Feature Discretization with Relevance and Mutual Information Criteria

Feature discretization (FD) techniques often yield adequate and compact representations of the data, suitable for machine learning and pattern recognition problems. These representations usually decrease the training time, yielding higher classification accuracy while allowing for humans to better understand and visualize the data, as compared to the use of the original features. This paper proposes two new FD techniques. The first one is based on the well-known Linde-Buzo-Gray quantization algorithm, coupled with a relevance criterion, being able perform unsupervised, supervised, or semi-supervised discretization. The second technique works in supervised mode, being based on the maximization of the mutual information between each discrete feature and the class label. Our experimental results on standard benchmark datasets show that these techniques scale up to high-dimensional data, attaining in many cases better accuracy than existing unsupervised and supervised FD approaches, while using fewer discretization intervals.

The relevance of laboratory diagnosis of human cryptosporidiosis and other coccidia

Human infection by Cryptosporidium spp and other coccidia are due to opportunist non-host specific microorganisms. In HIV seropositive patients, the gastrointestinal symptoms accompanying such infections may be serious and prolonged and may include nausea, low-grade fever, abdominal cramps, anorexia and watery diarrhoea. We studied 188 stool samples from 111 patients (84 men and 27 women) with diarrhoea. A modified Ziehl-Nielsen technique for the detection of Cryptosporidium spp and Isospora belli was employed. The mean age of the patients was 31 years. Cryptosporidium spp was seen in 18% (n=20) of the patients, 90% (n=18) of whom were HIV seropositive. Isospora belli was recorded only from HIV seropositive patients (5.4% of all the patients studied and 6.5% of those who were HIV seropositive). These data confirm the good results obtained with this technique for the identification of Cryptosporidium spp and other coccidia and also reaffirm the clinical importance of correctly diagnosing the cause of diarrhoea, particularly in HIV seropositive patients.

Neural mechanisms of stimulus generalization in auditory fear conditioning

Dissertation presented to obtain the Ph.D degree in Neuroscience Instituto de Tecnologia Química e Biológica, Universidade Nova de Lisboa

The Self-Inflicted Burns - Typology and its Prognostic Relevance in a 14-Year Review of Self-Inflicted Burns in a Tertiary Referral Centre

Self-inflicted burns (SIB) are responsible for 2-6% of admissions to Burn Units in Europe and North America, and for as many as 25% of admissions in developing nations. Recently, a promising new tool was proposed to stratify SIB patients in the following subgroups: "typical", "delirious", and "reactive". However, as far as the authors know, the clinical usefulness of this instrument has not yet been validated by others. We retrospectively reviewed the clinical records of 56 patients admitted to our Burn Unit with the diagnosis of SIB injury in the past 14 years. The following parameters were evaluated: demographic features; psychiatric illness; substance abuse; mechanism of injury; burn depth, total body surface area (TBSA) involved, Abbreviated Burn Severity Index (ABSI); length of hospital stay, and mortality. All patients were followed up by a psychologist and a psychiatrist, and were classified according to the SIB-Typology Tool, into three classes: "typical", "delirious" and "reactive". There was a slight predominance of the "typical" type (44.6%), followed by the "delirious" type (30.4%), and, finally the "reactive" type (25.0%). Mortality was significantly higher in the "typical" subgroup. In conclusion, the SIB-Typology Tool appears to be a valuable instrument in the clinical management of SIB patients.

Coreceptor Usage by HIV-1 and HIV-2 Primary Isolates: The Relevance of CCR8 Chemokine Receptor as an Alternative Coreceptor

The human immunodeficiency virus replication cycle begins by sequential interactions between viral envelope glycoproteins with CD4 molecule and a member of the seven-transmembrane, G-protein-coupled, receptors' family (coreceptor). In this report we focused on the contribution of CCR8 as alternative coreceptor for HIV-1 and HIV-2 isolates. We found that this coreceptor was efficiently used not only by HIV-2 but particularly by HIV-1 isolates. We demonstrate that CXCR4 usage, either alone or together with CCR5 and/or CCR8, was more frequently observed in HIV-1 than in HIV-2 isolates. Directly related to this is the finding that the non-usage of CXCR4 is significantly more common in HIV-2 isolates; both features could be associated with the slower disease progression generally observed in HIV-2 infected patients. The ability of some viral isolates to use alternative coreceptors besides CCR5 and CXCR4 could further impact on the efficacy of entry inhibitor therapy and possibly also in HIV pathogenesis.

