Big Data In Cardiology Predicting Preventing And Managing Diseases
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Big Data In Cardiology Predicting Preventing And Managing Diseases
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Author : Bikal Dhungel
language : en
Publisher: GRIN Verlag
Release Date : 2020-10-28
Big Data In Cardiology Predicting Preventing And Managing Diseases written by Bikal Dhungel and has been published by GRIN Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-28 with Medical categories.
Master's Thesis from the year 2020 in the subject Health Sciences - Health Logistics, grade: 1,7, Linnaeus University (School of Informatics), course: Information Systems, language: English, abstract: This study was conducted to analyze this process closer focusing on a case of Cardiology. Conducting a comprehensive literature review and qualitative expert interviews, the impact of big data in the field of Cardiology was explored. The result of the study shows that big data can play a positive role in three aspects: prediction of disease, prevention of disease and management of disease. Big data enables us to build models that can be used to predict the occurrence of disease. Based on this information, actions can be taken to prevent the disease. Data also helps to manage the disease by offering helpful insights. Medical personnel can retrieve the patient data, with the help of AI, they can make faster decisions allowing them to spend more quality time with the patients and reduce cognitive errors. Through the interviews, it was understood that even though the positive role of big data has been acknowledged, the implementation is still a challenge due to various limitations. The challenges lie mainly on technical know-how and domain knowledge. Further challenges were data security and privacy issues that need to be addressed to mitigate the risks that can be caused by them. The examples of big data implementation in various cases like in heart failure prediction or prevention shows a positive picture. The overwhelming majority of case studies analyzed in this regard show an optimistic picture. Due to growing importance and use of smart devices, IoT, genomics and the recent developments in the field of ICTs, it is expected that big data will not only leave a positive influence on the field of Cardiology, it will also change the way medicine is practiced and healthcare is offered. The statement ‘Data is the new oil’ has been broadly acknowledged due to its wide-ranging importance. Utilizing big data offers a variety of benefits. Although the health sector was late in terms of exploiting the benefits of big data, currently, the adoption is accelerating. Healthcare is increasingly becoming an information science and the implementation of electronic medical records (EMR) and other information systems is growing rapidly. The patient data originating from smart devices and other sources like genomic databases are supporting the healthcare sector offering better healthcare delivery and increasing efficiency, hence saving costs.
Ai And Big Data In Cardiology
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Author : Nicolas Duchateau
language : en
Publisher: Springer Nature
Release Date : 2023-05-04
Ai And Big Data In Cardiology written by Nicolas Duchateau and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-04 with Medical categories.
This book provides a detailed technical overview of the use and applications of artificial intelligence (AI), machine learning and big data in cardiology. Recent technological advancements in these fields mean that there is significant gain to be had in applying these methodologies into day-to-day clinical practice. Chapters feature detailed technical reviews and highlight key current challenges and limitations, along with the available techniques to address them for each topic covered. Sample data sets are also included to provide hands-on tutorials for readers using Python-based Jupyter notebooks, and are based upon real-world examples to ensure the reader can develop their confidence in applying these techniques to solve everyday clinical problems. Artificial Intelligence and Big Data in Cardiology systematically describes and technically reviews the latest applications of AI and big data within cardiology. It is ideal for use by the trainee and practicing cardiologist and informatician seeking an up-to-date resource on the topic with which to aid them in developing a thorough understanding of both basic concepts and recent advances in the field.
Pharmacotherapeutic Management Of Cardiovascular Disease Complications A Textbook For Medical Students
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Author : A. Bharath Kumar
language : en
Publisher: Bentham Science Publishers
Release Date : 2020-09-21
Pharmacotherapeutic Management Of Cardiovascular Disease Complications A Textbook For Medical Students written by A. Bharath Kumar and has been published by Bentham Science Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-09-21 with Medical categories.
Pharmacotherapeutic Management of Cardiovascular Disease Complications is an essential textbook which comprehensively informs the reader about a broad variety of cardiovascular pathologies and their management through drug therapy. Key Features:- Features 22 chapters, with 17 chapters dedicated to the management of a wide range of cardiomyopathies and related complications- Introduces readers to heart anatomy and physiology, for both medical and pharmacology students- Covers information on cardiovascular disease biomarkers as well as current and new technologies for diagnostic procedures- Provides additional information on different aspects of cardiovascular disease treatment including etiological factors, prevalence, pathogenesis, clinical symptoms, diagnosis and prevention factors, risk screening and complications- Informs readers on the role of the clinical pharmacist in patient lifestyle modification for therapeutic plans, helping to reduce cardiovascular disease burden in clinical practice The broad coverage and easy-to-read organization of the topics covered on the subject make this textbook an ideal reference for medical students and health care professionals such as doctors, nurses, clinical pharmacists, community pharmacists and paramedics.
