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- Modelling health state preference data using fixed and random effects modelsPublication . Ferreira, Lara Noronha; Ferreira, Pedro L.; Pereira, Luis NobreThe use of preference-based measures of health in the measurement of Health Related Quality of Life has become widely used in health economics. Hence, the development of preference-based measures of health has been a major concern for researchers throughout the world. This study aims to model health state preference data using a new preference-based measure of health (the SF- 6D) and to suggest alternative models for predicting health state utilities using fixed and random effects models. It also seeks to investigate the problems found in the SF-6D and to suggest eventual changes to it.
- Exploring the consistency of the SF-6DPublication . Ferreira, Lara Noronha; Ferreira, Pedro L.; Pereira, Luis; Rowen, Donna; Brazier, John E.Objective: The six dimensional health state short form (SF-6D) was designed to be derived from the short-form 36 health survey (SF-36). The purpose of this research was to compare the SF-6D index values generated from the SF 36 (SF-6D(SF-36)) with those obtained from the SF-6D administered as an independent instrument (SF-6D(Ind)). The goal was to assess the consistency of respondents answers to these two methods of deriving the SF-6D. Methods: Data were obtained from a sample of the Portuguese population (n = 414). Agreement between the instruments was assessed on the basis of a descriptive system and their indexes. The analysis of the descriptive system was performed by using a global consistency index and an identically classified index. Agreement was also explored by using correlation coefficients. Parametric tests were used to identify differences between the indexes. Regression models were estimated to understand the relationship between them. Results: The SF-6D(Ind) generates higher values than does the SF-6D(SF-36), There were significant differences between the indexes across sociodemographic groups. There was a significant ceiling effect in the SF-6D(Ind) a but not in the SF-6D(SF-36). The correlation between the indexes was high but less than what was anticipated. The global consistency index identified the dimensions with larger differences. Considerable differences were found in two dimensions, possibly as a result of different item contexts. Further research is needed to fully understand the role of the different layouts and the length of the questionnaires in the respondents' answers. Conclusions: The results show that as the SF-6D was designed to derive utilities from the SF-36 it should be used in this way and not as an independent instrument.
- O sistema português de valores do SF-6DPublication . Ferreira, Pedro L.; Ferreira, Lara Noronha; Pereira, Luis NobreIntrodução: Nos últimos tempos tem-se assistido ao desenvolvimento de estudos em alguns países, de forma a obter funções de valoração relativas aos instrumentos de medição de preferências mais utilizados. Na verdade, a evidência sugere que as valorações dos estados de saúde podem diferir de país para país. O objectivo deste estudo foi a determinação de um sistema de valores subjacente ao SF-6D para Portugal. Metodologia: Uma amostra de 55 estados de saúde definidos pelo SF-6D foi valorizada por uma amostra aleatória estratificada da população em geral, utilizando o standard gamble (SG). A pesquisa foi conduzida por entrevistas pessoais, tendo os respondentes valorizado seis estados de saúde, acrescidos do pior estado de saúde definido pelo SF-6D ou da morte imediata. Estimaram-se vários modelos com o objectivo de prever as valorações dos estados de saúde. Numa primeira fase, foram estimados modelos lineares, tanto ao nível individual, como agregado, assim como modelos com efeitos fixos, com efeitos principais e de interacção e com a constante forçada à unidade. Numa segunda fase, foram ainda testados, pelo método dos mínimos quadrados generalizados, modelos com efeitos aleatórios (MEA). Foram também estimados MEA com a constante forçada à unidade pelas equações de estimação generalizadas (EEG). Consideraram-se especificações alternativas, como forma de tomar em consideração o enviesamento das valorações dos estados de saúde. Os modelos foram analisados em termos dos seus coeficientes, ajustamento e capacidade para prever os valores dos estados de saúde captados pelo SG. Resultados: Os MEA e os modelos EEG produziram coeficientes significativos, que se verificou serem robustos nas especificações dos modelos. A utilização de uma bateria de medidas de bondade do ajustamento levou à conclusão que o modelo EEG com efeitos principais era o melhor modelo estimado. Conclusão: Esta investigação demonstra que é possível obter sistemas de pesos para a medição da qualidade de vida relacionada com a saúde. O melhor modelo obtido parece prever adequadamente os valores dos estados de saúde da população portuguesa. No entanto, existem algumas incoerências que devem ser investigadas.
