Intervenção da fisioterapia em indíviduos com osteoartrose do joelho: características da prática clínica, resultados obtidos e fatores de prognóstico para os resultados de sucesso

RESUMO:Introdução: O conhecimento acerca da prática da Fisioterapia, bem como a influência das características dos indivíduos com Osteoartrose do joelho (OA) no prognóstico dos resultados alcançados com a Fisioterapia, tem sido alvo de estudo em vários países. No entanto em Portugal, estudos desta natureza são escassos ou inexistentes. Objetivo: Este trabalho teve dois principais objetivos: Por um lado pretendeu caracterizar a prática da Fisioterapia e determinar os seus resultados em indivíduos com OA do joelho ao nível da intensidade da dor, incapacidade funcional e perceção global de melhoria; Por outro, identificar fatores preditivos para os resultados de sucesso após a intervenção da Fisioterapia. Metodologia: Trata-se de um estudo de coorte prospetivo com 77 participantes que foram avaliados antes e após a intervenção (8 semanas), com um follow-up de 3 meses. Procedeu-se à caracterização da prática da Fisioterapia quanto às modalidades utilizadas, número de sessões de tratamento e duração do episódio de cuidados. Os resultados obtidos foram medidos após intervenção (8 semanas) e num follow-up (3 meses), através da Escala Numérica da Dor (END), da versão Portuguesa do Questionário Knee Injury and Osteoarthritis Outcome Score (KOOS-PT), e da versão Portuguesa da Patient Global Impression of Change Scale (PGIC-PT). As características sociodemográficas e clínicas foram incluídas como potenciais fatores de prognóstico com base no critério de pontuação ≥5 na PGIC-PT e a análise dos dados foi realizada através do método de regressão logística multivariado no sentido de identificar as associações entre as variáveis na baseline e as variáveis de resultado (p<0.05). Resultados: Os resultados obtidos revelaram que existe uma grande diversidade de modalidades e procedimentos terapêuticos realizados pelos fisioterapeutas no tratamento da OA do joelho (em média 4 modalidades por utente), sendo os exercícios, a eletroterapia e a terapia manual, as intervenções mais frequentemente realizadas. Os resultados da intervenção revelaram uma redução significativa da intensidade da dor e da incapacidade funcional (medida pelas diferentes dimensões da KOOS-PT) às 8 semanas e aos 3 meses (p=0,001). A probabilidade de obter bons resultados na percepção de melhoria para realizar actividades da vida diária, está significativamente associada com a pontuação na dimensão KOOS AVD (OR=1,106, 95% IC 1,056-1,159) e com a intensidade da dor, (OR=0,543, 95% IC 0,300-0,983), na baseline. A probabilidade de obter bons resultados na percepção de melhoria relativa à dor, está significativamente associada com a pontuação na dimensão KOOS DOR (OR=1,116, 95% IC 1,030-1,209), e dimensão KOOS ADL (OR=1,123, 95% IC 1,014-1,243), na baseline. Conclusões: Os resultados do presente estudo revelam que a intervenção em Fisioterapia em casos de OA do joelho, apesar de utilizar uma grande diversidade de modalidades terapêuticas, proporciona uma redução significativa dos níveis de dor e incapacidade funcional em utentes com OA do joelho. Os resultados do presente estudo sugerem ainda que o sucesso da intervenção pode ser predito a partir de variáveis clinicas na baseline.------------ABSTRACT:Introduction: The knowledge about the practice of physical therapy, as well as the influence of the characteristics of subjects with knee osteoarthritis (OA) in the prognosis of the results achieved with physiotherapy, have been studied in several countries. However in Portugal, such studies are scarce or nonexistent. Objective: This study had two main aims: on one hand sought to characterize the practice of physical therapy and determine their outcomes in subjects with OA of the knee joint at the level of pain intensity, functional disability and global perception of improvement; Secondly, to identify predictive factors for successful outcomes after the intervention of physiotherapy. Methods: This was a prospective cohort study with 77 participants who were evaluated before and after the intervention (8 weeks), with a follow-up of 3 months. Proceeded to characterize the practice of physical therapy as modalities used, number of treatment sessions and duration of the period of care. The results were measured after intervention (8 weeks) and a follow-up (3 months) by a Numerical Rating Scale (NRS), the Portuguese version of the Knee Injury and Osteoarthritis Questionnaire Outcome Score (KOOS-PT) and the Patient Global Impression of Change Scale- Portuguese Version (PGIC-PT). The sociodemographic and clinical characteristics were included as potential prognostic factors based on scoring criteria≥5 na PGIC-PT and data analysis was performed using the method of multivariate logistic regression to identify associations between variables at baseline and outcome variables (p<0.05). Results: The results revealed that there is a great diversity of modalities and therapeutic procedures performed by physiotherapists in the treatment of knee OA (average 4 per user modes), with exercises, electrotherapy and manual therapy interventions most frequently performed. The results of intervention showed a significant reduction in the severity of pain and functional disability (measured by the different dimensions of the KOOS-PT) at 8 weeks and at 3 months (p = 0.001). The probability of getting good results in the perception of improvement to perform activities of daily living, is significantly associated with scores on the dimension KOOS ADL (OR=1,106, 95% CI 1,056-1,159) and the intensity of pain (OR = 0.543, 95% CI 0.300 to 0.983) at baseline. The probability of getting good results in the perception of improvement of the pain is significantly associated with scores on the KOOS PAIN (OR = 1.116, 95% CI 1.030 to 1.209) and KOOS ADL (OR = 1.123, 95% CI 1.014 to 1.243) at the baseline. Conclusions: The results of this study show that Physiotherapy treatment in cases of knee OA, provide a significant reduction of pain and disability among users with knee OA, despite the wide variety of therapeutic modalities. The results of this study also suggest that the success of the intervention can be predicted from clinical variables at baseline.

