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.

Economies of scale and scope in the provision of diagnostic techniques and therapeutic services in Portuguese hospitals

This paper analyses the provision of auxiliary clinical services that are typically carried out within the hospital. We estimate a exible cost function for the three most important (cost- wise) diagnostic techniques and therapeutic services in Portuguese hospitals: Clinical Pathology, Medical Imaging and Physical Medicine and Rehabilitation. Our objective in carrying out this estimation is the evaluation of economies of scale and scope in the provision of these services. For all services, we nd evidence of ray economies of scale and some evidence of economies of scope. These results have important policy implications and can be related to the ongoing discussion of where and how should hospitals provide these services.

Time-frequency and time-scale characterisation of the beat-by-beat high-resolution electrocardiogram

Proceedings of the Sixth Portuguese Conference on Bioemedical Engineering faro, Portugal

Fractional discrete-time signal processing: scale conversion and linear prediction

Nonlinear Dynamics, Vol. 29

Fractional signal processing: scale conversion

In Proceedings of the “ECCTD '01 - European Conference on Circuit Theory and Design, Espoo, Finland, August 2001

The contribution of multitemporal information from multispectral satellite images for automatic land cover classification at the national scale

Thesis submitted to the Instituto Superior de Estatística e Gestão de Informação da Universidade Nova de Lisboa in partial fulfillment of the requirements for the Degree of Doctor of Philosophy in Information Management – Geographic Information Systems

Scale-free networks and scalable interdomain routing

Trabalho apresentado no âmbito do Mestrado em Engenharia Informática, como requisito parcial para obtenção do grau de Mestre em Engenharia Informática

Simple and stable dynamic traffic engineering for provider scale ethernet

Trabalho apresentado no âmbito do Mestrado em Engenharia Informática, como requisito parcial para obtenção do grau de Mestre em Engenharia Informática

