Applying Big Data to Address the Social Determinants of Health in Oncology

Applying Big Data to Address the Social Determinants of Health in Oncology
Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
Total Pages: 83
Release: 2020-08-14
Genre: Medical
ISBN: 0309679060

The National Academies of Sciences, Engineering, and Medicine held the workshop Applying Big Data to Address the Social Determinants of Health in Oncology on October 28â€"29, 2019, in Washington, DC. This workshop examined social determinants of health (SDOH) in the context of cancer, and considered opportunities to effectively leverage big data to improve health equity and reduce disparities. The workshop featured presentations and discussion by experts in technology, oncology, and SDOH, as well as representatives from government, industry, academia, and health care systems. This publication summarizes the presentations and discussions from the workshop.

Big Data over Networks

Big Data over Networks
Author: Shuguang Cui
Publisher: Cambridge University Press
Total Pages: 459
Release: 2016-01-14
Genre: Technology & Engineering
ISBN: 1316445275

Utilising both key mathematical tools and state-of-the-art research results, this text explores the principles underpinning large-scale information processing over networks and examines the crucial interaction between big data and its associated communication, social and biological networks. Written by experts in the diverse fields of machine learning, optimisation, statistics, signal processing, networking, communications, sociology and biology, this book employs two complementary approaches: first analysing how the underlying network constrains the upper-layer of collaborative big data processing, and second, examining how big data processing may boost performance in various networks. Unifying the broad scope of the book is the rigorous mathematical treatment of the subjects, which is enriched by in-depth discussion of future directions and numerous open-ended problems that conclude each chapter. Readers will be able to master the fundamental principles for dealing with big data over large systems, making it essential reading for graduate students, scientific researchers and industry practitioners alike.

Well

Well
Author: Sandro Galea
Publisher: Oxford University Press, USA
Total Pages: 305
Release: 2019
Genre: MEDICAL
ISBN: 0190916834

"In a stirring and radical new treatise from one of America's most respected voices in health and medicine, Well examines the subtle factors that determine who gets to be healthy in the United States. Physician Sandro Galea reckons with our country's many fraught relationships--with history, money, pain, and pleasure, which are in turn augmented by factors like luck, compassion, and values--in terms of how they determine the health of those in the world's richest country. Well represents a radical new approach to Americans' ingrained understanding of health. It examines the forces that are not typically part of the health discussion--but should be--and is a clarion call for where the country goes from here"--

Adolescent Screening: The Adolescent Medical History in the Age of Big Data

Adolescent Screening: The Adolescent Medical History in the Age of Big Data
Author: Vincent Morelli
Publisher: Elsevier Health Sciences
Total Pages: 276
Release: 2019-05-09
Genre: Medical
ISBN: 0323661319

In this comprehensive look at adolescent screening and holistic health in the technology age, Dr. Vincent Morelli reviews the history of the adolescent health screen, what is being used now, and what needs to be considered in the future. An ideal resource for primary care physicians, pediatricians, and others in health care who work with adolescents, it consolidates today's available information on this timely topic into a single convenient resource. - Covers the history of the adolescent medical history and the need for an update of the biopsychosocial model, which has not significantly changed since 1977. - Discusses nutrition screening, sleep screening, exercise screening, adverse childhood experiences (ACEs) screening, educational screening, behavioral and emotional screening, and more. - Presents the knowledge and experience of leading experts who have assembled the most up-to-date recommendations for adolescent health screening. - Explores today's knowledge of health screening and discusses future directions to ensure healthy habits in adolescents, including education and self-efficacy.

Communities in Action

Communities in Action
Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
Total Pages: 583
Release: 2017-04-27
Genre: Medical
ISBN: 0309452961

In the United States, some populations suffer from far greater disparities in health than others. Those disparities are caused not only by fundamental differences in health status across segments of the population, but also because of inequities in factors that impact health status, so-called determinants of health. Only part of an individual's health status depends on his or her behavior and choice; community-wide problems like poverty, unemployment, poor education, inadequate housing, poor public transportation, interpersonal violence, and decaying neighborhoods also contribute to health inequities, as well as the historic and ongoing interplay of structures, policies, and norms that shape lives. When these factors are not optimal in a community, it does not mean they are intractable: such inequities can be mitigated by social policies that can shape health in powerful ways. Communities in Action: Pathways to Health Equity seeks to delineate the causes of and the solutions to health inequities in the United States. This report focuses on what communities can do to promote health equity, what actions are needed by the many and varied stakeholders that are part of communities or support them, as well as the root causes and structural barriers that need to be overcome.