Consumer perception of CSR in Portugal: The aftermath of the financial crisis

Corporate social responsibility (CSR) literature has largely neglected consumers’ perceptions in the debate regarding the role of CSR in the aftermath of the financial crisis. In that context, this study aims to test the possibility that consumers’ perceptions of CSR level, firm reputation and brand trust, might depend on the type of industry sector of a firm, the level of fit of an initiative or both. By conducting a survey on Portuguese consumers and running a two-way analysis of variance, it suggests that solely the type of industry sector has an effect on consumer perception and that consumers are less tolerable of controversial industries.

Intervenção da fisioterapia após ligamentoplastia do LCA

RESUMO: Objectivo: Este estudo teve por objectivo descrever a prática clínica e os resultados da intervenção da fisioterapia, às 6, 12 e 24 semanas, em indivíduos após ligamentoplastia do LCA. Introdução: O sucesso da ligamentoplastia do LCA está directamente relacionado com a reabilitação após a realização da mesma, permitindo ao utente o retorno a um estilo de vida activo. Apesar de se saber que um programa de reabilitação estruturado e baseado na evidência tem um papel fulcral nos resultados após cirurgia, e de existir consenso sobre a efectividade destes programas após a cirurgia, o mesmo não se pode afirmar acerca de quais os melhores componentes que devem fazer parte desse programa. Tendo em conta a heterogeneidade encontrada na literatura, no que diz respeito à nomenclatura utilizada, às diferenças de duração dos protocolos e às variações significativas nas recomendações dos cuidados de reabilitação, torna-se primordial a realização duma caracterização da prática clínica da fisioterapia em indivíduos submetidos a ligamentoplastia em Portugal, e consequentemente, descrever quais os resultados obtidos ao nível da incapacidade funcional, intensidade de dor e percepção global de melhoria. Metodologia: Realizou-se um estudo de série de casos, com uma amostra de conveniência, do tipo não probabilístico, constituída por 14 utentes referidos para 4 clínicas de fisioterapia e para 3 hospitais, e que cumpriam os critérios de inclusão e exclusão estabelecidos. Os utentes foram avaliados em 4 momentos pré-definidos: na 1ª sessão de fisioterapia e às 6, 12 e 24 semanas após cirurgia. Os resultados obtidos após intervenção da fisioterapia foram descritos ao nível da incapacidade funcional, da intensidade da dor e da percepção global de melhoria. Paralelamente realizou-se uma caracterização da prática clínica relativamente às modalidades utilizadas, número de sessões de tratamento e duração do episódio de cuidados. Resultados: Observou-se uma tendência de melhoria ao longo das 24 semanas em todas as dimensões da Knee injury and Osteoarthritis Outcome Score (KOOS) e na Escala Numérica da Dor (END), assim como na percepção de melhoria pelo utente, medida através da Patient Global Impression of Change Scale (PGIC). Às 6 semanas, as melhorias nas variáveis de resultados foram superiores às encontradas às 12 e 24 semanas, ao nível da incapacidade funcional (à excepção das dimensões KOOS – actividades desportivas e de lazer e KOOS - qualidade de vida) e dor. Relativamente à intervenção da fisioterapia observou-se uma grande heterogeneidade nas modalidades e procedimentos utilizados. Em média realizaram-se 58,14 (±14,15) sessões, sendo que 71 foi o número de sessões mais utilizado. Conclusão: Os resultados deste estudo sugerem que apesar da heterogeneidade da prática clínica, a intervenção da fisioterapia proporciona melhorias ao nível da capacidade funcional e da dor, em indivíduos submetidos a ligamentoplastia do LCA e que essas melhorias são percepcionadas pelos participantes como clinicamente importantes. ---------ABSTRACT: Objective: The aim of this study was to describe the clinical practice and the results of physical therapy intervention, at 6, 12 and 24 weeks, in subjects after ACL reconstruction. Introduction: The success of ACL reconstruction is directly related with the rehabilitation after the surgery, allowing the patient to an active lifestyle return. Despite knowing that a rehabilitation program based on evidence and