to explore the possibility of predicting EC numbers from the reaction equation, and to assess the internal consistency of the EC classification at the class level. A general agreement with the EC classification was observed, i.e. a relationship between the similarity of MOLMAPs and the similarity of EC numbers. At the same time, MOLMAPs were able to discriminate between EC sub-subclasses. EC numbers could be assigned at the class, subclass, and sub-subclass levels with accuracies up to 92%, 80%, and 70% for independent test sets. The correspondence between chemical similarity of metabolic reactions and their MOLMAP descriptors was applied to the identification of a number of reactions mapped into the same neuron but belonging to different EC classes, which demonstrated the ability of the MOLMAP/SOM approach to verify the internal consistency of classifications in databases of metabolic reactions. RFs were also used to assign the four levels of the EC hierarchy from the reaction equation. EC numbers were correctly assigned in 95%, 90%, 85% and 86% of the cases (for independent test sets) at the class, subclass, sub-subclass and full EC number level,respectively. Experiments for the classification of reactions from the main reactants and products were performed with RFs - EC numbers were assigned at the class, subclass and sub-subclass level with accuracies of 78%, 74% and 63%, respectively. In the course of the experiments with metabolic reactions we suggested that the MOLMAP / SOM concept could be extended to the representation of other levels of metabolic information such as metabolic pathways. Following the MOLMAP idea, the pattern of neurons activated by the reactions of a metabolic pathway is a representation of the reactions involved in that pathway - a descriptor of the metabolic pathway. This reasoning enabled the comparison of different pathways, the automatic classification of pathways, and a classification of organisms based on their biochemical machinery. The three levels of classification (from bonds to metabolic pathways) allowed to map and perceive chemical similarities between metabolic pathways even for pathways of different types of metabolism and pathways that do not share similarities in terms of EC numbers. Mapping of PES by neural networks (NNs). In a first series of experiments, ensembles of Feed-Forward NNs (EnsFFNNs) and Associative Neural Networks (ASNNs) were trained to reproduce PES represented by the Lennard-Jones (LJ) analytical potential function. The accuracy of the method was assessed by comparing the results of molecular dynamics simulations (thermal, structural, and dynamic properties) obtained from the NNs-PES and from the LJ function. The results indicated that for LJ-type potentials, NNs can be trained to generate accurate PES to be used in molecular simulations. EnsFFNNs and ASNNs gave better results than single FFNNs. A remarkable ability of the NNs models to interpolate between distant curves and accurately reproduce potentials to be used in molecular simulations is shown. The purpose of the first study was to systematically analyse the accuracy of different NNs. Our main motivation, however, is reflected in the next study: the mapping of multidimensional PES by NNs to simulate, by Molecular Dynamics or Monte Carlo, the adsorption and self-assembly of solvated organic molecules on noble-metal electrodes. Indeed, for such complex and heterogeneous systems the development of suitable analytical functions that fit quantum mechanical interaction energies is a non-trivial or even impossible task. The data consisted of energy values, from Density Functional Theory (DFT) calculations, at different distances, for several molecular orientations and three electrode adsorption sites. The results indicate that NNs require a data set large enough to cover well the diversity of possible interaction sites, distances, and orientations. NNs trained with such data sets can perform equally well or even better than analytical functions. Therefore, they can be used in molecular simulations, particularly for the ethanol/Au (111) interface which is the case studied in the present Thesis. Once properly trained, the networks are able to produce, as output, any required number of energy points for accurate interpolations.

Assessment of climate change statistical downscaling methods: Application and comparison of two statistical methods to a single site in Lisbon

Dissertação apresentada na Faculdade de Ciências e Tecnologia da Universidade Nova de Lisboa para a obtenção do grau de Mestre em Engenharia do Ambiente

