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Development and Validation of Explainable Machine Learning Models for Risk of Mortality in Transcatheter Aortic Valve Implantation: TAVI Risk Machine Scores
Abstract: Aims Identification of high-risk patients and individualized decision support based on objective criteria for rapid discharge after transcatheter aortic valve implantation (TAVI) are key requirements in the context of contemporary TAVI treatment. This study aimed to predict 30-day mortality following TAVI based on machine learning (ML) using data from the German Aortic Valve Registry. Methods and results Mortality risk was determined using a random forest ML model that was condensed in the newly developed TAVI Risk Machine (TRIM) scores, designed to represent clinically meaningful risk modelling before (TRIMpre) and in particular after (TRIMpost) TAVI. Algorithm was trained and cro...
Key Indicators of the Labour Market (KILM)
Harvesting information from international data repositories as well as regional and national statistical sources, the KILM offers data for over 200 countries. The 17 chapters provide detailed information related to 36 data tables, including indicators on employment (occupation, status, sector, hours, etc.), labour underutilization and the characteristics of job seekers, education, wages, labour productivity and working poverty. Taken together, these indicators provide a strong foundation from which to address key questions related to productive employment and decent work.
World of Work Report 2013
The World of Work Report 2013 provides analyses the global employment situation five years after the start of the global financial crisis. It looks at labour market performance and projections both at the global and regional levels
Maternity and Paternity at Work
This report provides a picture of where we stand and what we have learned so far about maternity and paternity rights across the world. It offers a rich international comparative analysis of law and practice relating to maternity protection at work in 185 countries and territories, comprising leave, cash benefits, employment protection and non-discrimination, health protection, breastfeeding arrangements at work and childcare. Expanding on previous editions, it is based on an extensive set of new legal and statistical indicators, including coverage in law and in practice of paid maternity leave as well as statutory provision of paternity and parental leave and their evolution over the last 2...
And Yet it Moves
Over the last decade, the developed world has been hit by the deepest recession since the Great Depression and a rollercoaster in commodity prices. And yet, core inflation has been both low and fairly stable. A rule of thumb that inflation is always near 2%, though more often than not just a bit below, has been quite reliable. The young, or those with short memories, could be forgiven for looking condescendingly at their older friends who speak of inflation as a major economic problem. But, like Galileo Galilei told his contemporaries who thought the Earth was immovable, "Eppur si muove" ("and yet it moves"). Since most societies regard stable inflation as a goal, it is tempting to describe ...
Medical Informatics in a United and Healthy Europe
This volume contains the proceedings of the twenty-second International Conference on Medical Informatics Europe MIE 2009, that was held in Sarajevo, Bosnia and Herzegovina, from 30 August to 2 September 2009. The scientific topics present in this proceedings range from national and trans-national eHealth roadmaps, health information and electronic health record systems, systems interoperability and communication standards, medical terminology and ontology approaches, and social networks to Web, Web 2.0, nd Semantic Web solutions for patients, health personnel, and researchers. Furthermore, they include quality assurance and usability of medical informatics systems, specific disease management and telemedicine systems, including a section on devices and snsors, drug safety, clinical decision support and medical expert systems, clinical practice guidelines and protocols, as well as issues on privacy and security. Moreover, bioinformatics, biomedical modeling and simulation, medical imaging and visualizatio and, last but not least, learning and education through medical informatics systems are parts of the included topics.
Meyler's Side Effects of Cardiovascular Drugs
Elsevier now offers a series of derivative works based on the acclaimed Meylers Side Effect of Drugs, 15th Edition. These individual volumes are grouped by specialty to benefit the practicing physician or health care clinician. Each year, heart disease kills more people than cancer. Patients are treated by a variety of specialists and primary care practitioners, depending on the organ system involved. This volume enables practitioners to assess the adverse effects of the complete range of drugs used in cardiovascular medicine, including antihypertensive drugs, and drugs used in the treatment of heart failure, angina, angina pectoris, and cardiac arrhythmia and enable practitioners to prescri...
Lars Ahlfors -- At the Summit of Mathematics
This book tells the story of the Finnish-American mathematician Lars Ahlfors (1907-1996). He was educated at the University of Helsinki as a student of Ernst Lindelöf and Rolf Nevanlinna and later became a professor there. He left Finland permanently in 1944 and was professor and emeritus at Harvard University for more than fifty years. Already at the age of twenty-one Ahlfors became a well-known mathematician having solved Denjoy's conjecture, and in 1936 he established his world renown when he was awarded the Fields Medal, the "Nobel Prize in mathematics". In this book the description of his mathematics avoids technical details and concentrates on his contributions to the general development of complex analysis. Besides mathematics there is also a lot to tell about Ahlfors. World War II marked his life, and he was a colorful personality, with many interesting stories about him. Olli Lehto, the author of the book, first met Lars Ahlfors and his family as a young doctor at Harvard in 1950. Numerous meetings after that in various parts of the world led to a close friendship between them.
World of Work Report 2013
The World of Work Report 2013 provides analyses the global employment situation five years after the start of the global financial crisis. It looks at labour market performance and projections both at the global and regional levels
