Data Driven Approach To Enhancing Efficiency And Value In Healthcare

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Data-Driven Quality Improvement and Sustainability in Health Care

Patricia L. Thomas, PhD, RN, FAAN, FNAP, FACHE, NEA-BC, ACNS-BC, CNL,James L. Harris, PhD, APRN-BC, MBA, CNL, FAAN,Brian J. Collins, BS, MA
Data Driven Quality Improvement and Sustainability in Health Care Book PDF

Author : Patricia L. Thomas, PhD, RN, FAAN, FNAP, FACHE, NEA-BC, ACNS-BC, CNL,James L. Harris, PhD, APRN-BC, MBA, CNL, FAAN,Brian J. Collins, BS, MA
Publisher : Springer Publishing Company
Page : 314 pages
File Size : 45,8 Mb
Release : 2020-11-19
Category : Medical
ISBN : 9780826139443

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Data-Driven Quality Improvement and Sustainability in Health Care by Patricia L. Thomas, PhD, RN, FAAN, FNAP, FACHE, NEA-BC, ACNS-BC, CNL,James L. Harris, PhD, APRN-BC, MBA, CNL, FAAN,Brian J. Collins, BS, MA Pdf

Data-Driven Quality Improvement and Sustainability in Health Care: An Interprofessional Approach provides nurse leaders and healthcare administrators of all disciplines with a solid understanding of data and how to leverage data to improve outcomes, fuel innovation, and achieve sustained results. It sets the stage by examining the current state of the healthcare landscape; new imperatives to meet policy, regulatory, and consumer demands; and the role of data in administrative and clinical decision-making. It helps the professional identify the methods and tools that support thoughtful and thorough data analysis and offers practical application of data-driven processes that determine performance in healthcare operations, value- and performance-based contracts, and risk contracts. Misuse or inconsistent use of data leads to ineffective and errant decision-making. This text highlights common barriers and pitfalls related to data use and provide strategies for how to avoid these pitfalls. In addition, chapters feature key points, reflection questions, and real-life interprofessional case exemplars to help the professional draw distinctions and apply principles to their own practice. Key Features: Provides nurse leaders and other healthcare administrators with an understanding of the role of data in the current healthcare landscape and how to leverage data to drive innovative and sustainable change Offers frameworks, methodology, and tools to support quality improvement measures Demonstrates the application of data and how it shapes quality and safety initiatives through real-life case exemplars Highlights common barriers and pitfalls related to data use and provide strategies for how to avoid these pitfalls

Healthcare Service Management

Li Tao,Jiming Liu
Healthcare Service Management Book PDF

Author : Li Tao,Jiming Liu
Publisher : Springer
Page : 168 pages
File Size : 43,5 Mb
Release : 2019-05-08
Category : Computers
ISBN : 9783030153854

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Healthcare Service Management by Li Tao,Jiming Liu Pdf

Healthcare service systems are of profound importance in promoting the public health and wellness of people. This book introduces a data-driven complex systems modeling approach (D2CSM) to systematically understand and improve the essence of healthcare service systems. In particular, this data-driven approach provides new perspectives on health service performance by unveiling the causes for service disparity, such as spatio-temporal variations in wait times across different hospitals. The approach integrates four methods -- Structural Equation Modeling (SEM)-based analysis; integrated projection; service management strategy design and evaluation; and behavior-based autonomy-oriented modeling -- to address respective challenges encountered in performing data analytics and modeling studies on healthcare services. The thrust and uniqueness of this approach lies in the following aspects: Ability to explore underlying complex relationships between observed or latent impact factors and service performance. Ability to predict the changes and demonstrate the corresponding dynamics of service utilization and service performance. Ability to strategically manage service resources with the adaptation of unpredictable patient arrivals. Ability to figure out the working mechanisms that account for certain spatio-temporal patterns of service utilization and performance. To show the practical effectiveness of the proposed systematic approach, this book provides a series of pilot studies within the context of cardiac care in Ontario, Canada. The exemplified studies have unveiled some novel findings, e.g., (1) service accessibility and education may relieve the pressure of population size on service utilization; (2) functionally coupled units may have a certain cross-unit wait-time relationship potentially because of a delay cascade phenomena; (3) strategically allocating time blocks in operating rooms (ORs) based on a feedback mechanism may benefit OR utilization; (4) patients’ and hospitals’ autonomous behavior, and their interactions via wait times may bear the responsible for the emergence of spatio-temporal patterns observed in the real-world cardiac care system. Furthermore, this book presents an intelligent healthcare decision support (iHDS) system, an integrated architecture for implementing the data-driven complex systems modeling approach to developing, analyzing, investigating, supporting and advising healthcare related decisions. In summary, this book provides a data-driven systematic approach for addressing practical decision-support problems confronted in healthcare service management. This approach will provide policy makers, researchers, and practitioners with a practically useful way for examining service utilization and service performance in various ``what-if" scenarios, inspiring the design of effectiveness resource-allocation strategies, and deepening the understanding of the nature of complex healthcare service systems.