Geography of the Information Society

All every day activities take place in space. And it is upon this that all information and knowledge revolve. The latter are the key elements in the organisation of territories. Their creation, use and distribution should therefore occur in a balanced way throughout the whole territory in order to allow all individuals to participate in an egalitarian society, in which the flow of knowledge can take precedence over the flow of interests. The information society depends, to a large extent, on the technological capacity to disseminate information and, consequently, the knowledge throughout territory, thereby creating conditions which allow a more balanced development, from the both the social and economic points of view thus avoiding the existence of info-exclusion territories. Internet should therefore be considered more than a mere technology, given that its importance goes well beyond the frontiers of culture and society. It is already a part of daily life and of the new forms of thinking and transmitting information, thus making it a basic necessity essential, for a full socio-economic development. Its role as a platform of creation and distribution of content is regarded as an indispensable element for education in today’s society, since it makes information a much more easily acquired benefit.”…in the same way that the new technologies of generation and distribution of energy allowed factories and large companies to establish themselves as the organisational bases of industrial society, so the internet today constitutes the technological base of the organisational form that characterises the Information Era: the network” (CASTELLS, 2004:15). The changes taking place today in regional and urban structures are increasingly more evident due to a combination of factors such as faster means of transport, more efficient telecommunications and other cheaper and more advanced technologies of information and knowledge. Although their impact on society is obvious, society itself also has a strong influence on the evolution of these technologies. And although physical distance has lost much of the responsibility it had towards explaining particular phenomena of the economy and of society, other aspects such as telecommunications, new forms of mobility, the networks of innovation, the internet, cyberspace, etc., have become more important, and are the subject of study and profound analysis. The science of geographical information, allows, in a much more rigorous way, the analysis of problems thus integrating in a much more balanced way, the concepts of place, of space and of time. Among the traditional disciplines that have already found their place in this process of research and analysis, we can give special attention to a geography of new spaces, which, while not being a geography of ‘innovation’, nor of the ‘Internet’, nor even ‘virtual’, which can be defined as one of the ‘Information Society’, encompassing not only the technological aspects but also including a socio-economic approach. According to the last European statistical data, Portugal shows a deficit in terms of information and knowledge dissemination among its European partners. Some of the causes are very well identified - low levels of scholarship, weak investments on innovation and R&D (both private and public sector) - but others seem to be hidden behind socio-economical and technological factors. So, the justification of Portugal as the case study appeared naturally, on a difficult quest to find the major causes to territorial asymmetries. The substantial amount of data needed for this work was very difficult to obtain and for the islands of Madeira and Azores was insufficient, so only Continental Portugal was considered for this study. In an effort to understand the various aspects of the Geography of the Information Society and bearing in mind the increasing generalised use of information technologies together with the range of technologies available for the dissemination of information, it is important to: (i) Reflect on the geography of the new socio-technological spaces. (ii) Evaluate the potential for the dissemination of information and knowledge through the selection of variables that allow us to determine the dynamic of a given territory or region; (iii) Define a Geography of the Information Society in Continental Portugal.

Gérer la distance: les sauts d'échelle dans les relations sociales

Espaces et sociétés, N.79, modes de vie et société portugaise, pág. 93-106

Distance continuing education for enterprises in European Universities

Proceedings of EDEN 10th Anniversary Conference, 10-13 June 2001 Stockholm, Sweden

Spatial neighborhood matrix computation: Inverse distance weighted versus binary contiguity

Paper presented at Geo-Spatial Crossroad GI_Forum, Salzburg, Austria.

Desenvolvimento de um serviço local de Saúde Mental em Famalicão

RESUMO: O desenvolvimento de serviços locais adequados deve ser baseado numa avaliação sistemática das necessidades e resultados obtidos nos cuidados a uma população de indivíduos identificados como apresentando uma doença mental na área de referenciação do serviço. Neste sentido foram utilizados os seguintes métodos: dados epidemiológicos acerca das necessidades locais e taxas de utilização de serviços a nível nacional e local, este último com base no case-register. Os diagnósticos de maior prevalência em ambulatório são as perturbações de humor e as perturbações neuróticas de stress ou somatoformes, com uma preponderância de doenças mentais comuns (depressão e ansiedade) em serviços de psiquiatria. Constatam-se baixas taxas de abandono da consulta (12%). A idade, a doença e a escolaridade estão correlacionados com o risco de drop-out, mas utilizada a regressão logística, a idade e a escolaridade perdem o seu significado estatístico. Encontram-se taxas reduzidas de drop-out dos indivíduos com psicose ou perturbações bipolares, em virtude da intervenção activa da equipa. Os custos de transporte, a distância ao local de consulta e o tempo de espera para a primeira consulta são barreiras no acesso aos cuidados a nível local. Os cuidadores não se sentem apoiados pela rede de suporte social e queixam-se sobretudo da acessibilidade, mas exibem elevadas taxas de satisfação com os serviços prestados. Decidiu-se apostar numa organização do serviço baseada na comunidade, com intervenções baseadas na evidência, dando prioridade ao doente mental grave e à qualidade dos cuidados.----------- ABSTRACT: The development of appropriate local services should be based on a systematic assessment of the needs and outcomes of the population of individuals identified as mentally ill within the service’s catchment area. A number of methods may be used as proxies in assessing local needs for services, such as service utilization rates found nationally and locally, by case-register. The most prevalent diagnoses in ambulatory care are mood disorders and neurotic, stress and somatoform disorders, with a majority of common mental disorders (depression and anxiety) in psychiatric services. Low dropout rates (12%) are found in ambulatory care. Age, disease and education are correlated with the risk of drop-out, but after using logistic regression, age and education lose their statistical significance. Low drop-out rates are found in individuals with psychosis or bipolar disorders, because the active intervention from the team. The costs of transportation, distance and the waiting time for the first consultation are barriers in access of care locally. Carers do not feel supported by the network of social support and complain primarily of accessibility, but exhibit high levels of satisfaction with the services provided. It was decided to invest in a service organization based in the community with evidence-based interventions, giving priority to severe mental illness and quality of care.

