Reinventing Clinical Decision Support
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Reinventing Clinical Decision Support
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Author : Paul Cerrato
language : en
Publisher: Taylor & Francis
Release Date : 2020-01-06
Reinventing Clinical Decision Support written by Paul Cerrato and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-01-06 with Business & Economics categories.
This book takes an in-depth look at the emerging technologies that are transforming the way clinicians manage patients, while at the same time emphasizing that the best practitioners use both artificial and human intelligence to make decisions. AI and machine learning are explored at length, with plain clinical English explanations of convolutional neural networks, back propagation, and digital image analysis. Real-world examples of how these tools are being employed are also discussed, including their value in diagnosing diabetic retinopathy, melanoma, breast cancer, cancer metastasis, and colorectal cancer, as well as in managing severe sepsis. With all the enthusiasm about AI and machine learning, it was also necessary to outline some of criticisms, obstacles, and limitations of these new tools. Among the criticisms discussed: the relative lack of hard scientific evidence supporting some of the latest algorithms and the so-called black box problem. A chapter on data analytics takes a deep dive into new ways to conduct subgroup analysis and how it’s forcing healthcare executives to rethink the way they apply the results of large clinical trials to everyday medical practice. This re-evaluation is slowly affecting the way diabetes, heart disease, hypertension, and cancer are treated. The research discussed also suggests that data analytics will impact emergency medicine, medication management, and healthcare costs. An examination of the diagnostic reasoning process itself looks at how diagnostic errors are measured, what technological and cognitive errors are to blame, and what solutions are most likely to improve the process. It explores Type 1 and Type 2 reasoning methods; cognitive mistakes like availability bias, affective bias, and anchoring; and potential solutions such as the Human Diagnosis Project. Finally, the book explores the role of systems biology and precision medicine in clinical decision support and provides several case studies of how next generation AI is transforming patient care.
Reinventing Clinical Decision Support
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Author : Paul Cerrato
language : en
Publisher: Taylor & Francis
Release Date : 2021-08-02
Reinventing Clinical Decision Support written by Paul Cerrato and has been published by Taylor & Francis this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-02 with Clinical medicine categories.
The book explains to physicians and technologists the value and limitations of artificial intelligence in the management of disease. Specifically, it explains how machine learning and new types of data analysis will improve diagnosis and personalize patient care.
Clinical Decision Support And Beyond
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Author : Robert Greenes
language : en
Publisher: Academic Press
Release Date : 2023-02-10
Clinical Decision Support And Beyond written by Robert Greenes and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-10 with Medical categories.
Clinical Decision Support and Beyond: Progress and Opportunities in Knowledge-Enhanced Health and Healthcare, now in its third edition, discusses the underpinnings of effective, reliable, and easy-to-use clinical decision support systems at the point of care as a productive way of managing the flood of data, knowledge, and misinformation when providing patient care. Incorporating CDS into electronic health record systems has been underway for decades; however its complexities, costs, and user resistance have lagged its potential. Thus it is of utmost importance to understand the process in detail, to take full advantage of its capabilities. The book expands and updates the content of the previous edition, and discusses topics such as integration of CDS into workflow, context-driven anticipation of needs for CDS, new forms of CDS derived from data analytics, precision medicine, population health, integration of personal monitoring, and patient-facing CDS. In addition, it discusses population health management, public health CDS and CDS to help reduce health disparities. It is a valuable resource for clinicians, practitioners, students and members of medical and biomedical fields who are interested to learn more about the potential of clinical decision support to improve health and wellness and the quality of health care. - Presents an overview and details of the current state of the art and usefulness of clinical decision support, and how to utilize these capabilities - Explores the technological underpinnings for developing, managing, and sharing knowledge resources and deploying them as CDS or for other uses - Discusses the current drivers and opportunities that are expanding the prospects for use of knowledge to enhance health and healthcare
Dhealth 2023
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Author : B. Pfeifer
language : en
Publisher: IOS Press
Release Date : 2023-06-22
Dhealth 2023 written by B. Pfeifer and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-22 with Medical categories.