- Avaliação Económica e Social dos Concelhos do AlgarvePublication . Pereira, Luis Nobre; Ferreira, Lara Noronha; Jesús, MargaridaEste estudo tem como objectivo principal realizar uma avaliação económica e social dos concelhos do Algarve através de Índices de Desenvolvimento Concelhio. A realização de análises exploratórias multivariadas suportou a construção desses Índices de Desenvolvimento. As assimetrias existentes entre os concelhos puderam ser identificadas através da formação de grupos homogéneos de concelhos.
- Comparing the performance of the EQ-5D-3L and the EQ-5D-5L in young Portuguese adultsPublication . Ferreira, Lara Noronha; Ferreira, Pedro L.; Perdigão, Filipa; Pereira, LuisBackground Some studies have reported a ceiling effect in EQ-5D-3L, especially in healthy and/or young individuals. Recently, two further levels have been included in its measurement model (EQ-5D-5L). The purposes of this study were (1) to assess the properties of the EQ-5D-5L in comparison with the standard EQ-5D-3L in a sample of young adults, (2) to foreground the importance of collecting qualitative data to confirm, validate or refine the EQ-5D questionnaire items and (3) to raise questions pertaining to the wording in these questionnaire items. Methods The data used came from a sample of respondents aged 30 or under (n = 624). They completed both versions of the EQ-5D, which were compared in terms of feasibility, level of inconsistency and ceiling effect. Agreement between the instruments was assessed using correlation coefficients and Bland-Altman plots. Known-groups validity of the EQ-5D-5L was also assessed using non-parametric tests. The discriminative properties were compared using receiver operating characteristic curves. Finally, four interviews were conducted for retrospective reports to elicit respondents’ understanding and perceptions of the format, instructions, items, and responses. Results Quantitative results show a ceiling effect reduction of 25.3 % and a high level agreement between both indices. Known-groups validity was confirmed for the EQ-5D-5L. Explorative interviews indicated ambiguity and low degree of certainty in regards to conceptualizing differences between levels moderate-slight across three dimensions. Conclusions The EQ-5D-5L performed better than the EQ-5D-3L. However, the explorative interviews demonstrated several limitations in the EQ-5D questionnaire wording and high context-dependent answers point to lack of illnesses’ experience amongst young adults.
- Contribution for the validation of the portuguese version of EQ-5DPublication . Ferreira, Pedro Lopes; Ferreira, Lara Noronha; Pereira, Luis NobreIntroduction: The EQ-5D allows the achievement of two essential components of any measure of health-related quality of life to be used in cost-utility economic evaluations: (i) a profile describing the health status in terms of domains or dimensions; and (ii) a numeric value associated with the health status described. Aim: The Portuguese version of the EQ-5D questionnaire was completed in 1998, based on guidelines set by the EuroQol Group, including translation and back translation procedures. Despite its wide use in Portugal, until now it had not yet been published studies that initially led to the Portuguese version and the guarantee of acceptability, reliability and validity. The purpose of this article is to document these first values relating to the Portuguese version of the EQ-5D. Material and Methods: We used three different samples: a first one with 1,500 individuals representative of the Portuguese population; a second with 140 individuals just intended for the reliability test; and a third sample with 643 individual patients with cataracts, asthma, chronic obstructive pulmonary disease, or rheumatoid arthritis. Results: The acceptability was assessed by the number of missing responses. It was also found a marked ceiling effect, with a large part of the sample not reporting any problems in the dimensions of the EQ-5D. Discussion: The construct validity was tested by examining the degree to which low values of EQ-5D were positively associated with increasing age, being female, and the sick, as well as the values of dimensions of the SF-36v2 scale. Convergent validity was based on correlations between EQ-5D values and other specific measures. The EQ-5D showed moderate to high correlations with other disease-specific measures of health status and health related quality of life. Conclusion: We can state that the Portuguese version of the EQ-5D has a good accessibility, reliability and validity in measuring health.