THE RELEVANCE OF NUTRITIONAL STATUS AND HISTOPATHOLOGICAL FINDINGS ON THE INFECTIOUS PROCESS OF BALB/C MICE INOCULATED WITH Lacazia loboi

SUMMARY The aim of this study was to evaluate the effects of the protein-calorie malnutrition in BALB/c isogenic mice infected with Lacazia loboi, employing nutritional and histopathological parameters. Four groups were composed: G1: inoculated with restricted diet, G2: not inoculated with restricted diet, G3: inoculated with regular diet, G4: not inoculated with regular diet. Once malnutrition had been imposed, the animals were inoculated intradermally in the footpad and after four months, were sacrificed for the excision of the footpad, liver and spleen. The infection did not exert great influence on the body weight of the mice. The weight of the liver and spleen showed reduction in the undernourished groups when compared to the nourished groups. The macroscopic lesions, viability index and total number of fungi found in the footpads of the infected mice were increased in G3 when compared to G1. Regarding the histopathological analysis of the footpad, a global cellularity increase in the composition of the granuloma was observed in G3 when compared to G1, with large numbers of macrophages and multinucleated giant cells, discrete numbers of lymphocytes were present in G3 and an increase was observed in G1. The results suggest that there is considerable interaction between Jorge Lobo's disease and nutrition.

Value relevance of financial assets

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

The value relevance of investment property fair value

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

Pensions accounting and value relevance

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

The value relevance of tangible fixed assets

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

The Relevance of Ribonuclease III in Pathogenic Bacteria

Dissertation presented to obtain the Ph.D degree in Biology.

Efetividade de um programa de educação baseado na neurofisiologia da dor e exercício aquático em comparação com um programa de exercício aquático isolado em indivíduos com dor lombar crónica

RESUMO: Introdução e Objetivos: O exercício é uma das modalidades mais utilizadas no tratamento da Dor Lombar Crónica (DLC) mas também a mais recomendada pela literatura atual. Apesar de efetivo, o exercício não parece responder às características cognitivas e comportamentais identificadas nesta população. Assim, existem recomendações para que seja coadjuvado por educação de forma a minimizar a influência nos resultados de variáveis como o medo do movimento. Porém não é conhecido o real impacto nos resultados de um programa educacional quando acrescentado a um programa de exercício. O objetivo deste estudo foi investigar os efeitos de um programa de exercício aquático coadjuvado por educação baseada na neurofisiologia da dor (grupo experimental) comparado a um programa de exercício aquático isolado (grupo controlo), ao nível da intensidade da dor, incapacidade funcional e medo do movimento, em indivíduos com DLC. Metodologia: Sessenta e dois indivíduos com DLC foram aleatoriamente distribuídos pelo grupo experimental (n= 30) e pelo grupo controlo (n= 32). Os participantes de ambos os grupos realizaram um programa de 6 semanas constituído por 12 sessões de exercício aquático. No caso do grupo experimental foram realizadas duas sessões de educação baseada na neurofisiologia da dor (EBN) antes do programa de exercício aquático. As medidas de avaliação primárias foram a intensidade da dor (Escala Visual Análoga) e a incapacidade funcional (Quebec Back Pain Disability Scale). Secundariamente avaliou-se o medo do movimento através da Tampa Scale of Kinesiophobia. Os participantes foram avaliados antes da intervenção, 3 semanas após o início do programa de exercício aquático, no final da intervenção e 3 meses após o final da intervenção. Resultados: Foram encontradas melhorias significativas no final da intervenção ao nível da intensidade da dor e incapacidade funcional em ambos os grupos. Após 3 meses, apenas o grupo experimental apresentou melhorias significativas nas variáveis primárias. Na comparação entre grupos, os resultados foram favoráveis ao grupo experimental para a intensidade da dor nas avaliações após a intervenção (p= 0,032) e após 3 meses (p= 0,007). Quanto à incapacidade funcional e medo do movimento não se verificaram diferenças significativas entre grupos em nenhum momento. Também as medidas de relevância clínica utilizadas (tamanho do efeito; risco relativo; number needed to treat) favoreceram o grupo experimental. Conclusões: Os resultados mostram que um programa de exercício aquático e EBN foi mais efetivo na melhoria da intensidade da dor a curto e médio prazo do que um programa de exercício aquático isolado. Apesar de serem necessárias mais investigações sobre este tema, este estudo demonstra que a EBN pode otimizar os resultados quando associada a outras intervenções ativas como o exercício aquático.----------------ABSTRACT: Introduction and Objectives: Exercise is one of the most used modalities in the treatment of Chronic Low Back Pain (CLBP) but also the most recommended in current literature. Although it’s effective, exercise does not seem to respond to the cognitive and behavioural characteristics identified in this population. Thus, it is recommended to be assisted by education in order to minimize the influence of variables on the results such as the fear of movement. However, the real impact on the results of an educational program when added to an exercise program is not known. The aim of this study was to investigate the effects of a program of aquatic exercise and neurophysiology pain education (experimental group) compared to aquatic exercise program alone (control group), on the outcomes of pain intensity, functional disability and fear of movement in individuals with CLBP. Methodology: Sixty two individuals with CLBP were randomly distributed in the experimental group (n = 30) and in the control group (n = 32). Participants in both groups performed a 6-week program consisting of 12 sessions of aquatic exercise. In the case of the experimental group two sessions of neurophysiology pain education (NPE) were performed before the aquatic exercise program. The primary outcomes were pain intensity (Visual Analogue Scale) and functional disability (Quebec Back Pain Disability Scale). Secondarily, the fear of movement through the Tampa Scale of Kinesiophobia was assessed. Participants were assessed before the intervention, three weeks after the start of the aquatic exercise program, at the end of the intervention and 3 months after the end of the intervention. Results: Significant improvements were found at the end of the intervention in both groups in what intensity of pain and functional disability were concerned. After 3 months, only the experimental group showed significant improvements in the primary outcomes. Comparing both groups, the results favoured to the experimental group for intensity of pain scores after the intervention (p = 0.032) and after 3 months (p = 0.007). The functional disability and fear of movement had no significant differences between groups at any time. In addition, the measures of clinical relevance used (size effect; relative risk; number needed to treat) favoured the experimental group. Conclusions: The results show that a program of aquatic exercise and NPE were more effective in improving pain intensity at a short and medium term than an aquatic exercise program alone. Although more research on this topic is needed, this study demonstrates that the NPE can optimize results when combined with other active interventions such as aquatic exercise.