Integrating Social Care into the Delivery of Health Care

Integrating Social Care into the Delivery of Health Care
Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
Total Pages: 195
Release: 2020-01-30
Genre: Medical
ISBN: 0309493439

Integrating Social Care into the Delivery of Health Care: Moving Upstream to Improve the Nation's Health was released in September 2019, before the World Health Organization declared COVID-19 a global pandemic in March 2020. Improving social conditions remains critical to improving health outcomes, and integrating social care into health care delivery is more relevant than ever in the context of the pandemic and increased strains placed on the U.S. health care system. The report and its related products ultimately aim to help improve health and health equity, during COVID-19 and beyond. The consistent and compelling evidence on how social determinants shape health has led to a growing recognition throughout the health care sector that improving health and health equity is likely to depend â€" at least in part â€" on mitigating adverse social determinants. This recognition has been bolstered by a shift in the health care sector towards value-based payment, which incentivizes improved health outcomes for persons and populations rather than service delivery alone. The combined result of these changes has been a growing emphasis on health care systems addressing patients' social risk factors and social needs with the aim of improving health outcomes. This may involve health care systems linking individual patients with government and community social services, but important questions need to be answered about when and how health care systems should integrate social care into their practices and what kinds of infrastructure are required to facilitate such activities. Integrating Social Care into the Delivery of Health Care: Moving Upstream to Improve the Nation's Health examines the potential for integrating services addressing social needs and the social determinants of health into the delivery of health care to achieve better health outcomes. This report assesses approaches to social care integration currently being taken by health care providers and systems, and new or emerging approaches and opportunities; current roles in such integration by different disciplines and organizations, and new or emerging roles and types of providers; and current and emerging efforts to design health care systems to improve the nation's health and reduce health inequities.

Big Data-Enabled Nursing

Big Data-Enabled Nursing
Author: Connie W. Delaney
Publisher: Springer
Total Pages: 504
Release: 2017-11-02
Genre: Medical
ISBN: 3319533002

Historically, nursing, in all of its missions of research/scholarship, education and practice, has not had access to large patient databases. Nursing consequently adopted qualitative methodologies with small sample sizes, clinical trials and lab research. Historically, large data methods were limited to traditional biostatical analyses. In the United States, large payer data has been amassed and structures/organizations have been created to welcome scientists to explore these large data to advance knowledge discovery. Health systems electronic health records (EHRs) have now matured to generate massive databases with longitudinal trending. This text reflects how the learning health system infrastructure is maturing, and being advanced by health information exchanges (HIEs) with multiple organizations blending their data, or enabling distributed computing. It educates the readers on the evolution of knowledge discovery methods that span qualitative as well as quantitative data mining, including the expanse of data visualization capacities, are enabling sophisticated discovery. New opportunities for nursing and call for new skills in research methodologies are being further enabled by new partnerships spanning all sectors.

Real-World Evidence in a Patient-Centric Digital Era

Real-World Evidence in a Patient-Centric Digital Era
Author: Kelly H. Zou
Publisher: CRC Press
Total Pages: 155
Release: 2022-08-03
Genre: Mathematics
ISBN: 1000613453

Real-world evidence is defined as evidence generated from real-world data outside randomized controlled trials. As scientific discoveries and methodologies continue to advance, real-world data and their companion technologies offer powerful new tools for evidence generation. Real-World Evidence in a Patient-Centric Digital Era provides perspectives, examples, and insights on the innovative application of real-world evidence to meet patient needs and improve healthcare, with a focus on the pharmaceutical industry. This book presents an overview of key analytical issues and best practices. Special attention is paid to the development, methodologies, and other salient features of the statistical and data science techniques that are customarily used to generate real-world evidence. It provides a review of key topics and emerging trends in cutting-edge data science and health innovation. Features: Provides an overview of statistical and analytic methodologies in real-world evidence to generate insights on healthcare, with a special focus on the pharmaceutical industry Examines timely topics of high relevance to industry such as bioethical considerations, regulatory standards, and compliance requirements Highlights emerging and current trends, and provides guidelines for best practices Illustrates methods through examples and use-case studies to demonstrate impact Provides guidance on software choices and digital applications for successful analytics Real-World Evidence in a Patient-Centric Digital Era will be a vital reference for medical researchers, health technology innovators, data scientists, epidemiologists, population health analysts, health economists, outcomes researchers, policymakers, and analysts in the healthcare industry.

Digital Health Promotion

Digital Health Promotion
Author: Ivy O'Neil
Publisher: John Wiley & Sons
Total Pages: 192
Release: 2019-10-02
Genre: Medical
ISBN: 1509533338

Searching the internet for health information or using health apps on mobile devices has become part of our daily routine, yet can be just as disempowering as empowering. This engaging overview critically examines the theoretical underpinning of digital health promotion and the use of digital tools and strategies to promote health. Ivy O’Neil investigates how modern technologies can enhance health services provision and increase the accessibility and efficiency of health communication and promotion. She also looks at the challenges they bring to the social model of health, as they often focus on the individual and neglect the many social, environmental and economic determinants of health. Digital technologies, O’Neil argues, can have negative as well as positive implications and may be contributing to the ever-widening health inequality gap, thereby failing to be compatible with health promotion principles and values. Offering a critical, practical and thoughtful overview of the application and usefulness of digital technology, this book will appeal to students of public health and health promotion, communication and policy.