Exploraty Multivariate Statistical Methods Applied to Pharmaceutical Industry CRM Data

Dissertação apresentada como requisito parcial para obtenção do grau de Mestre em Estatística e Gestão de Informação

Landslide susceptibility assessment in Karanganyar regency - Indonesia - Comparison of knowledge-based and Data-driven Models

Dissertation submitted in partial fulfillment of the requirements for the Degree of Master of Science in Geospatial Technologies.

Investigating the use of dasymetric techniques for assessing employment containment in Melbourne, Australia

Dissertation submitted in partial fulfillment of the requirements for the Degree of Master of Science in Geospatial Technologies.

Learning networks and moodle use in online courses: a social network analysis study

Dissertação para obtenção do Grau de Doutor em Ciências da Educação Especialidade em Tecnologias, Redes e Multimédia na Educação e Formação

Factor analysis in the stock market: An application to statistical arbitrage

A Work Project, presented as part of the requirements for the Award of a Masters Degree in Finance from the NOVA – School of Business and Economics

Corporate strategy development: International distance model for the Brazilian market

A Work Project, presented as part of the requirements for the Award of a Masters Degree in Management from the NOVA – School of Business and Economics

Barreiras e facilitadores à implementação de um modelo de gestão de cuidados em Saúde Mental

RESUMO: Enquadramento teórico - Os estudos epidemiológicos demonstram que apesar de todo o progresso científico, muitas pessoas continuam sem acesso aos Serviços de Saúde Mental (SSM) e que, em muitos casos, os cuidados não têm a qualidade suficiente. A experiência de vários países mostra que os processos de implementação de modelos de intervenção terapêutica, como é o da Gestão de Cuidados, são lentos e complexos, não dependendo somente do grau de efectividade ou da complexidade das práticas a implementar. O Modelo de Gestão de Cuidados (MGC), é definido como uma prática baseada na evidência, utilizada para ajudar os doentes nos seus processos de recuperação. As estratégias para implementar práticas baseadas na evidência são críticas para a melhoria dos serviços. Existem, apesar de toda a evidência, muitas barreiras à implementação. Ao constatarmos que as práticas validadas pela ciência estão longe de estar claramente disseminadas nos serviços de saúde mental, fundamentamos a necessidade de utilizar metodologia de implementação que, além da efectividade das práticas, permita uma efectividade da implementação. Para responder às necessidades de formação e no âmbito da implementação do Plano Nacional de Saúde Mental, foram formados, em Portugal, 170 profissionais de saúde mental provenientes de serviços públicos e do sector social, de todas as regiões de Portugal Continental. Considerando que estes profissionais adquiriram competências específicas no MGC, através de um programa de formação nacional idêntico para todos os serviços de saúde mental, investigámos o grau de implementação deste modelo, bem como os facilitadores e as barreiras à sua correcta implementação. Existem vários estudos internacionais sobre as barreiras e os facilitadores à implementação de práticas baseadas na evidência, embora a maior parte desses estudos seja baseado em entrevistas semi-estruturadas a profissionais. Por outro lado, não existem, em Portugal, estudos sobre as barreiras e os facilitadores à implementação de práticas de saúde mental. Objectivos 1. Estimar o grau da implementação do MGC nos serviços de saúde mental portugueses 2. Caracterizar as regiões onde a implementação do MGC tenha ocorrido em maior grau. 3. Identificar os factores facilitadores e as barreiras à implementação do MGC, entre as regiõesde saúde do país. 4. Explorar as relações entre a fidelidade da implementação, as barreiras e os facilitadores da implementação, a cultura organizacional e as características dos serviços de saúde mental. Metodologia Estudo observacional, transversal e descritivo, com características exploratórias. População: profissionais dos serviços de saúde mental públicos e do sector social que frequentaram o Programa Nacional de Formação em Saúde Mental Comunitária no curso “Cuidados Integrados e Recuperação”, da Coordenação Nacional para a Saúde Mental / Ministério da Saúde, entre Outubro de 2008 e Dezembro de 2009, (n=71). Avaliação Fidelidade de implementação do Modelo de Gestão de Cuidados - IMR-S (Illness Management and Recovery Scale); Qualidade das guidelines utilizadas na implementação do Modelo de Gestão de Cuidados - AGREE II-PT (Appraisal of Guidelines, for Research and Evaluation); Avaliação