Big Data Analytics For Healthcare
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Author : Pantea Keikhosrokiani
language : en
Publisher: Academic Press
Release Date : 2022-05-19
Big Data Analytics For Healthcare written by Pantea Keikhosrokiani and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-19 with Medical categories.
Big Data Analytics and Medical Information Systems presents the valuable use of artificial intelligence and big data analytics in healthcare and medical sciences. It focuses on theories, methods and approaches in which data analytic techniques can be used to examine medical data to provide a meaningful pattern for classification, diagnosis, treatment, and prediction of diseases. The book discusses topics such as theories and concepts of the field, and how big medical data mining techniques and applications can be applied to classification, diagnosis, treatment, and prediction of diseases. In addition, it covers social, behavioral, and medical fake news analytics to prevent medical misinformation and myths. It is a valuable resource for graduate students, researchers and members of biomedical field who are interested in learning more about analytic tools to support their work. - Presents theories, methods and approaches in which data analytic techniques are used for medical data - Brings practical information on how to use big data for classification, diagnosis, treatment, and prediction of diseases - Discusses social, behavioral, and medical fake news analytics for medical information systems
Public Health Approach To Cardiovascular Disease Prevention Management
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Author : Dorairaj Prabhakaran
language : en
Publisher: CRC Press
Release Date : 2022-12-29
Public Health Approach To Cardiovascular Disease Prevention Management written by Dorairaj Prabhakaran and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-12-29 with Medical categories.
Cardiovascular Diseases (CVDs) are the number one cause of death and disability globally, being the most important public health problem that needs to be tackled as more people die annually from CVDs than from any other cause. Over three-quarters of CVD deaths take place in low- and middle-income countries. This book on cardiovascular diseases provides an overview of the global and regional challenges associated with CVDs. Coupled with case studies and theoretical concepts, it helps the reader to contextualize CVDs in the broader public health system and the administrative aspects of practicing CVD control approaches for improved population health in their local setting. Key Features:1. Covers existing and emerging issues in cardiovascular disease epidemiology and prevention. 2. Has a multidisciplinary approach in content and audience. 3. Connects with health systems and relevant sustainable development goals. 4. Provides case studies for enabling readers to understand and apply evidence-based solutions to key public health issues. 5. Has inputs from globally renowned public health experts.
Health Promotion And Disease Prevention For Advanced Practice Integrating Evidence Based Lifestyle Concepts
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Author : Loureen Downes
language : en
Publisher: Jones & Bartlett Learning
Release Date : 2023-09-29
Health Promotion And Disease Prevention For Advanced Practice Integrating Evidence Based Lifestyle Concepts written by Loureen Downes 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 2023-09-29 with Medical categories.
Health Promotion and Disease Prevention for Advanced Practice: Integrating Evidence-Based Lifestyle Concepts is a unique new resource that is not afraid to address lifestyle concepts that can change the trajectory of healthcare in the United States and globally. It provides practical, evidence-based approaches to reduce the pandemic of preventable lifestyle-related chronic diseases such as heart disease, hypertension, some strokes, type 2 diabetes, obesity, and multiple types of cancer. It provides nurse practitioners and physician assistants with the lifestyle management tools needed to contribute to a higher level of care to promote health and prevent disease. The authors take a deep dive into the literature regarding lifestyle concepts and practical management of lifestyle-related chronic diseases. They discuss the root causes of diseases and approaches for patient-centered care, strategies for health promotion reimbursement, and trending telehealth delivery of health care.
Intelligence Based Cardiology And Cardiac Surgery
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Author : Anthony C. Chang
language : en
Publisher: Elsevier
Release Date : 2023-09-06
Intelligence Based Cardiology And Cardiac Surgery written by Anthony C. Chang and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-06 with Science categories.
