Causation In Population Health Informatics And Data Science
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Causation In Population Health Informatics And Data Science
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Author : Olaf Dammann
language : en
Publisher:
Release Date : 2019
Causation In Population Health Informatics And Data Science written by Olaf Dammann and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with Data mining categories.
Marketing text: This book covers the overlap between informatics, computer science, philosophy of causation, and causal inference in epidemiology and population health research. Key concepts covered include how data are generated and interpreted, and how and why concepts in health informatics and the philosophy of science should be integrated in a systems-thinking approach. Furthermore, a formal epistemology for the health sciences and public health is suggested. Causation in Population Health Informatics and Data Science provides a detailed guide of the latest thinking on causal inference in population health informatics. It is therefore a critical resource for all informaticians and epidemiologists interested in the potential benefits of utilising a systems-based approach to causal inference in health informatics.
Causation In Population Health Informatics And Data Science
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Author : Olaf Dammann
language : en
Publisher: Springer
Release Date : 2018-10-29
Causation In Population Health Informatics And Data Science written by Olaf Dammann and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-10-29 with Medical categories.
Marketing text: This book covers the overlap between informatics, computer science, philosophy of causation, and causal inference in epidemiology and population health research. Key concepts covered include how data are generated and interpreted, and how and why concepts in health informatics and the philosophy of science should be integrated in a systems-thinking approach. Furthermore, a formal epistemology for the health sciences and public health is suggested. Causation in Population Health Informatics and Data Science provides a detailed guide of the latest thinking on causal inference in population health informatics. It is therefore a critical resource for all informaticians and epidemiologists interested in the potential benefits of utilising a systems-based approach to causal inference in health informatics.
Uncertainty And Explanation In Medicine And The Health Sciences
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Author : Olaf Dammann
language : en
Publisher: Springer Nature
Release Date : 2025-03-27
Uncertainty And Explanation In Medicine And The Health Sciences written by Olaf Dammann and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-27 with Medical categories.
This book offers a comprehensive account of how uncertainty is tackled in medicine and the health sciences. Olaf Dammann explores recent accounts of medicine as ineffective and suggests that the impression that medicine does not achieve its goal is, at least in part, due to the aleatoric (natural) uncertainty of biomedical processes and the subsequent epistemic (cognitive) uncertainty of those who desire solid information about such processes. Dammann shows how concepts like inference, explanation, and causometry help mitigate this disconnect. He points toward the possibility that some of the statistically rigid and formalized approaches (such as the randomized controlled trial as the gold standard for the justification of medical interventions) might better be replaced by approaches that emphasize the coherence of evidence and the people’s needs for helpful health interventions (auxiliarianism).
Explaining Health Across The Sciences
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Author : Jonathan Sholl
language : en
Publisher: Springer Nature
Release Date : 2020-08-28
Explaining Health Across The Sciences written by Jonathan Sholl and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-08-28 with Medical categories.
This edited volume aims to better understand the multifaceted phenomenon we call health. Going beyond simple views of health as the absence of disease or as complete well-being, this book unites scientists and philosophers. The contributions clarify the links between health and adaptation, robustness, resilience, or dynamic homeostasis, and discuss how to achieve health and healthy aging through practices such as hormesis. The book is divided into three parts and a conclusion: the first part explains health from within specific disciplines, the second part explores health from the perspective of a bodily part, system, function, or even the environment in which organisms live, and the final part looks at more clinical or practical perspectives. It thereby gathers, across 30 chapters, diverse perspectives from the broad fields of evolutionary and systems biology, immunology, and biogerontology, more specific areas such as odontology, cardiology, neurology, and public health, as well as philosophical reflections on mental health, sexuality, authenticity and medical theories. The overarching aim is to inform, inspire and encourage intellectuals from various disciplines to assess whether explanations in these disparate fields and across biological levels can be sufficiently systematized and unified to clarify the complexity of health. It will be particularly useful for medical graduates, philosophy graduates and research professionals in the life sciences and general medicine, as well as for upper-level graduate philosophy of science students.
The Routledge Handbook Of The Philosophy Of Evidence
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Author : Maria Lasonen-Aarnio
language : en
Publisher: Taylor & Francis
Release Date : 2023-12-19
The Routledge Handbook Of The Philosophy Of Evidence written by Maria Lasonen-Aarnio and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-19 with Philosophy categories.
What one can know depends on one’s evidence. Good scientific theories are supported by evidence. Our experiences provide us with evidence. Any sort of inquiry involves the seeking of evidence. It is irrational to believe contrary to your evidence. For these reasons and more, evidence is one of the most fundamental notions in the field of epistemology and is emerging as a crucial topic across academic disciplines. The Routledge Handbook of the Philosophy of Evidence is an outstanding reference source to the key topics, problems, and debates in this exciting subject and is the first major volume of its kind. Comprising forty chapters by an international team of contributors the handbook is divided into six clear parts: The Nature of Evidence Evidence and Probability The Social Epistemology of Evidence Sources of Evidence Evidence and Justification Evidence in the Disciplines The Routledge Handbook of the Philosophy of Evidence is essential reading for students and researchers in philosophy of science and epistemology, and will also be of interest to those in related disciplines across the humanities and social sciences, such as law, religion, and history.
What Is Scientific Knowledge
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Author : Kevin McCain
language : en
Publisher: Routledge
Release Date : 2019-06-11
What Is Scientific Knowledge written by Kevin McCain and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-06-11 with Philosophy categories.