das Barreiras e Facilitadores à implementação do MGC - BaFAI (Barriers and Facilitators Assessment Instrument); Avaliação da Cultura Organizacional dos serviços de saúde mental - CVF-I (Competing Values Framework Instrument). Análise Estatística Para a descrição dos dados foram aplicados métodos de estatística descritiva. Para a comparação de subgrupos foram utilizados os testes de Mann Whitney e Kruskall-Wallis. Para a investigação de associações foram utilizados os métodos de correlação de Spearman e a Regressão Múltipla. O tratamento e análise dos dados foram realizados utilizando o programa estatístico IBM SPSS Statistics® para Mac/Apple® nas versões 19 e 20. Resultados Serviços: A articulação com os cuidados de saúde primários existe na maioria dos serviços (56.34%) e 77.46% dos serviços têm autonomia para definir os cuidados a prestar. A maioria dos serviços (63.38%) realiza duas ou mais reuniões clínicas por mês e a quase totalidade (95.77%) recebe estagiários e/ou internos. A área da investigação tem níveis considerados baixos, quando comparados com outros países da Europa, tanto para a globalidade das áreas de investigação (25.35%), como para as áreas psicossociais (22.54%). Considerando componentes fundamentais para a implementação de modelos de gestão de cuidados, os resultados nacionais indicam que 66.20% dos serviços fazem registos em processo clínico único. As percentagens de utilização de planos individuais de cuidados são globalmente baixas (46.48%). Por seu turno, a utilização de guidelines, nos serviços do país, tem uma percentagem média nacional de 57.75%. Profissionais: São, na sua maioria, do sexo feminino (69.01%), com idades entre os 25 e os 56 anos (média 38.9, ± 7.41). Pertencem, maioritariamente, aos grupos profissionais da enfermagem (23.94%) e da psicologia (49.30%). A formação dos profissionais é de nível superior em todos os grupos, com uma percentagem total de licenciados de 80.3%, tendo os restantes uma formação ao nível do mestrado. Apesar dos valores baixos (17%) de formação prévia em modelos de gestão de cuidados, 39% dos profissionais indicou utilizar algumas vertentes destes modelos na sua prática. Apesar de 97,18% dos profissionais ter participado em dois ou mais encontros científicos, num período de dois anos, apenas 38.03% apresentou alguma comunicação científica no mesmo intervalo. Guideline: Os resultados da avaliação da guideline do MGC indicaram percentagens mais altas, quanto à qualidade do seu desenvolvimento, nos Domínios 1 (Objectivo e finalidade, com 72.2%) e 4 (Clareza de Apresentação, 77.7%). O Domínio 5 (Aplicabilidade) foi pontuado no limite inferior do desenvolvimento com qualidade suficiente (54.1%), ao passo que a guideline obteve uma pontuação negativa nos Domínios 2 (Envolvimento das partes interessadas, com 41.6%) e 3 (Rigor do Desenvolvimento, com 28.1%). Adicionalmente não foi possível às avaliadoras cotar o Domínio 6 (Independência editorial), por ausência de referências neste contexto. A guideline teve uma avaliação global positiva (66%), com recomendação de aceitação com modificações. Cultura Organizacional: O perfil de liderança com maior frequência nos serviços de saúde mental portugueses foi o de Mentor (45.61%). As percentagens mais baixas pertenceram aos perfis Monitor e Inovador (3.51%). Na perspectiva da cultura organizacional dos serviços, apontuação mais alta foi a da Cultura das Relações Humanas (74.07%). A estratégia de liderança, com predomínio em todas as regiões, foi a estratégia de Flexibilidade (66.10%). Os resultados mostram que a única associação positivamente significativa com o grau da implementação do MGC é a do perfil Produtor, com um peso específico de 14.55% na prevalência dos perfis de liderança nos serviços de saúde mental portugueses. Barreiras: As barreiras à implementação da prática do MGC, identificadas pelos profissionais dos serviços de saúde mental, com percentagens mais altas nos totais do país, foram: o tempo (57.7%), o conhecimento sobre o modelo e a motivação (40.8%), a colaboração dos outros profissionais (33.7%), o número de contactos reduzidos com os doentes (35.2%), as insuficiências do ponto de vista dos espaços (70.4%) e dos instrumentos disponíveis (69%) para implementar o MGC. Existiu uma variação entre as regiões de saúde do país. Os resultados mostram que houve uma correlação negativa, de forma significativa, entre a implementação do MGC e as barreiras: da resistência à utilização de protocolos, do formato da prática, da necessidade de mais treino e da não cooperação dos profissionais. Foram encontradas diferenças estatisticamente significativas entre as barreiras à implementação e as características dos