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<p class="h1 text-center">Complex Systems</p>
<p class="lead text-center">On this page, you'll find several academic papers related to complex systems. Each resource includes a brief summary and recommended education level to help you decide which to click on.</p>
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<h2 class="mb-3 text-center">Academic Papers</h2>
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<h5 class="card-title">A systems approach to infectious disease</h5>
<p class="card-text">This article highlights how systems biology can enhance our understanding of infectious diseases. By integrating various data sources, the authors demonstrate how this approach can uncover pathogen-host interactions, identify new drug targets, and improve disease prediction and treatment strategies.</p>
<p class="card-text">Recommended Education Level: Undergraduate +</p>
<a href="https://pubmed.ncbi.nlm.nih.gov/32060427/" class="btn btn-primary" target="_blank">Read Paper</a>
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<h5 class="card-title">Complex systems thinking and current impasses in health disparities research</h5>
<p class="card-text">This article explores how complex systems thinking can address challenges and advance research in health disparities. The author argues that traditional methods often fall short in capturing the multifaceted nature of health disparities. By adopting a complex systems approach, researchers can better understand the interactions and feedback loops that contribute to health inequities, ultimately leading to more effective interventions and policies.</p>
<p class="card-text">Recommended Education Level: Undergraduate +</p>
<a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3154209/" class="btn btn-primary" target="_blank">Read Paper</a>
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<h5 class="card-title">A Deep Gravity model for mobility flows generation</h5>
<p class="card-text">This article introduces a Deep Gravity Model designed to generate and predict mobility flows. The authors combine principles of gravity models with deep learning techniques to enhance the accuracy and reliability of mobility predictions. This innovative approach aims to provide better insights into human movement patterns, which can be applied in urban planning, transportation, and public health.</p>
<p class="card-text">Recommended Education Level: Undergraduate +</p>
<a href="https://www.nature.com/articles/s41467-021-26752-4" class="btn btn-primary" target="_blank">Read Paper</a>
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<h5 class="card-title">Modeling the spread of infectious diseases through influence maximization</h5>
<p class="card-text">This article explores the use of influence maximization techniques to model and control the spread of infectious diseases. The authors present a framework that leverages network theory and optimization methods to identify key individuals or nodes whose influence can be maximized to effectively curb the transmission of diseases. The study provides valuable insights into designing targeted intervention strategies for epidemic control.</p>
<p class="card-text">Recommended Education Level: Undergraduate +</p>
<a href="https://link.springer.com/article/10.1007/s11590-022-01853-1" class="btn btn-primary" target="_blank">Read Paper</a>
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<h5 class="card-title">The Great Diseases - Infectious Diseases</h5>
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<p class="card-text">"Infectious Diseases" is a unit within "The Great Diseases" curriculum module offered by Tufts University, and is aimed at teaching middle and high school students about the complexities of infectious diseases. This module covers the biology of pathogens, the mechanisms of disease transmission, the body’s defense mechanisms, and public health strategies to control infectious diseases.</p>
<p class="card-text">Recommended Education Level: Middle School +</p>
<a href="https://sites.tufts.edu/ctse/great-diseases/infectious-diseases/" class="btn btn-primary" target="_blank">Visit Site</a>
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<h5 class="card-title">It's Contagious! Promoting the Biomedical Workforce Pipeline through Infectious Diseases</h5>
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<p class="card-text">“It's Contagious! Promoting the Biomedical Workforce Pipeline through Infectious Diseases” is an educational resource that aims to engage students in learning about infectious diseases and to inspire interest in biomedical careers. The curriculum includes interactive lessons and activities designed to enhance understanding of the science behind infectious diseases and the importance of the biomedical workforce.</p>
<p class="card-text">Recommended Education Level: Middle School +</p>
<a href="https://www.txbiomed.org/education-outreach/educational-resources/curricular-units/" class="btn btn-primary" target="_blank">Visit Site</a>
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<h5 class="card-title">Epidemiology and the Energy Balance Equation</h5>
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<p class="card-text">This educational resource offers a comprehensive curriculum focused on teaching students the principles of epidemiology, specifically in relation to energy balance, nutrition, and physical activity. It aims to deepen students' understanding of how epidemiological methods are applied to investigate the connections between lifestyle factors and health outcomes.</p>
<p class="card-text">Recommended Education Level: Middle School +</p>
<a href="http://www.teachepidemiology.org/EEBE.html" class="btn btn-primary" target="_blank">Visit Site</a>
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