Intelligence-Based Cardiology and Cardiac Surgery: Artificial Intelligence and Human Cognition in Cardiovascular Medicine provides a comprehensive survey of artificial intelligence concepts and methodologies with real-life applications in cardiovascular medicine. Authored by a senior physician-data scientist, the book presents an intellectual and academic interface between the medical and data science domains. The book's content consists of basic concepts of artificial intelligence and human cognition applications in cardiology and cardiac surgery. This portfolio ranges from big data, machine and deep learning, cognitive computing and natural language processing in cardiac disease states such as heart failure, hypertension and pediatric heart care. The book narrows the knowledge and expertise chasm between the data scientists, cardiologists and cardiac surgeons, inspiring clinicians to embrace artificial intelligence methodologies, educate data scientists about the medical ecosystem, and create a transformational paradigm for healthcare and medicine. - Covers a wide range of relevant topics from real-world data, large language models, and supervised machine learning to deep reinforcement and federated learning - Presents artificial intelligence concepts and their applications in many areas in an easy-to-understand format accessible to clinicians and data scientists - Discusses using artificial intelligence and related technologies with cardiology and cardiac surgery in a myriad of venues and situations - Delineates the necessary elements for successfully implementing artificial intelligence in cardiovascular medicine for improved patient outcomes - Presents the regulatory, ethical, legal, and financial issues embedded in artificial intelligence applications in cardiology
Cognitive Intelligence And Big Data In Healthcare
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Author : D. Sumathi
language : en
Publisher: John Wiley & Sons
Release Date : 2022-08-23
Cognitive Intelligence And Big Data In Healthcare written by D. Sumathi and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-23 with Computers categories.
COGNITIVE INTELLIGENCE AND BIG DATA IN HEALTHCARE Applications of cognitive intelligence, advanced communication, and computational methods can drive healthcare research and enhance existing traditional methods in disease detection and management and prevention. As health is the foremost factor affecting the quality of human life, it is necessary to understand how the human body is functioning by processing health data obtained from various sources more quickly. Since an enormous amount of data is generated during data processing, a cognitive computing system could be applied to respond to queries, thereby assisting in customizing intelligent recommendations. This decision-making process could be improved by the deployment of cognitive computing techniques in healthcare, allowing for cutting-edge techniques to be integrated into healthcare to provide intelligent services in various healthcare applications. This book tackles all these issues and provides insight into these diversified topics in the healthcare sector and shows the range of recent innovative research, in addition to shedding light on future directions in this area. Audience The book will be very useful to a wide range of specialists including researchers, engineers, and postgraduate students in artificial intelligence, bioinformatics, information technology, as well as those in biomedicine.
Pre Screening Systems For Early Disease Prediction Detection And Prevention
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Author : Edoh, Thierry
language : en
Publisher: IGI Global
Release Date : 2018-10-26
Pre Screening Systems For Early Disease Prediction Detection And Prevention written by Edoh, Thierry and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-10-26 with Medical categories.
With the development of advanced screening procedures and techniques, certain limitations of the existing screening processes for disease methodologies and paradigms have been noted. More accurate and less invasive screening methods are needed to diagnose and treat health disorders and diseases before symptoms appear. Pre-Screening Systems for Early Disease Prediction, Detection, and Prevention is a pivotal reference source that utilizes advanced ICT techniques to solve problems in health data collection, analysis, and interpretation, as well as improve existing health systems for the advanced screening of diseases. Using non-invasive biomedical sensor devices and internet of things technology, this book examines safer methods to accelerate disease detection and effectively treat patients while challenging previously used pre-screening processes. While highlighting topics such as the applications of machine learning, patient safety, diagnostics models, and condition management, this publication is ideally designed for healthcare specialists, researchers in health informatics, industry practitioners, and academics.
Big Data Management And The Internet Of Things For Improved Health Systems
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Author : Mishra, Brojo Kishore
language : en
Publisher: IGI Global
Release Date : 2018-01-19
Big Data Management And The Internet Of Things For Improved Health Systems written by Mishra, Brojo Kishore and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-19 with Medical categories.
Because of the increased access to high-speed Internet and smart phones, many patients have started to use mobile applications to manage various health needs. These devices and mobile apps are now increasingly used and integrated with telemedicine and telehealth via the medical Internet of Things (IoT). Big Data Management and the Internet of Things for Improved Health Systems is a critical scholarly resource that examines the digital transformation of healthcare. Featuring coverage on a broad range of topics, such as brain computer interface, data reduction techniques, and risk factors, this book is geared towards academicians, practitioners, researchers, and students seeking research on health and well-being data.