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Systems Science and Population Health
9780190492397
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Description
Population health is complex and multileveled, encompassing dynamic interactions between cells, societies, and everything in between. Our typical approach to studying population health, however, remains oriented around a reductionist approach to conceptualizing, empirically analyzing, and intervening to improve population health. The trouble is that interventions founded on simplifying a complex world often do not work, sometimes yielding failure or, even worse, harm. The difficulttruth is that silver bullet health science often fails, and understanding these failures can help us improve our approach to health science, and, ultimately, population health.SYSTEMS SCIENCE AND POPULATION HEALTH employs principles from across a range of sciences to refine the way we understand population health. By augmenting traditional analytic approaches with new tools like machine learning, microsimulation, and social network analysis, population health can be studied as a dynamic and complex system. This allows us to understand population health as a complex whole, offering new insights and perspectives that stand to improve the health of the public. This textoffers the first educational and practical guide to this forward-thinking approach.Comprising 17 chapters from the vanguard of population health, epidemiology, computer science, and medicine, this book offers a three-part introduction to the subject::DT An intellectual and conceptual history of systems science as it intersects with population healthDT Concise, introductory overviews of important and emerging methodological tools in systems science, including systems dynamics, agent-based modeling, microsimulation, social network analysis, and machine-learning-all with relevant examples drawn from population health literatureDT An exploration of future implications for systems science and its applications to our understanding of population health issuesFor researchers, students, and practitioners, SYSTEMS SCIENCE AND POPULATION HEALTH redefines many of the foundational elements of how we understand population health. It should not be missed.
Product Details
87912
9780190492397
9780190492397
Data sheet
- Publication date
- 2017
- Issue number
- 1
- Cover
- paperback
- Pages count
- 240
- Dimensions (mm)
- 156 x 235
- Weight (g)
- 318
- 1.Introduction; Abdulrahman M. El-Sayed; SECTION 1: Simplicity, complexity and population health; 2. Reductionism at the dawn of population health; Kristin Heitman; 3. Wrong answers: when simple interpretations create complex problems; David S. Fink, Katherine M. Keyes; 4. Complexity: the evolution towards 21st century science; Anton Palma, David W. Lounsbury; 5. Systems thinking in population health research and policy; Stephen Mooney; SECTION 2: Methods in systems population health; 6. Generation of systems maps: mapping complex systems of population health; Helen de Pinho; 7. Systems dynamics models; Eric Lofgren; 8. Agent-based modeling; Brandon Marshall; 9. Microsimulation; Sanjay Basu; 10. Social network analysis: the ubiquity of social networks; and their importance for population health; Douglas A. Luke, Amar Dhand, Bobbi J. Carothers; SECTION 3: Systems science towards a consequential population health; 11. Machine learning; James H. Faghmous; 12. Systems science and the social determinants of population health; David S. Fink, Katherine M. Keyes, Magdalena Cerda; 13. Systems approaches to understanding how the environment; influences population health and population health interventions; Melissa Tracy; 14. Systems of behavior and population health; Mark Orr, Kathryn Ziemer, Daniel Chen; 15. Systems under your skin; Karina Standahl Olsen, Hege Bovelstad, Eiliv Lund; 16. Frontiers in health modeling; Nathaniel Osgood; 17. Systems science and population health; Abdulrahman M. El-Sayed, Sandro Galea;
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