Discovering HIV related information by means of association rules and machine learning

Acquired immunodeficiency syndrome (AIDS) is still one of the main health problems worldwide. It is therefore essential to keep making progress in improving the prognosis and quality of life of affected patients. One way to advance along this pathway is to uncover connections between other disorders associated with HIV/AIDS-so that they can be anticipated and possibly mitigated. We propose to achieve this by using Association Rules (ARs). They allow us to represent the dependencies between a number of diseases and other specific diseases. However, classical techniques systematically generate every AR meeting some minimal conditions on data frequency, hence generating a vast amount of uninteresting ARs, which need to be filtered out. The lack of manually annotated ARs has favored unsupervised filtering, even though they produce limited results. In this paper, we propose a semi-supervised system, able to identify relevant ARs among HIV-related diseases with a minimal amount of annotated training data. Our system has been able to extract a good number of relationships between HIV-related diseases that have been previously detected in the literature but are scattered and are often little known. Furthermore, a number of plausible new relationships have shown up which deserve further investigation by qualified medical experts

Seven Millennia of Saltmaking. III Congreso Internacional de Antropologia de la Sal

International audienc

La medicina y los seguros en el abordaje del problema de los inválidos del trabajo en España en la primera mitad del siglo XX Medicine, social security, and occupational disabilities in Spain in the first half of the twentieth century

En el presente trabajo, utilizando fuentes legislativas, médicas, de algunas instituciones (CRS, IRS, INP, Irpit y Clínica del Trabajo), prensa general y obrera, se estudia el abordaje del problema de los inválidos del trabajo durante la primera mitad del siglo XX. Se trata de poner de relieve cómo junto a medidas de protección social se fue generando y articulando una atención médica especializada del accidentado que tendría como objetivo final la reintegración del inválido del trabajo a la sociedad.<br>Relying on legislative, medical, institutional, media, and labor sources, the article examines how the issue of worker disabilities was addressed during the first half of the twentieth century. It shows how specialized medical care developed and evolved, along with a social safety network, with the ultimate aim of integrating those with occupational disabilities back into work and society

Analysis of Outcomes in Ischemic vs Nonischemic Cardiomyopathy in Patients With Atrial Fibrillation A Report From the GARFIELD-AF Registry

IMPORTANCE Congestive heart failure (CHF) is commonly associated with nonvalvular atrial fibrillation (AF), and their combination may affect treatment strategies and outcomes