well designed has a key role in the results after surgery, the same cannot be said about what the best components that should make part of this program. Taking into account the heterogeneity found in the literature, whether at the level of the nomenclature used, whether at level of the differences in duration of the protocols, as well as the existence of recommendations of rehabilitative care that present significant variations at the international level, it becomes paramount to achieving a characterization of the clinical practice of physical therapy in subjects after ACL reconstruction in Portugal, and consequently describe the results obtained regarding to functional disability and pain intensity. Methodology: A case series design with a convenience sample of 14 patients referred to 7 different outpatients physical therapy settings, that fulfilled the pre- established inclusion and exclusion criteria. Patients were evaluated in four pre-defined moments: in the first session of physiotherapy and at 6, 12 and 24 weeks after surgery. The results obtained after physiotherapy intervention were described at the level of functional disability, pain and global perception of change. Subsequently, it was proceeded the characterization the practice of physical therapy regarding to the modalities used, the number of treatment sessions and duration of the episode of care. Results: It was found that there was a trend of improvement, clinically important, over the 24 weeks in all dimensions of Knee injury and Osteoarthritis Outcome Score (KOOS) and in the Numerical Pain Rating Scale (NPRS). At 6 weeks, improvements were superior to those found at 12 and 24 weeks, at the level of functional disability (with the exception of the KOOS-sports and recreation function and KOOS-knee related quality of life dimensions) and pain. As regards the intervention of physical therapy found that the heterogeneity encountered both at the level of clinical practice as evidence,are difficult to compare. On average 58,14 (±14,15) sessions were held, with 71 was the most commonly used sessions numbers. Conclusion: The results of this study suggest that in spite of the heterogeneity of clinical practice, physical therapy intervention provides improvements in terms of functional disability and pain in subjects after ACL reconstruction.

Shrinking shrinkage:How and why is fruit shrinkage being caused in Sonaemc's convenience stores? Finding opportunities of improvement envisioning its optimization

This work project regards a challenge presented by a Portuguese organization on the retail sector, SONAEMC, which is a case study of how and why fruit shrinkage occurs in the fruit supply chain within their convenience stores. A qualitative research methodology enabled to infer in which stages throughout the chain shrinkage’s causes occur and, to conclude that internal rules for procedures and processes are not always followed and whose compliance would be enough to reduce fruit shrinkage. The key conclusion is that if fruit stock loss is reduced by as much as 15% the category’s profitability could increase about 8%.

Young adult Brazilian beauty consumers perception of Lancôme and the effectiveness of social media relationhips with local celebrities on their purchase intention

The aim of this research is to evaluate if a premium beauty brand, in this case, Lancôme, can influence positively the purchase intention from Brazilian young adults, between 18 and 29 years old, consumers of beauty products, by initiating a relationship with a local celebrity or “it” girl on social media. This hypothesis has not been tested, and this research is a first attempt of evaluating it. Additionally, the consumer behavior, brand preferences and social media activeness of this age segment in Brazil are further studied as important insights for beauty brands to conquer these consumers. Results did not confirm the positive influence of local celebrities on this age segment’s purchase intention but several suggestions are made for future research to revisit this topic. Furthermore, there is a significant brand love for M.A.C., an international Lancôme competitor, amongst this target, as well as a probable price sensitivity facing premium beauty brands.