Vascularização do útero: estudo morfológico e experimental

RESUMO Os trabalhos de investigação, conducentes à elaboração do presente estudo morfofuncional, subordinado ao tema da "VASCULARIZAÇÃO ARTERIAL DO ÚTERO",fundamenta-se em conceitos da anatomia descritiva clássica, complementados por técnicas de estudo mais modernas, permitindo-nos observações originais. O principal objectivo é de definir um padrão descritivo da vascularização uterina e de estabelecer uma correlação anatomo-fisiológica e anatomo-clínica na descrição da angiomorfologia uterina, actualizando as descrições clássicas da artéria com dados de observação originais, segundo as técnicas de estudo angiomorfológicas correntemente empregues no Departamento de Anatomia da Faculdade de Ciências Médicas da Universidade Nova de Lisboa. Correlacionam-se as observações com os mais recentes dados publicados, no âmbito da imuno-histoquímica e da moderna bioquímica endocrinológica, uma vez que os conceitos modernos de fisiologia uterina e ginecológica praticamente dominam a vasta literatura científica mundial. Como objectivos particulares, ou linhas orientadoras da tese, escolhemos: - A definição de parâmetros descritivos do padrão genérico da vascularização uterina, actualizando a nomenclatura descritiva de acordo com a moderna Nomina Anatomica mundialmente debatida, desde o XIV Congresso Internacional da Federação Internacional das Associações de Anatomistas, sob a presidência do Prof. Doutor J.A. Esperança Pina (1994) e publicada em 1999-2001. - A comparação do caso humano com o do animal de experiência, por observação meticulosa do maior número de casos possíveis, realizando um estudo comparativo que nos permita extrapolar dados de experimentação animal para o caso humano; - O estabelecimento de uma correlação anatomo-fisiológica, por análise do comportamento da vascularização uterina, ao longo da vida, desde o nascimento até à menopausa, e perante as influências hormonais a que se encontra exposta. A tese constrói-se em torno de três núcleos fundamentais: 1. Um capítulo introdutório, de contextualização teórica, por enquadramento histórico dos estudos dos órgãos genitais femininos e da evolução das técnicas de diagnóstico e terapêutica do útero, focando as primeiras referências à técnica da histerotomia (Cesariana) (com a lenda persa do nascimento do herói Rostam, ou do nascimento do deus Asclepius), as primeiras representações da vascularização uterina (por LEONARDO e iii VESÁLIO), ou as primeiras descrições anatómicas do útero, da autoria de Portugueses (RODRIGO DE CASTRO, 1516 e AMATO LUSITANO, 1551). Prossegue a contextualização teórica com breve referência à recente evolução das técnicas de diagnóstico e terapêutica dos fibromiomas uterinos, mencionando de modo particular a evolução das técnicas de embolização arterial uterina, por nos parecer corresponder a um campo de aplicação imediata dos estudos da vascularização do útero. Termina este capítulo com breve referência aos trabalhos do Prof. Doutor J. MARTINS PISCO que tem actualmente, no nosso País uma das mais extensas listas de trabalhos efectuados com sucesso a nível mundial, no campo da embolização arterial de fibromiomas uterinos. 2. O segundo núcleo fundamental, intitulado "Angiomorfologia uterina" corresponde a extensa revisão bibliográfica dos estudos descritivos da vascularização uterina, desde logo ilustrando a resenha teórica com algumas imagens fotográficas de úteros humanos, seleccionadas da nossa colecção. A descrição da vascularização uterina, fundamentada em 1500 citações bibliográficas, organiza-se, de acordo com o paralelismo entre a estratificação histológica e angiológica do órgão, e a hierarquia funcional, regulada pelas cíclicas variações hormonais. Descreve-se a camada serosa e correspondente vascularização; a camada muscular e vascularização do miométrio; e, por fim, a camada mucosa e os vasos endometriais. Verifica-se, perante os dados colhidos da literatura mundial, o interesse do aprofundamento dos estudos morfológicos da microvascularização endometrial e da adaptação das descrições aos resultados dos modernos estudos funcionais obtidos por técnicas da imuno-histoquímica. 3. Fundamentados nos dados colhidos das revisões bibliográficas, elaborámos um projecto de investigação original, visando o estabelecimento da relação morfo-funcional resultante do aprofundamento dos estudos descritivos da angiomorfologia e da microvascularização do útero. O capítulo de trabalho experimental organiza-se em três principais passos: – No capítulo de Materiais e métodos, procede-se à escolha, por um lado do animal de experiência mais adequado para os estudos da vascularização uterina (por estudo comparativo ao longo da escala animal) e, por outro lado, à escolha de três das técnicas disponíveis no Laboratório de Anatomia Experimental e aplicáveis à investigação angiomorfológica do útero; iv - No capítulo de Resultados, procedemos à exposição das nossas observações de 25 úteros humanos e de 154 úteros de animais de experiência, segundo as três técnicas seleccionadas (dissecção, Injecção-corrosão-fluorescência, Injecção-diafanização e injecção-corrosão paraobservação de moldes vasculares em microscopia electrónica de varrimento), organizando aselecção da vasta iconografia coleccionada em três novos subcapítulos: o útero humano, oútero do animal de experiência e um estudo comparativo, essencial para validar osresultados do trabalho experimental. - O capítulo de trabalho experimental, inteiramente efectuado por estudos na artéria uterina do rato Wistar, abrange primeiramente a tentativa de definição macroscópica de territórios de vascularização, seguido das observações microscópicas conducentes à definição dos parâmetros angiomorfológicos característicos de cada uma das etapas da grande variabilidade a que se sujeita a vascularização uterina, ao longo da vida, incluindo a infância, a gravidez, a paridade e o envelhecimento, e consoante as fases do ciclo hormonal ovárico. Aperfeiçoámos essa tarefa com a elaboração de três experiências distintas, para análise dos efeitos microvasculares uterinos da administração exógena de preparados comerciais hormonais, por observação em microscopia electrónica de varrimento. De acordo com as leituras da literatura clássica sobre a metodologia do trabalho científico, completamos os trabalhos por um capítulo de síntese e critica dos resultados, sequencialmente organizado consoante cada um dos passos experimentais atrás