Comprehensive income: evidence from Portuguese listed companies on reporting choices and value relevance

This work project aims at analysing choices related to Comprehensive income (CI) of Portuguese listed firms and understanding the reasons behind them. Additionally, it studies the relevance of CI versus Net Income (NI). It was found that firm’s size and volume of Other comprehensive income (OCI) are positively related with the choice for separate statements while smaller firms with positive NI and negative OCI tend to disclose less information about taxes. The value relevance of CI proved to be superior to that of NI but OCI seems to have no incremental value relevance.

Cognitive stimulation for portuguese older adults with cognitive impairment: a randomized controlled trial of efficacy, comparative duration, feasibility and experiential relevance

Although some studies point to cognitive stimulation as a beneficial therapy for older adults with cognitive impairments, this area of research and practice is still lacking dissemination and is underrepresented in many countries. Moreover, the comparative effects of different intervention durations remain to be established and, besides cognitive effects, pragmatic parameters, such as cost-effectiveness and experiential relevance to participants, are seldom explored. In this work, we present a randomized con- trolled wait-list trial evaluating 2 different intervention durations (standard 1⁄4 17 vs brief 1⁄4 11 sessions) of a cognitive stimulation program developed for older adults with cognitive impairments with or without dementia. 20 participants were randomly assigned to the standard duration intervention program (17 sessions, 1.5 months) or to a wait-list group. At postintervention of the standard intervention group, the wait-list group crossed over to receive the brief intervention program (11 sessions, 1 month). Changes in neuropsychological, functionality, quality of life, and caregiver outcomes were evaluated. Experience during intervention and costs and feasibility were also evaluated. The current cognitive stimulation programs (ie, standard and brief) showed high values of experiential relevance for both intervention durations. High adherence, completion rates, and reasonable costs were found for both formats. Further studies are needed to definitively establish the potential efficacy, optimal duration, cost-effectiveness, and experiential relevance for participants of cognitive intervention approaches.