Perception of organizational politics and the effect of authenticity and affective commitment on deviance and task performance in contact centers

This study aimed to understand employees’ reactions to organizational politics in Contact Centers. Drawing from a sample of 187 supervisor-employee dyads, we studied the relationship between employees’ perceptions of organizational politics and supervisor-rated task performance and deviance, and mediation effects by authenticity at work and affective commitment. Results indicate that workers tend to react to workplace politics with deviant behavior and worse task performance. We found that the relationship between perceived politics and task performance was mediated by authenticity. The relationship between perceived politics and supervisor-rated deviance was mediated by affective commitment to the organization. Implications for management are discussed.

Contributo para a validação da versão portuguesa da Quebec Back Pain Disability Scale : fiabilidade e poder de resposta em utentes com dor lombar crónica

RESUMO: Um dos principais resultados das intervenções de Fisioterapia dirigidas a utentes com Dor Lombar Crónica (DLC) é reduzir a incapacidade funcional. A Quebec Back Pain Disability Scale (QBPDS) é um instrumento amplamente aceite a nível internacional na medição do nível de incapacidade funcional reportada pelos indivíduos com DLC. O objetivo deste estudo é dar um contributo para a adaptação cultural da versão portuguesa da QBPDS (QBPDS-VP) e investigar o poder de resposta e interpretabilidade da escala. Metodologia: Realizou-se um estudo metodológico, multicentro, baseado num coorte prospetivo de 132 utentes com DLC. Os utentes foram recrutados a partir da lista de espera de 16 serviços de Medicina Física e de Reabilitação/Fisioterapia de várias áreas geográficas de Portugal. A QBPDS- VP foi administrada 3 vezes, em 3 momentos de recolha de dados distintos: T0 - momento inicial (utentes em lista de espera); T1 - 1 semana de intervalo (início dos tratamentos de Fisioterapia); e T2 - 6 semanas de intervalo (pós-intervenção de Fisioterapia). Os dados recolhidos em T0 foram utilizados para a análise fatorial e para o estudo da consistência interna (n=132); os dados da amostra emparelhada de T0 e T1 (n=132) para a fiabilidade teste-reteste; e os dados da amostra emparelhada de T0 e T2 (n=120) para a análise do poder de resposta e interpretabilidade. A âncora externa utilizada foi a perceção global de mudança, neste caso a PGIC- VP, que foi respondida em T1 e T2. O nível de significância para o qual os valores se consideraram satisfatórios foi de p≤ 0,05. O tratamento dos dados foi realizado no software IBM SPSS Statistics (versão 20). Resultados: A QBPDS- VP é uma escala unidimensional, que revela uma excelente consistência interna (α de Cronbach= 0,95) e uma fiabilidade teste-reteste satisfatória (CCI= 0,696; IC 95%: 0,581–0,783). Esta escala demonstrou um poder de resposta moderado, quando aplicada em utentes com DLC ( = 0,426 e AAC= 0,741; IC 95%: 0,645 – 0,837). A Diferença Mínima Detetável (DMD) estimada foi de 19 pontos e as estimativas da Diferença Mínima Clinicamente Importante (DMCI) variaram entre 7 (pelo método curva ROC) e 8 pontos (pelo método “diferença média de pontuação”). A estimativa pela curva ROC deriva do ponto ótimo de corte de 6,5 pontos, com Área Abaixo da Curva (AAC)= 0,741, sensibilidade de 72%, e especificidade de 71%. Uma análise complementar da curva ROC baseada nas diferenças de pontuações da QBPDS, expressa em percentagem, revelou um ponto ótimo de corte de - 24% (AAC= 0,737, sensibilidade de 71%, e especificidade de 71%). Para pontuações iniciais da QBPDS- VP mais altas (≥34 pontos), foi encontrado um ponto ótimo