Data-Driven Quality Improvement and Sustainability in Health Care

Patricia Thomas,James Harris,Brian Collins, Bs Ma
Data Driven Quality Improvement and Sustainability in Health Care Book PDF

Author : Patricia Thomas,James Harris,Brian Collins, Bs Ma
Publisher : Unknown
Page : 380 pages
File Size : 45,6 Mb
Release : 2020-11-28
Category : Electronic
ISBN : 0826139434

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Data-Driven Quality Improvement and Sustainability in Health Care by Patricia Thomas,James Harris,Brian Collins, Bs Ma Pdf

Data-Driven Quality Improvement and Sustainability in Health Care: An Interprofessional Approach provides healthcare leaders and administrators of all disciplines with a solid understanding of data and how to leverage data to improve outcomes, fuel innovation, and achieve sustained results. It sets the stage by examining the current state of the healthcare landscape; new imperatives to meet policy, regulatory, and consumer demands; and the role of data in administrative and clinical decision-making. It helps the reader identify the methods and tools that support thoughtful and thorough data analysis and offers practical application of data-driven processes that determine performance in healthcare operations, value- and performance-based contracts, and risk contracts. Misuse or inconsistent use of data leads to ineffective and errant decision-making. This text highlights common barriers and pitfalls related to data use and provide strategies for how to avoid these pitfalls. In addition, chapters feature key points, reflection questions, and real-life interprofessional case exemplars to help the reader draw distinctions and apply principles to their own practice. Chapters also outline core competencies and skills required for leaders to master use of data and steer their teams to success. Key Features: Provides an understanding of the role of data in the current healthcare landscape and how to leverage data to drive innovative and sustainable change Offers frameworks, methodology, and tools to support quality improvement measures Demonstrates the application of data and how it shapes quality and safety initiatives through real-life case exemplars Outlines core competencies and skills required for leaders to achieve results Highlights common barriers and pitfalls related to data use and provide strategies for how to avoid these pitfalls Purchase includes access to the eBook for use on most mobile devices or computers

Integrating Social Care into the Delivery of Health Care

National Academies of Sciences, Engineering, and Medicine,Health and Medicine Division,Board on Health Care Services,Committee on Integrating Social Needs Care into the Delivery of Health Care to Improve the Nation's Health
Integrating Social Care into the Delivery of Health Care Book PDF

Author : National Academies of Sciences, Engineering, and Medicine,Health and Medicine Division,Board on Health Care Services,Committee on Integrating Social Needs Care into the Delivery of Health Care to Improve the Nation's Health
Publisher : National Academies Press
Page : 195 pages
File Size : 48,5 Mb
Release : 2019-12-30
Category : Medical
ISBN : 9780309493468

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Integrating Social Care into the Delivery of Health Care by National Academies of Sciences, Engineering, and Medicine,Health and Medicine Division,Board on Health Care Services,Committee on Integrating Social Needs Care into the Delivery of Health Care to Improve the Nation's Health Pdf

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.

Data-Driven Healthcare

Laura B. Madsen
Data Driven Healthcare Book PDF

Author : Laura B. Madsen
Publisher : John Wiley & Sons
Page : 224 pages
File Size : 54,8 Mb
Release : 2014-10-27
Category : Business & Economics
ISBN : 9781118772218

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Data-Driven Healthcare by Laura B. Madsen Pdf

Healthcare is changing, and data is the catalyst Data is taking over in a powerful way, and it's revolutionizing the healthcare industry. You have more data available than ever before, and applying the right analytics can spur growth. Benefits extend to patients, providers, and board members, and the technology can make centralized patient management a reality. Despite the potential for growth, many in the industry and government are questioning the value of data in health care, wondering if it's worth the investment. Data-Driven Healthcare: How Analytics and BI are Transforming the Industry tackles the issue and proves why BI is not only worth it, but necessary for industry advancement. Healthcare BI guru Laura Madsen challenges the notion that data have little value in healthcare, and shows how BI can ease regulatory reporting pressures and streamline the entire system as it evolves. Madsen illustrates how a data-driven organization is created, and how it can transform the industry. Learn why BI is a boon to providers Create powerful infographics to communicate data more effectively Find out how Big Data has transformed other industries, and how it applies to healthcare Data-Driven Healthcare: How Analytics and BI are Transforming the Industry provides tables, checklists, and forms that allow you to take immediate action in implementing BI in your organization. You can't afford to be behind the curve. The industry is moving on, with or without you. Data-Driven Healthcare: How Analytics and BI are Transforming the Industry is your guide to utilizing data to advance your operation in an industry where data-fueled growth will be the new norm.