serviços, dos profissionais e da cultura organizacional. Implementação: A média nacional da fidelidade de implementação do MGC (41.48) teve valores aproximados aos de estudos similares. Na pontuação por regiões, a implementação com maior fidelidade ocorreu no Alentejo. Se considerarmos a implementação com fidelidade esta ocorreu em 57.75% dos serviços e uma boa implementação em 15.49%. Os métodos de regressão permitiram confirmar a capacidade preditiva das barreiras e da cultura organizacional quanto à fidelidade da implementação do MGC. Discussão: No universo das hipóteses inicialmente colocadas foi possível verificar a variação da implementação do MGC entre as regiões do país. O estudo permitiu, adicionalmente, concluir pela existência de denominadores comuns de maior sucesso da implementação do MGC. Foi ainda possível verificar uma relação significativa, existente entre o grau de implementação e as dimensões das barreiras, a cultura organizacional e os recursos dos SSM (aqui definidos pelas características dos serviços e dos profissionais). De uma forma mais conclusiva podemos afirmar que existem outros factores, que não estão relacionados com a avaliação restrita dos recursos financeiros ou humanos, associados à qualidade da implementação de práticas baseadas na evidência, como o MGC. Exemplo disso são os achados referentes à região de saúde do Alentejo, onde a distância dos grandes centros urbanos e as conhecidas dificuldades de acessibilidade, combinadas com os problemas conhecidos da falta de recursos, não impediram que fosse a região com os valores mais altos da fidelidade de implementação. Conclusões: Foram encontradas inúmeras barreiras à implementação do MGC. Existem barreiras diferentes entre regiões, que resultam das características dos serviços, dos profissionais e da cultura organizacional. Para existir implementação é necessária a consideração de metodologias próprias que vão para além dos tradicionais programas de formação. As práticas baseadas na evidência, amplamente defendidas, exigem implementações baseadas na evidência.-------------ABSTRACT: Introduction - Several epidemiological studies show that, despite all scientific progress, many people still continue to have no access to mental health services and in many situations the quality of care is poor. The experiences of several countries show that progress towards case management implementation is slow and complex, depending not only from the degree of effectiveness or the complexity of the practice. Case management is defined as an evidence-based practice used to help patients in the recovery process. Strategies to implement evidence-based practices are critical to services improvement. There are many barriers to their implementation, despite all available evidence. Realising that practices of proved scientific value are far from being clearly implemented, justifies the need to use implementation methodologies that, beyond practice effectiveness, allow implementation effectiveness. To answer training needs and in the framework of the National Mental Health Plan implementation, 170 mental health (MH) professionals from portuguese public and private sectors were trained. Considering that case management skills were acquired, as a result of this training programme, we decided to study the degree of implementation in the services.Barriers and facilitators to the implementation were studied as well. There are several studies related with barriers and facilitators to the implementation of evidence-based practices, but most of them use semi-structured interviews with professionals. Additionally, there are no studies in Portugal related with barriers and facilitators to the implementation of mental health practices. Objectives1. Estimate the degree of case management implementation in Portuguese MH Services. 2.Describe regions where implementation occurred with higher fidelity degree. 3. Identify barriers and facilitators to case management implementation across country regions. 