- Erratum to: Reducing the floor effect in the SF-6D: a feasibility study (vol 7, pg 193, 2012)Publication . Ferreira, Lara Noronha; Ferreira, Pedro L.; Pereira, Luis; Rowen, DonnaErratum to: Reducing the Floor Effect in the SF-6D: A Feasibility Study
- Mapeamento dos gastos em consumo das famílias de países da União EuropeiaPublication . Pereira, Luis Nobre; Ferreira, Lara NoronhaA análise dos gastos das famílias constitui um indicador que poderá ser utilizado para estudar a performance da economia portuguesa num contexto europeu. Neste artigo apresenta-se um mapeamento da evolução dos gastos em consumo das famílias de alguns países da União Europeia, em percentagem dos gastos totais em consumo entre 1991 e 2001. Esse mapeamento é feito através de um estudo em Dupla Análise em Componentes Principais. Os resultados indicam uma evolução temporal decrescente do peso dos gastos em consumo das famílias em alimentação, bebidas, vestuário e calçado, relativamente aos gastos totais, e uma subida dos gastos em habitação, água, electricidade, gás, outros combustíveis, comunicações, entretenimento e cultura. Verificou-se a existência de uma oposição em termos de gastos em consumo entre os países do sul e os do norte da Europa. Em Portugal, observou-se uma diminuição dos gastos em consumo em alimentação, vestuário e calçado e um aumento dos gastos em entretenimento e cultura.
- Healthcare, clinical factors and rehabilitation predicting quality of life in first-time stroke patients: a 12-month longitudinal studyPublication . Barbosa, Pedro Maciel; Ferreira, Lara Noronha; Cruz, Vitor Tedim; Silva, Augusta; Szrek, HelenaObjectives: One of the long-term rehabilitation goals in stroke survivors is to achieve the best health-related quality of life (HRQoL). This study analyzes the evolution of HRQoL one-year post-stroke to establish the main pre-stroke, clinical, health care and rehabilitation predictors. Materials and methods: This study uses patient-level data from a one-year single-center prospective cohort study of first stroke patients, assessed at baseline, 3, 6 and 12 months. A generalized linear model with a linear response determined independent predictors of HRQoL with EQ-5D-3L and SF-6D. The model included age, gender, scholarity, monthly income, residence, occupation, National Institute of Health Stroke Scale (NIHSS), Modified Rankin Scale (mRS), Barthel Index (BI), Mini-Mental State Examination (MMSE), length of stay, door-to-neurological examination time, access, frequency, and satisfaction with rehabilitation care. Results: A total of 391 acute stroke patients, with a mean disability of 3.7 and severity of 11.7 participated. A decline of HRQoL was observed from baseline to the first three months in both indexes, with an increase in HRQoL at 3 months until 12 months. Scores were significantly lower compared to corresponding population norms throughout follow-up, mostly affected by stroke severity, disability, rehabilitation access and frequency. Higher HRQoL was associated with lower mRS, NIHSS, age, length of stay, and with higher BI, MMSE, scholarity, occupation, and rehabilitation care. Conclusion: Clinical measures and rehabilitation care were the strongest HRQoL predictors of stroke survivors regardless of severity levels. These findings may contribute to the development of future health policies that focus on post-stroke recovery.
- Mapeamento da Investigação e Desenvolvimento na União EuropeiaPublication . Pereira, Luis Nobre; Ferreira, Lara NoronhaA Investigação e Desenvolvimento (I&D) tem um papel fundamental nos dias de hoje pois é a base da Inovação, do Conhecimento e do Desenvolvimento Tecnológico.