Data Driven Approaches for Healthcare

Chengliang Yang,Chris Delcher,Elizabeth Shenkman,Sanjay Ranka
Data Driven Approaches for Healthcare Book PDF

Author : Chengliang Yang,Chris Delcher,Elizabeth Shenkman,Sanjay Ranka
Publisher : CRC Press
Page : 108 pages
File Size : 48,9 Mb
Release : 2019-10-01
Category : Business & Economics
ISBN : 9781000700039

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Data Driven Approaches for Healthcare by Chengliang Yang,Chris Delcher,Elizabeth Shenkman,Sanjay Ranka Pdf

Health care utilization routinely generates vast amounts of data from sources ranging from electronic medical records, insurance claims, vital signs, and patient-reported outcomes. Predicting health outcomes using data modeling approaches is an emerging field that can reveal important insights into disproportionate spending patterns. This book presents data driven methods, especially machine learning, for understanding and approaching the high utilizers problem, using the example of a large public insurance program. It describes important goals for data driven approaches from different aspects of the high utilizer problem, and identifies challenges uniquely posed by this problem. Key Features: Introduces basic elements of health care data, especially for administrative claims data, including disease code, procedure codes, and drug codes Provides tailored supervised and unsupervised machine learning approaches for understanding and predicting the high utilizers Presents descriptive data driven methods for the high utilizer population Identifies a best-fitting linear and tree-based regression model to account for patients’ acute and chronic condition loads and demographic characteristics

Data-Driven Approach for Bio-medical and Healthcare

Nilanjan Dey
Data Driven Approach for Bio medical and Healthcare Book PDF

Author : Nilanjan Dey
Publisher : Springer Nature
Page : 238 pages
File Size : 49,8 Mb
Release : 2022-10-27
Category : Technology & Engineering
ISBN : 9789811951848

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Data-Driven Approach for Bio-medical and Healthcare by Nilanjan Dey Pdf

The book presents current research advances, both academic and industrial, in machine learning, artificial intelligence, and data analytics for biomedical and healthcare applications. The book deals with key challenges associated with biomedical data analysis including higher dimensions, class imbalances, smaller database sizes, etc. It also highlights development of novel pattern recognition and machine learning methods specific to medical and genomic data, which is extremely necessary but highly challenging. The book will be useful for healthcare professionals who have access to interesting data sources but lack the expertise to use data mining effectively.

Artificial Intelligence in Healthcare

Adam Bohr,Kaveh Memarzadeh
Artificial Intelligence in Healthcare Book PDF

Author : Adam Bohr,Kaveh Memarzadeh
Publisher : Academic Press
Page : 385 pages
File Size : 55,9 Mb
Release : 2020-06-21
Category : Computers
ISBN : 9780128184394

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Artificial Intelligence in Healthcare by Adam Bohr,Kaveh Memarzadeh Pdf

Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. Highlights different data techniques in healthcare data analysis, including machine learning and data mining Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks Includes applications and case studies across all areas of AI in healthcare data

Big Data Analytics in Healthcare

Anand J. Kulkarni,Patrick Siarry,Pramod Kumar Singh,Ajith Abraham,Mengjie Zhang,Albert Zomaya,Fazle Baki
Big Data Analytics in Healthcare Book PDF

Author : Anand J. Kulkarni,Patrick Siarry,Pramod Kumar Singh,Ajith Abraham,Mengjie Zhang,Albert Zomaya,Fazle Baki
Publisher : Springer Nature
Page : 187 pages
File Size : 44,8 Mb
Release : 2019-10-01
Category : Technology & Engineering
ISBN : 9783030316723

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Big Data Analytics in Healthcare by Anand J. Kulkarni,Patrick Siarry,Pramod Kumar Singh,Ajith Abraham,Mengjie Zhang,Albert Zomaya,Fazle Baki Pdf

This book includes state-of-the-art discussions on various issues and aspects of the implementation, testing, validation, and application of big data in the context of healthcare. The concept of big data is revolutionary, both from a technological and societal well-being standpoint. This book provides a comprehensive reference guide for engineers, scientists, and students studying/involved in the development of big data tools in the areas of healthcare and medicine. It also features a multifaceted and state-of-the-art literature review on healthcare data, its modalities, complexities, and methodologies, along with mathematical formulations. The book is divided into two main sections, the first of which discusses the challenges and opportunities associated with the implementation of big data in the healthcare sector. In turn, the second addresses the mathematical modeling of healthcare problems, as well as current and potential future big data applications and platforms.