referidos. SUMMARY The aim of the present thesis is the description of the uterine arterial network, complementing the classical concepts of descriptive Anatomy with modern techniques of anatomical research, thus achieving original final results and observations. One of the main objectives of the research is to establish physiological and clinical correlations in the description of the uterine angiomorphology, with the techniques currently available for angiomorphological research in the Department of Anatomy of Faculty of Medical Sciences of the New University of Lisbon. As guidelines to our research, we established the following specific objectives: - defining the descriptive parameters of the standard pattern of the uterine vasculature, according to the modern Nomina Anatomica, as underlined in the latest Federative Congresses of the International Federation of the Associations of Anatomists, one of which took place in Lisbon, in 1994, under the presidency of Professor J.A. Esperança Pina, the supervisor of the present works; - comparing the human uterus with the uterus of the experimental animal, to extrapolate the experimental observations in animals to the particular case of the human uterus; - establishing a correlation between the physiology and the anatomical observations of the uterine vasculature throughout life, from childhood to menopause and in relation to the hormonal influences to which the uterus is exposed. The thesis is built around three main chapters: 1) The introduction chapter defines the historical framework of the studies of the female genital anatomy and the historical evolution of the clinical management of common uterine diseases, focusing on the first historical references to the Caesarean section (such as the Persian legend of the birth of the hero ROSTAM, or that of the birth of ASCLEPIUS, the Greek god of Medicine); the first depictions of the uterine vasculature (by LEONARDO and VESALIUS) or the first anatomical descriptions of the uterus, by Portuguese authors (RODRIGO DE CASTRO, 1517, or AMATUS LUSITANUS, 1551). The theoretical context proceeds, with reference to the recent evolution of the clinical and surgical management of uterine fibroids, and a particular mention to the modern techniques of Uterine Fibroid Embolisation, which corresponds to one of the fields of interest of the anatomic studies of uterine arterial vascularization. 2) The second chapter, devoted to the anatomical description of the Uterine Angiomorphology, is based on an extensive review of the available Medical literature,illustrated by a selection of our own research observations of the human uterine vasculature. The description is organized in view of the parallelism between histological and angiological stratification and the functional hierarchy, under the control of the cyclic hormonal variations. Each layer of the uterine wall is depicted with photographs of the human uterus and descriptions of its specific vascular network: the serosa, the muscular Myometrium, and the mucosa, or endometrium. This classical description, based on extensive quotations of the international scientific literature, enhances our interest for the research of a more detailed knowledge of the endometrial microvascular network, accordingly to the modern physiologic results obtained through immunohistochemical studies. 3) The results of our experimental research, aiming to establish the intimate relationship between the anatomical and functional studies of uterine vasculature, are organized in three main steps: - The chapter of Materials and Methods debates the choice of the experimental animal, based on a short review of the comparative anatomy of the uterus, and uterine physiology, throughout the animal scale. The selection of three fundamental techniques of anatomic research is made from the current variety available in the Laboratory of Experimental Anatomy of the Lisbon School of Medical Sciences. - The Results of our personal research and observations of 25 human and 154 animal uteri,after dissection, and the techniques of arterial injection for the preparation of fluorescent corrosion casts, of vascular injection and clearing, and of arterial injection and preparation of corrosion casts for Scanning Electron Microscopy are rganized in terms of human or animal macroscopic anatomy and microvascular network, followed by a summary of the comparative anatomy of human and rat uteri, which is essential to validate the resultant experimental observations of the rat endometrial microvasculature. - The experimental research is entirely devoted to the uterine artery of the Wistar rat. The first step consists of the attempt to define macroscopic territories of vascularization, followed by microscopic observations for the definition of the angiomorphological pattern that is characteristic of each stage of the extreme variations to which the uterus is subject throughout life, from childhood to sexual maturity, throughout the hormonal cycle, in pregnancy, according to parity, and through ageing. We complete these observations with the experimental exposure of the Wistar rat uterus to pharmacologic preparations of hormones, currently available in clinical practice, and observations of the vascular uterine changes in Scanning Electron Microscopy. The outcome results of our anatomical observations are followed by a critical synthesis of the results.

Multi-scale vegetation classification using earth observation data of the Sundarban mangrove forest, Bangladesh.

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

Modelling of the kinetics of municipal solid waste composting in full-scale mechanical-biological treatment plants

A thesis submitted in fulfilment of the requirements for the Degree of Doctor of Philosophy in Sanitary Engineering in the Faculty of Sciences and Technology of the New University of Lisbon

Mathematical modelling of shallow flows: closure models drawn from grain-scale mechanics of sediment transport and flow hydrodynamics

Canadian Journal of Civil Engineering 36(10) 1605–16

Full-scale biological phosphorus removal: quantification of storage polymers, microbial performance and metabolic modelling

Dissertação para obtenção do Grau de Doutor em Engenharia Química e Bioquímica

Cognitive assessment of topological movement Patterns and direction turns: An influence of scale

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

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.