de corte de 10,5 pontos (AAC= 0,738, sensibilidade de 73%, e especificidade de 67%). Conclusão: A QBPDS-VP demonstrou bons níveis de fiabilidade e poder de resposta, recomendando-se o seu uso na medição e avaliação da incapacidade funcional de utentes com DLC. A DMD estimada, de 19 pontos, determinou uma amplitude válida da QBPDS-VP de 19 a 81 pontos. Este estudo propõe estimativas de DMCI da QBPDS- VP numa aplicação específica da escala (em utentes com DLC que são referidos para a intervenção de Fisioterapia). A pontuação inicial da QBPDS- VP deve ser considerada na interpretação de mudanças de pontuação, após a intervenção de Fisioterapia.------------ ABSTRACT: One of the main results of physiotherapy interventions for patients with Chronic Low Back Pain (CLBP) is decrease the functional disability. The Quebec Back Pain Disability Scale (QBPDS) is an instrument widely accepted internationally, in measuring the level of disability reported by individuals with CLBP. The purpose of this study is to contribute to the cultural adaptation of the Portuguese version of QBPDS (QBPDS - PV) and investigate the Responsiveness and Interpretability of QBPDS-PV. Methodology: This was a methodological and multicenter study, based on a sample of 132 subjects with CLBP. The patients were recruited from the waiting lists of 16 medicine rehabilitation service, in many Portugal districts. The Quebec Back Pain Disability Scale was administered in three different moments: T0 – baseline (patients in the waiting list); T1- one week after T0 (the beginning of treatment); and T2 – six weeks after T1 (the posttreatment). The data collected at T0 were used for factor analysis and to study the internal consistency (n = 132); paired sample data of T0 and T1 (n=132) were used for test-retest reliability, and sample data paired for T0 and T2 (n=120) used for responsiveness and interpretability analysis. The external anchor was the global perception of change, measured by the Portuguese version of Patient’s Global Impression of Change (PGIC) Scale. The minimal level of significance established was p ≤ 0,05. Data analysis was performed using the IBM SPSS Statistics software (version 20). Results: The QBPDS-PV is a unidimensional scale, demonstrates an excellent internal consistency (Cronbach's α=0.95) and satisfactory test-retest reliability (ICC= 0.696, 95% CI: 0.581–0.783). The scale revealed moderate responsiveness when applied to patients with CLBP ( = 0.426 and AUC= 0.741, 95% CI: 0.645 - 0.837). The Smallest Detectable Change (SDC) was 19 points, whereas the Minimal Clinically Important Change (MCIC) ranged between 7 (ROC curve method) and 8 points (by the "mean difference score"). The estimate was derived from the ROC curve by an optimal cutoff point of 6.5 points, with Area Under the Curve (AUC)= 0.741, sensitivity 72%, and specificity of 71%. A complementary analysis of the ROC curve based on differences in QBPDS scores from baseline, expressed in percentage, revealed an optimal cutoff point of -24% (AUC= 0.737, sensitivity of 71%, and specificity of 71%). For the highest initial scores of QBPDS-PV (≥ 34 points) was found an optimal cutoff of 10.5 points (AUC= 0.738, sensitivity of 73%, and specificity 67%). Conclusion: The QBPDS-PV demonstrated good levels of reliability and responsiveness, being recommended its use in the measurement and evaluation of disability of patients with CLBP. The SDC of 19 points determined the QBPDS‟ scale width of 19 to 81. This study proposes MCIC values for QBPDS –PV for this specific setting (in CLBP patients who are referred for physiotherapy intervention). The QBPDS –PV baseline score have to be taken into account while interpreting the score change after physiotherapy intervention.