Practical Psychology in Medical Rehabilitation

Maggi A. Budd,Sigmund Hough,Stephen T. Wegener,William Stiers
Practical Psychology in Medical Rehabilitation Book PDF

Author : Maggi A. Budd,Sigmund Hough,Stephen T. Wegener,William Stiers
Publisher : Springer
Page : 529 pages
File Size : 49,9 Mb
Release : 2016-11-04
Category : Medical
ISBN : 9783319340340

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Practical Psychology in Medical Rehabilitation by Maggi A. Budd,Sigmund Hough,Stephen T. Wegener,William Stiers Pdf

This easy-access guide summarizes the dynamic specialty of rehabilitation psychology, focusing on real-world practice in the medical setting. It begins by placing readers at the frontlines of practice with a solid foundation for gathering information and communicating effectively with patients, families, and staff. The book’s topics run a wide gamut of patient conditions (neurological, musculoskeletal, cardiovascular), related problems (sleep and fatigue issues, depression) and practitioner responses (encouraging coping and compliance, pediatric and geriatric considerations). Models of disability and adaptation, review of competency concerns, and guidelines for group and individual therapy offer evidence-based insights for helping patients manage their health conditions, benefit from rehabilitation interventions, and prepare for their post-rehabilitation lives and activities. Coverage spotlights these core areas: ·Basics and biopsychosocial practicalities, from behavioral medicine and psychopharmacology to ethical and forensic issues. ·Populations, problems, and procedures, including stroke, TBI, substance abuse, transplants, and severe mental illness. ·Assessment and practical interventions such as pain, anxiety, cognitive functioning, and more. ·Consultation, advocacy, and interdisciplinary teams. ·Practice management, administration, and professional self-care. ·Research, technology, and program evaluation. Practical Psychology in Medical Rehabilitation is an essential professional development tool for novice (and a refresher for veteran) psychologists and neuropsychologists, as well as rehabilitation physicians, nurses, therapists, psychiatrists, and social workers. It presents in depth both the hallmarks of the specialty and the nuts and bolts of being a valuable team player in a medical setting.

New Horizons for a Data-Driven Economy

José María Cavanillas,Edward Curry,Wolfgang Wahlster
New Horizons for a Data Driven Economy Book PDF

Author : José María Cavanillas,Edward Curry,Wolfgang Wahlster
Publisher : Springer
Page : 303 pages
File Size : 53,7 Mb
Release : 2016-04-04
Category : Computers
ISBN : 9783319215693

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New Horizons for a Data-Driven Economy by José María Cavanillas,Edward Curry,Wolfgang Wahlster Pdf

In this book readers will find technological discussions on the existing and emerging technologies across the different stages of the big data value chain. They will learn about legal aspects of big data, the social impact, and about education needs and requirements. And they will discover the business perspective and how big data technology can be exploited to deliver value within different sectors of the economy. The book is structured in four parts: Part I “The Big Data Opportunity” explores the value potential of big data with a particular focus on the European context. It also describes the legal, business and social dimensions that need to be addressed, and briefly introduces the European Commission’s BIG project. Part II “The Big Data Value Chain” details the complete big data lifecycle from a technical point of view, ranging from data acquisition, analysis, curation and storage, to data usage and exploitation. Next, Part III “Usage and Exploitation of Big Data” illustrates the value creation possibilities of big data applications in various sectors, including industry, healthcare, finance, energy, media and public services. Finally, Part IV “A Roadmap for Big Data Research” identifies and prioritizes the cross-sectorial requirements for big data research, and outlines the most urgent and challenging technological, economic, political and societal issues for big data in Europe. This compendium summarizes more than two years of work performed by a leading group of major European research centers and industries in the context of the BIG project. It brings together research findings, forecasts and estimates related to this challenging technological context that is becoming the major axis of the new digitally transformed business environment.