Digital technologies have become an integral part of all our lives, and the area of healthcare is no exception. This book presents the proceedings of the 17th annual conference on Health Informatics meets Digital Health (dHealth 2023), held in Vienna, Austria, on 16 and 17 May 2023. The conference series provides a forum for researchers and decision makers, health professionals, healthcare providers, and government and industry representatives to present and discuss innovative digital-health solutions with the aim of improving the quality and efficiency of healthcare using digital technologies. The ‘d’ in dHealth encompasses concepts such as digitalization, datafication and data-driven decision making, as well as predictive modeling and “deep” health for better patient outcomes and sustainability in healthcare, and the 47 papers included here offer an insight into state-of-the-art aspects of dHealth, including the design and evaluation of user interfaces, patient-centered solutions, electronic health/medical/patient records, telemedical approaches and solutions, predictive models, machine learning in healthcare and biomedical data analytics. The book provides an interdisciplinary overview of current research activities in digital health, and will be of interest to all those working in the field.
Diverse Perspectives And State Of The Art Approaches To The Utilization Of Data Driven Clinical Decision Support Systems
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Author : Connolly, Thomas M.
language : en
Publisher: IGI Global
Release Date : 2022-11-11
Diverse Perspectives And State Of The Art Approaches To The Utilization Of Data Driven Clinical Decision Support Systems written by Connolly, Thomas M. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-11 with Business & Economics categories.
The medical domain is home to many critical challenges that stand to be overcome with the use of data-driven clinical decision support systems (CDSS), and there is a growing set of examples of automated diagnosis, prognosis, drug design, and testing. However, the current state of AI in medicine has been summarized as “high on promise and relatively low on data and proof.” If such problems can be addressed, a data-driven approach will be very important to the future of CDSSs as it simplifies the knowledge acquisition and maintenance process, a process that is time-consuming and requires considerable human effort. Diverse Perspectives and State-of-the-Art Approaches to the Utilization of Data-Driven Clinical Decision Support Systems critically reflects on the challenges that data-driven CDSSs must address to become mainstream healthcare systems rather than a small set of exemplars of what might be possible. It further identifies evidence-based, successful data-driven CDSSs. Covering topics such as automated planning, diagnostic systems, and explainable artificial intelligence, this premier reference source is an excellent resource for medical professionals, healthcare administrators, IT managers, pharmacists, students and faculty of higher education, librarians, researchers, and academicians.
Reinventing Medical Practice
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Author : R. Clay Burchell
language : en
Publisher: Medical Group Management Assn
Release Date : 2002
Reinventing Medical Practice written by R. Clay Burchell and has been published by Medical Group Management Assn this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Medical categories.
The time is right for an enlightened model of health care delivery. The authors of this breakthrough text offer an approach to patient care that is physician-based, patient-centered, financially viable, quality driven and managed by visionary leaders. Calling for collaboration among health care executives, physicians and support staff, the model illustrates how medical practices can deliver quality, cost-effective patient care with kindness and caring.
Reinventing Government
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Author : United States. Congress. Senate. Committee on Governmental Affairs
language : en
Publisher:
Release Date : 1996
Reinventing Government written by United States. Congress. Senate. Committee on Governmental Affairs and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Computers categories.
Generative Ai Techniques For Sustainability In Healthcare Security
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Author : Shah, Imdad Ali
language : en
Publisher: IGI Global
Release Date : 2024-12-02
Generative Ai Techniques For Sustainability In Healthcare Security written by Shah, Imdad Ali and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-02 with Medical categories.
