Development and validation of a risk model for prediction of hazardous alcohol consumption in general practice attendees : the PredictAL study

Background: Little is known about the risk of progression to hazardous alcohol use in people currently drinking at safe limits. We aimed to develop a prediction model (predictAL) for the development of hazardous drinking in safe drinkers. Methods: A prospective cohort study of adult general practice attendees in six European countries and Chile followed up over 6 months. We recruited 10,045 attendees between April 2003 to February 2005. 6193 European and 2462 Chilean attendees recorded AUDIT scores below 8 in men and 5 in women at recruitment and were used in modelling risk. 38 risk factors were measured to construct a risk model for the development of hazardous drinking using stepwise logistic regression. The model was corrected for over fitting and tested in an external population. The main outcome was hazardous drinking defined by an AUDIT score >= 8 in men and >= 5 in women. Results: 69.0% of attendees were recruited, of whom 89.5% participated again after six months. The risk factors in the final predictAL model were sex, age, country, baseline AUDIT score, panic syndrome and lifetime alcohol problem. The predictAL model's average c-index across all six European countries was 0.839 (95% CI 0.805, 0.873). The Hedge's g effect size for the difference in log odds of predicted probability between safe drinkers in Europe who subsequently developed hazardous alcohol use and those who did not was 1.38 (95% CI 1.25, 1.51). External validation of the algorithm in Chilean safe drinkers resulted in a c-index of 0.781 (95% CI 0.717, 0.846) and Hedge's g of 0.68 (95% CI 0.57, 0.78). Conclusions: The predictAL risk model for development of hazardous consumption in safe drinkers compares favourably with risk algorithms for disorders in other medical settings and can be a useful first step in prevention of alcohol misuse.

The graduate: Spillovers from the entry of the first worker with a college degree in a firm

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

A saúde mental global, a depressão, a ansiedade e os comportamentos de risco nos estudantes do ensino superior : estudo de prevalência e correlação

RESUMO: A saúde mental é influenciada pelos comportamentos tanto como estes são influenciados pela saúde mental. Por isso é importante compreender quer a saúde mental quer os comportamentos adoptados pelo indivíduo em qualquer momento do seu ciclo vital para melhor poder actuar quando e sempre que necessário. Nos estudantes universitários, não sendo uma população de risco, a saúde mental e os comportamentos de risco afectam não só o próprio estudante e quem com ele convive mas também as próprias instituições que o acolhem. O presente estudo teve como objectivos: nos estudantes universitários 1) caracterizar a saúde mental global; 2) caracterizar os níveis de sintomatologia depressiva e ansiosa; 3) identificar os padrões de comportamentos de risco; 4) analisar a relação entre saúde mental global, depressão, ansiedade e comportamentos de risco. Para tal realizou-se um estudo quantitativo, descritivo, correlacional, transversal e exploratório com 1968 estudantes do 1º ciclo da Universidade da Beira Interior e dos Institutos Politécnicos da Guarda, Castelo Branco e Portalegre. Foram utilizados como instrumentos de investigação uma ficha de Caracterização Socio-Demográfica; o Mental Health Inventory-5; o Patient Health Questionnaire-9; Generalized Anxiety Disorder-7; e o Questionário de Comportamentos de Risco em Estudantes Universitários. Os principais resultados mostraram que 18,3% (n=360) apresentavam saúde mental negativa; 17,7% sintomatologia depressiva moderada a severa; 15,6% sintomatologia ansiosa moderada a severa; e que apenas 15% dos que apresentavam saúde mental global negativa recorreu a ajuda profissional. As mulheres, os alunos de 1ª e 4º ano, e os alunos dos cursos de Artes e Letras apresentavam níveis de saúde mental global inferiores. O Consumo de álcool foi superior nos homens, nos estudantes das áreas de Ciências e Ciências da Saúde e nos estudantes deslocados. Os estudantes com mais de 3 unidades curriculares em atraso apresentavam maior sintomatologia depressiva e ansiosa. Os resultados mostraram ainda que quanto mais positiva a saúde mental global maior o consumo de bebidas alcoólicas e menor a sintomatologia depressiva e ansiosa. As variáveis Curso e Sexo influenciam significativamente a saúde mental global, a depressão e a ansiedade. Apesar de a maioria dos estudantes inquiridos não revelar problemas de saúde mental nem apresentar comportamentos de risco, as principais conclusões apontam para a necessidade de programas de educação para a saúde assim como de programas de literacia de saúde mental para as instituições poderem identificar precocemente as situações problemáticas e ajudar os próprios estudantes a reconhecer em si o sofrimento psicológico e a necessidade de procurar apoio profissional.---------------------------------- ABSTRACT: Mental health is influenced by behaviours as much as behaviours are influenced by mental health. Thus, it is important to understand not only the mental health but also the behaviours adopted by an individual at any stage of its vital cycle in order to accurately intervene whenever and always deemed necessary. Regarding college students, despite not being deemed as a population at risk, mental health and risk behaviours affect not only the student itself and whoever interacts with him but also the institutions that host them. The main purposes of this study were regarding college students 1) characterize the overall mental health; 2) characterize the levels of depression and anxiety symptoms; 3) identify the risk behaviours patterns; and 4) analyse the relation between overall mental health, depression, anxiety and risk behaviours. With that scope a quantitative, descriptive, correlated, transversal and exploratory study has been conducted with 1968 students of the 1st cycle of the University of Beira Interior and of the Polytechnic Institutions of Guarda, Castelo Branco and Portalegre. The investigation instruments used were a chart of Socio-Demographic Characterization; the Mental Health Inventory-5; the Patient Health Questionnaire-9; the Generalized Anxiety Disorder-7; and one Questionnaire of Risk Behaviours in College Students. The main results showed that 18.3% (n=360) revealed negative mental health; 17.7% moderated to severe depression symptoms; 15.6% moderated to severe anxiety symptoms; and that only 15% of those revealing negative overall mental health have seek for professional help. Females, students of the 1st and 4th years and students of the Artes and Letras courses revealed inferior levels of overall mental health. Alcohol consumption is higher in males, in the Sciences and Health Sciences’ students and on displaced students. Students with more than 3 curricular units in delay revealed higher depression and anxiety symptoms. The results also showed that the more positive overall mental health the higher alcohol consumption and the lower depression and anxiety symptoms. The Course and Sex variations significantly influence the overall mental health, the depression and the anxiety. Although the majority of the enquired students did not reveal mental health issues or present risk behaviours, the main conclusions indicate the need to implement health education and mental health literacy programmes in order to enable the institutions to prematurely identify problematic situations and help students to recognize the psychological suffering and the need to seek for professional help.