What Is Scientific Knowledge? is a much-needed collection of introductory-level chapters on the epistemology of science. Renowned historians, philosophers, science educators, and cognitive scientists have authored 19 original contributions specifically for this volume. The chapters, accessible for students in both philosophy and the sciences, serve as helpful introductions to the primary debates surrounding scientific knowledge. First-year undergraduates can readily understand the variety of discussions in the volume, and yet advanced students and scholars will encounter chapters rich enough to engage their many interests. The variety and coverage in this volume make it the perfect choice for the primary text in courses on scientific knowledge. It can also be used as a supplemental book in classes in epistemology, philosophy of science, and other related areas. Key features: * an accessible and comprehensive introduction to the epistemology of science for a wide variety of students (both undergraduate- and graduate-level) and researchers * written by an international team of senior researchers and the most promising junior scholars * addresses several questions that students and lay people interested in science may already have, including questions about how scientific knowledge is gained, its nature, and the challenges it faces.
Deep Learning Machine Learning And Iot In Biomedical And Health Informatics
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Author : Sujata Dash
language : en
Publisher: CRC Press
Release Date : 2022-02-10
Deep Learning Machine Learning And Iot In Biomedical And Health Informatics written by Sujata Dash and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-10 with Computers categories.
Biomedical and Health Informatics is an important field that brings tremendous opportunities and helps address challenges due to an abundance of available biomedical data. This book examines and demonstrates state-of-the-art approaches for IoT and Machine Learning based biomedical and health related applications. This book aims to provide computational methods for accumulating, updating and changing knowledge in intelligent systems and particularly learning mechanisms that help us to induce knowledge from the data. It is helpful in cases where direct algorithmic solutions are unavailable, there is lack of formal models, or the knowledge about the application domain is inadequately defined. In the future IoT has the impending capability to change the way we work and live. These computing methods also play a significant role in design and optimization in diverse engineering disciplines. With the influence and the development of the IoT concept, the need for AI (artificial intelligence) techniques has become more significant than ever. The aim of these techniques is to accept imprecision, uncertainties and approximations to get a rapid solution. However, recent advancements in representation of intelligent IoTsystems generate a more intelligent and robust system providing a human interpretable, low-cost, and approximate solution. Intelligent IoT systems have demonstrated great performance to a variety of areas including big data analytics, time series, biomedical and health informatics. This book will be very beneficial for the new researchers and practitioners working in the biomedical and healthcare fields to quickly know the best performing methods. It will also be suitable for a wide range of readers who may not be scientists but who are also interested in the practice of such areas as medical image retrieval, brain image segmentation, among others. • Discusses deep learning, IoT, machine learning, and biomedical data analysis with broad coverage of basic scientific applications • Presents deep learning and the tremendous improvement in accuracy, robustness, and cross- language generalizability it has over conventional approaches • Discusses various techniques of IoT systems for healthcare data analytics • Provides state-of-the-art methods of deep learning, machine learning and IoT in biomedical and health informatics • Focuses more on the application of algorithms in various real life biomedical and engineering problems
Public Health Informatics And Information Systems
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Author : J.A. Magnuson
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-11-29
Public Health Informatics And Information Systems written by J.A. Magnuson and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-11-29 with Medical categories.
This revised edition covers all aspects of public health informatics and discusses the creation and management of an information technology infrastructure that is essential in linking state and local organizations in their efforts to gather data for the surveillance and prevention. Public health officials will have to understand basic principles of information resource management in order to make the appropriate technology choices that will guide the future of their organizations. Public health continues to be at the forefront of modern medicine, given the importance of implementing a population-based health approach and to addressing chronic health conditions. This book provides informatics principles and examples of practice in a public health context. In doing so, it clarifies the ways in which newer information technologies will improve individual and community health status. This book's primary purpose is to consolidate key information and promote a strategic approach to information systems and development, making it a resource for use by faculty and students of public health, as well as the practicing public health professional. Chapter highlights include: The Governmental and Legislative Context of Informatics; Assessing the Value of Information Systems; Ethics, Information Technology, and Public Health; and Privacy, Confidentiality, and Security. Review questions are featured at the end of every chapter. Aside from its use for public health professionals, the book will be used by schools of public health, clinical and public health nurses and students, schools of social work, allied health, and environmental sciences.
Health Informatics Practical Guide For Healthcare And Information Technology Professionals Sixth Edition
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Author : Robert E. Hoyt
language : en
Publisher: Lulu.com
Release Date : 2014
Health Informatics Practical Guide For Healthcare And Information Technology Professionals Sixth Edition written by Robert E. Hoyt and has been published by Lulu.com this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014 with Computers categories.
Health Informatics (HI) focuses on the application of Information Technology (IT) to the field of medicine to improve individual and population healthcare delivery, education and research. This extensively updated fifth edition reflects the current knowledge in Health Informatics and provides learning objectives, key points, case studies and references.
Schneider S Introduction To Public Health With Navigate Advantage Access
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Author : Jessica Kruger
language : en
Publisher: Jones & Bartlett Learning
Release Date : 2024-10-03
Schneider S Introduction To Public Health With Navigate Advantage Access written by Jessica Kruger and has been published by Jones & Bartlett Learning this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-03 with Medical categories.
Offering a thorough, accessible and lively overview of public health for students new to the field, Schneider’s Introduction to Public Health offers a broad-reaching, practical framework for understanding the forces and organizations of public health today. Through engaging, nontechnical language, illustrative real-world examples, and the current political, economic, and cultural news of the day, students gain a clear understanding of the scope of today's public health problems and possible solutions. Building on Mary-Jane Schneider’s engaging and easy-to-read narrative approach, new author team Kruger, Moralez, and Siqueira draw on their diverse perspectives for the Seventh Edition to bring a greater focus on the social determinants of health, ecological approach, and life course experiences as a framework to understand public health in the 21st century.