In a world of constant change, sustainability and technology emerge as pivotal elements in healthcare. Generative artificial intelligence (AI) presents the capabilities of more accurate diagnoses, personalized treatment plans, and drug discovery, while certain operations in healthcare, such as managing relationships with healthcare systems often necessitate a human touch, these processes can be augmented by generative AI. Sustainability and health security are becoming increasingly important. The relationship between sustainability and health security is significant, as environmental factors such as air pollution, climate change, and access to green spaces can all affect human health. Generative AI Techniques for Sustainability in Healthcare Security provides a comprehensive understanding of generative AI techniques and their application for sustainability in health security, empowering readers with the knowledge needed to leverage these cutting-edge technologies effectively. Covering topics such as disease detection, drug discovery and development, and sustainability, this book is a valuable resource for scientists, medical professionals, hospital administrators, researchers, technologists, academicians, and more.
Green Ai Powered Intelligent Systems For Disease Prognosis
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Author : Khanna, Ashish
language : en
Publisher: IGI Global
Release Date : 2024-08-23
Green Ai Powered Intelligent Systems For Disease Prognosis written by Khanna, Ashish and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-23 with Medical categories.
Experts in Medicine are under new pressures of advancing their studies while also reducing the impact they leave on the environment. Researchers within the fields of bio-neuro informatics, healthcare, engineering, and medical sciences require a dynamic platform that bridges the realms of academia, science, industry, and innovation. Green AI-Powered Intelligent Systems for Disease Prognosis facilitates a crossroads for a diverse audience interested in these two seldom coalesced concepts. Academicians, scientists, researchers, professionals, decision-makers, and even aspiring scholars all find a space to contribute, collaborate, and learn within the platform that this book provides. The book's thematic coverage is unequivocally compelling; by exploring the intersections of bio-neuro informatics, healthcare, engineering, and medical sciences, it captures the spirit of interdisciplinary research. It delves into well-established domains while also casting a spotlight on emerging trends that have the potential to reshape our understanding of these fields. Two prominent tracks form the backbone of the book's content. The first covers the Bioinformatics and Data Mining of Biological Data (BiDMBD), and unravels the intricacies of biomedical computation, signal analysis, clinical decision support, and health data mining. This approach holds a treasure trove of insights into the mechanisms of health data acquisition, clinical informatics, and the representation of healthcare knowledge. The second covers Biomedical Informatics and is a symposium of computational modeling, genomics, and proteomics. Here, the fusion of data science with medical sciences takes center stage.
The Living Laboratory For Precision Medicine
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Author : Dame Anna Dominiczak
language : en
Publisher: Elsevier
Release Date : 2025-05-22
The Living Laboratory For Precision Medicine written by Dame Anna Dominiczak and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-22 with Science categories.
The Living Laboratory for Precision Medicine: Solutions for Clinical Implementation provides a comprehensive resource on precision medicine through a convergence of innovation and solutions across multiple domains, including large population cohorts, artificial intelligence, genomics, phenomics, clinical trials, health economics and regulation exemplified by the living lab concept. This book is the first to look at precision medicine through the lens of last-mile solutions which make it broad in scope, practically relevant, and cutting-edge. The book explores the use of precision medicine to stimulate regional economic growth through a healthier population, savings on healthcare, and using innovation as a driver of economic development. The term precision medicine has been popularized by clinical, scientific, political, financial and technological interests as the biggest innovation to revolutionize healthcare. While over the past decade a few precision medicine-based solutions have come to fruition, the transformative leap in healthcare delivery and population benefit is yet to be realized. Current focus on precision medicine primarily focuses on patient stratification which constrains it to either a single disease area, a few sub-disciplines, or using a limited set of genomic technologies. While useful, experience over the last few years indicates precision medicine needs to be considered as a complex process with multiple feedback loops requiring significant interdisciplinary collaboration and innovation. - Written by international experts providing a global perspective of innovative and cutting-edge advances that are in both early-development or advanced conceptual stages - Includes real-life case studies that provide practical advice for clinical applications - Presents the living lab concept as a last mile solution for precision medicine