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.

A cross-cultural study on the effect of decimal separator on price perception

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

The internationalization process of born global firms in high-tech and low-tech industries: Is there any difference?

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

Intervenção da fisiopetarpia em indivíduos com osteoartrose do joelho: características da prática clínica e resultados obtidos em contexto de prática convencionada

RESUMO: Introdução: A osteoartrose do joelho em particular constitui uma das maiores causas de incapacidades no dia-a-dia, morbilidade e aumento dos custos de saúde na população, na medida em que é uma condição que quando sintomática progride para um padrão que incluí dor articular, perda de força, incapacidade para a marcha e redução da aptidão física. A sua prevalência aumenta com a idade, 7% entre pessoas dos 65-70 anos, e 11,2% para aqueles com 80 anos ou mais, pouco variando entre os estudos existentes. Um recente estudo da Organização Mundial da Saúde (OMS) refere que a osteoartrose é a quarta causa mais importante de incapacidade entre as mulheres e a oitava entre os homens. Objetivo do estudo: Descrever a intervenção da fisioterapia em contexto de prática clínica convencionada e os resultados obtidos em indivíduos com OA, ao nível da intensidade da dor, capacidade funcional e perceção global de melhoria. Desenho Metodológico: Trata-se de um Estudo de coorte prospetivo onde foram incluídos indivíduos de ambos os géneros, entre os 60 e os 80 anos, com osteoartrose do joelho referenciada clinicamente. Após o consentimento informado, os pacientes foram, avaliados em quatro momentos: num primeiro momento (T0), antes de iniciarem o tratamento; (T1) após 4 semanas do início do tratamento; (T2) coincidente com o final do tratamento; e (T3) 3 meses após o início do tratamento. Foi utilizado um Questionário de Caracterização Sócio-Demográfica e Clínica, a Escala numérica da dor – END, o questionário KOOS (Knee Injury and Osteoarthritis Outcome Score) e a versão portuguesa da Patient Global Impression Change (PGIC-PT). A base de seleção dos indivíduos foi realizada numa clínica convencionada do Algarve. Resultados: Foi observado um aumento significativo em todos os outcomes avaliados pelo KOOS, END e PGIC num período até 3 meses após a intervenção. Na avaliação da END em T3 o valor da média foi de 1,63(±0,71). Para o KOOS nas subescalas Sintomas foi de 87,60(±5,86), Dor 85,71(±3,99), AVD 78,23(±3,48), ADL 67,71(±7,16), QV 80,71(±9,14), para a PGIC-AVD 5,29(±0,57), PGIC-DOR 5,97(±0,61). Os resultados obtidos pelo teste de Friedman, revelaram um valor de p<0,005. Assim, a melhoria da incapacidade funcional reportada pelos participantes neste grupo é estatisticamente diferente, e de forma significativa nos diferentes momentos de recolha de dados, durante e após o tratamento (X2 (3)=208,862, p<0,005)/ (X2(3)=205,041, p<0,005). Por fim os valores do somatório dos participantes, que estão inseridos em no grupo dos “Bons Resultados”( ≥5) foi de 27,14% em T0 passando para 100,00% em T3, enquanto que o grupo dos “Maus Resultados”(<5) foi de 72,86% em T0 e 100% em T3. Conclusão: Os resultados do presente estudo sugerem que a intervenção da Fisioterapia efetuadas em clínicas convencionadas nos casos da Osteoartrose do joelho são efetivas na redução significativa dos níveis de dor e incapacidade funcional e na Perceção global de melhoria em pacientes com Osteoartrose do joelho. ---------- ABSTRACT: Introduction: Osteoarthritis of the knee in particular is a major cause of disabilities in their day-to-day morbidity and increased healthcare costs in the population, in that it is a disease that when symptomatic progresses to a pattern that included joint pain, strength loss, inability to walk and reduction of physical fitness. It is referred as a risk factor for falls and fractures. Its prevalence increases with age, 7% of people between 65-70 years, and 11.2% for those aged 80 or more, ranging from some existing studies. A recent study by the World Health Organization (WHO) reports that osteoarthritis is the fourth leading cause of disability among women and eighth among men. Objective: To describe the characteristics and the outcomes of the physiotherapy practice in patients with knee osteoarthritis. Methodology: A prospective cohort study, with 70 individuals, aged between 60 and 80 years with the diagnosis of knee osteoarthritis and referred to physiotherapy treatment, was carried out. After informed consent, patients were evaluated in four different moments: at baseline (T0), before starting treatment; 4 weeks after starting their treatment (T1); 8 weeks after starting their treatment (T2); and in a 3 months follow-up (T3). Patients were assessed for their socio-demographic and clinical characteristics, pain intensity (using the numeric pain rating scale- NRS), disability (using the Knee Injury and Osteoarthritis Outcome Score), and for their global impression of change (using the Portuguese version of the Patient Glogal Impression of Change scale). Results: The findings of this study indicate a significant increase in all outcomes assessed (pain, disability and global impression of change), during and after the physiotherapy treatment. At T3, the average value for the NRS was 1.63 (± 0.71). For KOOS in the symptoms subscales was 87.60 (± 5.86), pain 85.71 (± 3.99), ADL 78.23 (± 3.48), ADL 67.71 (± 7.16), QV 80.71 (± 9.14) for the PGIC-AVD 5.29 (± 0.57), PGIC-PAIN 5.97 (± 0.61). The results obtained though the Friedman test revealed a p-value <0.005. Thus, the improvement of functional capacity reported by participants in the group was statistically different at the different moments of data collection, during and after treatment (X 2 (3) = 208.862, p <0.005) / (X 2 (3) = 205.041, p <0.005). Conclusion: The results of this study show that the physiotherapy treatments made on agreed clinics in cases of osteoarthritis of the knee, are effective in significant reduction in the levels of pain and disability and in perception of overall improvement perception in patients with osteoarthritis of the Knee.