Evaluation for Health Policy and Health Care

Steven Sheingold,Anupa Bir
Evaluation for Health Policy and Health Care Book PDF

Author : Steven Sheingold,Anupa Bir
Publisher : SAGE Publications
Page : 245 pages
File Size : 55,8 Mb
Release : 2019-08-21
Category : Medical
ISBN : 9781544333694

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Evaluation for Health Policy and Health Care by Steven Sheingold,Anupa Bir Pdf

This is the contemporary, applied text on evaluation that your students need. Evaluation for Health Policy and Health Care: A Contemporary Data-Driven Approach explores the best practices and applications for producing, synthesizing, visualizing, using, and disseminating health care evaluation research and reports. This graduate-level text will appeal to those interested in cutting-edge health program and health policy evaluation in this era of health care innovation. Editors Steven Sheingold and Anupa Bir’s core text focuses on quantitative, qualitative, and meta-analytic approaches to analysis, providing a guide for both those executing evaluations and those using the data to make policy decisions. It is designed to provide real-world applications within health policy to make learning more accessible and relevant, and to highlight the remaining challenges for using evidence to develop policy.

Fundamentals of Clinical Data Science

Pieter Kubben,Michel Dumontier,Andre Dekker
Fundamentals of Clinical Data Science Book PDF

Author : Pieter Kubben,Michel Dumontier,Andre Dekker
Publisher : Springer
Page : 219 pages
File Size : 41,6 Mb
Release : 2018-12-21
Category : Medical
ISBN : 9783319997131

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Fundamentals of Clinical Data Science by Pieter Kubben,Michel Dumontier,Andre Dekker Pdf

This open access book comprehensively covers the fundamentals of clinical data science, focusing on data collection, modelling and clinical applications. Topics covered in the first section on data collection include: data sources, data at scale (big data), data stewardship (FAIR data) and related privacy concerns. Aspects of predictive modelling using techniques such as classification, regression or clustering, and prediction model validation will be covered in the second section. The third section covers aspects of (mobile) clinical decision support systems, operational excellence and value-based healthcare. Fundamentals of Clinical Data Science is an essential resource for healthcare professionals and IT consultants intending to develop and refine their skills in personalized medicine, using solutions based on large datasets from electronic health records or telemonitoring programmes. The book’s promise is “no math, no code”and will explain the topics in a style that is optimized for a healthcare audience.

Data Driven Approaches for Healthcare

Chengliang Yang,Chris Delcher,Elizabeth Shenkman,Sanjay Ranka
Data Driven Approaches for Healthcare Book PDF

Author : Chengliang Yang,Chris Delcher,Elizabeth Shenkman,Sanjay Ranka
Publisher : CRC Press
Page : 101 pages
File Size : 49,5 Mb
Release : 2019-10-01
Category : Business & Economics
ISBN : 9781000701258

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Data Driven Approaches for Healthcare by Chengliang Yang,Chris Delcher,Elizabeth Shenkman,Sanjay Ranka Pdf

Health care utilization routinely generates vast amounts of data from sources ranging from electronic medical records, insurance claims, vital signs, and patient-reported outcomes. Predicting health outcomes using data modeling approaches is an emerging field that can reveal important insights into disproportionate spending patterns. This book presents data driven methods, especially machine learning, for understanding and approaching the high utilizers problem, using the example of a large public insurance program. It describes important goals for data driven approaches from different aspects of the high utilizer problem, and identifies challenges uniquely posed by this problem. Key Features: Introduces basic elements of health care data, especially for administrative claims data, including disease code, procedure codes, and drug codes Provides tailored supervised and unsupervised machine learning approaches for understanding and predicting the high utilizers Presents descriptive data driven methods for the high utilizer population Identifies a best-fitting linear and tree-based regression model to account for patients’ acute and chronic condition loads and demographic characteristics

Potter and Perry's Fundamentals of Nursing: Third South Asia Edition EBook

Suresh Sharma
Potter and Perry s Fundamentals of Nursing Third South Asia Edition EBook Book PDF

Author : Suresh Sharma
Publisher : Elsevier Health Sciences
Page : 1363 pages
File Size : 43,7 Mb
Release : 2021-03-15
Category : Medical
ISBN : 9788131257838

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Potter and Perry's Fundamentals of Nursing: Third South Asia Edition EBook by Suresh Sharma Pdf

Fully compliant to the new curriculum prescribed by the Indian Nursing Council Comprehensive presentation of historical background of nursing and health care policies in Indian. Primary prevention of communicable diseases like H1N1 and COVID-19 Two new appendixes: A. Diagnostic testing, and B. First Aid and Emergencies New Topics added: Personal Protective Equipment (PPE), Universal Immunization Program, and Biomedical Waste Management regulations in India. AYUSH, and Accreditation agencies like NABH Organ donation, confidentiality of patient records regulations in India Indian National Health Policy 2017, Code of Ethics for Nurses in India, medicolegal issues in health care in India