4. Explore the relationships between implementation, barriers and facilitators, organisational culture and services characteristics. Methodology - Cross sectional, descriptive study. Assessments - Implementation fidelity - IMR-S (Illness Management and Recovery Scale); Guideline quality - AGREE II-PT (Appraisal of Guidelines, for Research and Evaluation); Barriers and facilitators assessment - BaFAI (Barriers and Facilitators Assessment Instrument); Organisational culture assessment - CVF-I (Competing Values Framework Instrument). Statistical analysis - Descriptives and cross-tabs. Subgroups comparison: Mann-Witney and Kruskall-Wallis. Associations between variables were calculated using Spearman correlation's and Multiple Regression. Results - Services: Liaison with primary care is done in most services (56.34%) and 77.46% have autonomy to determine care. Most services have regular clinical meetings and almost all give internship training (95.77%). Research activity is low compared with other European countries, for both general and psychosocial research. Considering key components for the case management implementation, 66.20% of all services use single clinical records. The use of individual care plans is globally low (46.48%) and there is a use of guidelines in 57.75% of services. Human Resources: most are women (69.01%), with age ranging from 25-56 (average 39.9, SD 7.41). The majority are psychologists (49.30%) and nurses (23.94%). All have a university degree, 19.7% have a masters degree and 83% didn’t have any case management training before the above mentioned national training. Despite the low levels of preceding case management training, 39% have used model components in day-to-day practice and although 97.18% of the workforce have attended scientific meetings in the last 2 years, only 38.03% presented communications in the same period. Guideline: Results show that higher scores were obtained in Domain 1. Scope and Purpose (72.2.%),and Domain 4. Clarity of presentation (77.7%). Domain 5. pplicability scored near low boundary (54.1%) and negative scores were found in Domain 2. Stakeholder Involvement (41.6%) and Domain 3. Rigour of Development (28.1%). Global score was 66% and the guideline was recommended with modifications. Organisational Culture: The most frequent leadership profile was the Mentor profile (45.61%). Lower scores belonged to Innovator and Monitor profiles (3.51%). On the organisational culture overall, higher scores were found in the Human Relations culture (74.07%). The higher leadership strategy was the strategy of flexibility (66.10%). The results additionally showed that the only leadership profile associated with case management implementation was the Producer profile, representing 14.55% of all leadership profiles in the country.Barriers: The barriers identified by MH professionals, with high percentages, were: lack of time (57.7%), knowledge and motivation (40.8%), other colleagues cooperation (33.7%), low number of contacts with patients (35.2%), lack of facilities (70.4%) and lack of instruments (69%) to implement case management, varying across regions. Results show that there was a negative correlation between implementation and the following barriers: using protocols, practice format, need for more training and lack of cooperation from colleagues. Additionally, statistical differences were found between barriers to implementation and: services characteristics, workforce characteristics, organisational culture. Implementation: The national average results of case management implementation fidelity was (41.48), close to values found in similar studies. In the regional scores South Region Alentejo had the highest implementation score. If we look at minimum scores to assume implementation fidelity, these occurred in 57.75% of services and a good implementation occurred in 15.49% of these. Regression methods allowed to confirm that implementation score prediction was possible using the combination of barriers and organisational culture scores. Discussion - Considering the initial study hypotheses, it was possible to confirm the variation of case management implementation across country regions. Additionally, we could conclude that common denominators exist when successful implementation occurred. It was possible to observe a significant relationship between implementation degree and the dimensions of barriers, organisational culture and services resources (defined as professionals and services characteristics). In a more conclusive way, we can say that there are factors, other than financial and human resources, that are associated with evidence based practices implementation like case management. An example is the Alentejo region, were the distance from urban centres, and the known difficulties associated with accessibility, plus the lack of financial and human resources, have not impeded the regional higher score on implementation. Conclusions: Case management implementation had several barriers to implementation. There are different barriers across country regions, resulting from organisational culture, services and professionals characteristics. To reach implementation it is necessary to consider specific methodologies that go beyond traditional training programs and evident practices, widely promoted. Evidence-based practices require evidence-based implementations.