Big data and health analytics:
Gespeichert in:
Format: | Buch |
---|---|
Sprache: | Undetermined |
Veröffentlicht: |
Boca Raton [u.a.]
CRC Press
2015
|
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis Klappentext |
Beschreibung: | XXIX, 352 S. Ill. |
ISBN: | 9781482229233 |
Internformat
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Datensatz im Suchindex
_version_ | 1804152646666289152 |
---|---|
adam_text | Contenta
Foreword
................................................................................................ix
Karen Bandeen-Roche
List of Contributors
............................................................................xiii
Introduction
........................................................................................xvii
Katherine
Marconi and Harold
Lehmann
List of Abbreviations
..........................................................................xxv
SECTION I
Chapter
1
Little Big Data: Mastering Existing Information as
a Foundation for Big Data
.................................................3
Donald A. Donahue, Jr.
Chapter
2
Managing Unstructured Data in a Health Care Setting
......25
David E.
Parkhill
Chapter
3
Experiences with Linking Data Systems for
Analyzing Large Data
......................................................45
Dilhari DeAlmeida, Suzanne J.
Paone,
and John A. Kellum
Chapter
4
The Ecosystem of Federal Big Data and Its Use in
Health Care
.......................................................................57
Ryan H. Sandefer and David T. Marc
Chapter
5
Big Data from the Push of Clinical Information:
Harvesting User Feedback for Continuing Education
.....79
Roland
Grad,
Pierre Pluye, Michael Shulha, David L. Tang,
Jonathan Moscovici, Carol Repchinsky, and Jamie Meuser
Chapter
6
Addressing Social Determinants of Health Using
Big Data
...........................................................................105
Gregory D. Stevens
V
vi
· Contents
Chapter
7
An International Perspective: Institutionalizing
Quality Improvement through Data Utilization
at a Multicountry, Multiclinic Level
.............................127
Martine
Etienne-Mesubi, Peter Memiah, Ruth Atukunda,
Constance Shumba, Francesca Odhiambo, Mercy Niyang,
Barbara Bastien, Patience
Komba,
Eva Karorero,
Mwansa
Mulenga,
Lanette
Burrows, and
Kristen
Stafford
SECTION II
Chapter
8
Big Data: Architecture and Its Enablement
..................155
Bruce Johnson
Chapter
9
Health Data Governance: Balancing Best Practices
for Data Governance and Management with User
Needs
...............................................................................177
Linda Dimitropoulos and Charles (Chuck) Thompson
Chapter
10
Roadblocks, Regulation, and Red Tape: How
American Health Policy and Industry Norms
Threaten the Big Data Revolution
.................................201
Matthew
Dobra,
Dorothy
Weinstein,
and Christopher Broyles
Chapter
11
Education and Training of Health Informaticists
.......223
Lynda R. Hardy
SECTION III
Chapter
12
Interactive Visualization
...............................................243
Catherine
Plaisant,
Megan Monroe, Tamra Meyer,
and Ben Shneiderman
Chapter
13
Driving Successful Population Health Management
and Achieving Triple Aim with Clinical Analytics
.....263
Kim S. jayhan
Contents ·
vii
Chapter
14
Improving Decision-Making Using Health Data
Analytics
.........................................................................285
Margret
V. Bjarnadóttir,
Ritu
Agarwal, Kenyan Crowley,
QianRan fin, Sean Barnes, and Kislaya
Prasad
Chapter
15
Measuring
е
-Health Impact: An e-Health
Evaluation Framework that Leverages Process
Control Theory and Big Data Analytics
.......................309
Derek
Ritz
Author Biographies
.............................................................................333
Index
....................................................................................................341
Healthcare
Informatics
This volume targets crucial members of the teams who will be needed to unlock
the potential of big data: health care and medical professionals, scientists, and
their students. It engages and grounds its readers in the issues to be faced by
showing how health care practitioners and organizations are linking data within
and across their medical practice on scales that only now have become possible.
...
readers will enjoy the nontechnical language and case study presentation by
which challenges of big health care data are presented
....
—Karen Bandeen-Roche, PhD, Core Faculty, Center on Aging and Health,
Johns Hopkins University
Data availability is surpassing existing paradigms for governing, managing,
analyzing, and interpreting health data. Big Data and Health Analytics provides
frameworks, use cases, and examples that illustrate the role of big data and
analytics in modern health care, including how public health information can
inform health delivery.
Written for health care professionals and executives, this is not a technical book
on the use of statistics and machine-learning algorithms for extracting knowledge
out of data, nor a book on the intricacies of database design. Instead, this book
presents the current thinking of academic and industry researchers and leaders
from around the world.
Using nontechnical language, this book is accessible to health care professionals
who might not have an IT and analytics background. It includes case studies that
illustrate the business processes underlying the use of big data and health analytics
to improve health care delivery.
Highlighting lessons learned from the case studies, the book supplies readers
with the foundation required for further specialized study in health analytics and
data management. Links to websites, videos, articles, and other online content
that expand and support the primary learning objectives for each major section
of the book are also included to help you develop the skills you will need to
achieve quality improvements in health care delivery through the effective use
of data and analytics.
|
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spellingShingle | Big data and health analytics Gesundheitsökonomie (DE-588)4130935-2 gnd Gesundheitswesen (DE-588)4020775-4 gnd Data Mining (DE-588)4428654-5 gnd Big Data (DE-588)4802620-7 gnd |
subject_GND | (DE-588)4130935-2 (DE-588)4020775-4 (DE-588)4428654-5 (DE-588)4802620-7 |
title | Big data and health analytics |
title_auth | Big data and health analytics |
title_exact_search | Big data and health analytics |
title_full | Big data and health analytics ed. by Katherine Marconi ... |
title_fullStr | Big data and health analytics ed. by Katherine Marconi ... |
title_full_unstemmed | Big data and health analytics ed. by Katherine Marconi ... |
title_short | Big data and health analytics |
title_sort | big data and health analytics |
topic | Gesundheitsökonomie (DE-588)4130935-2 gnd Gesundheitswesen (DE-588)4020775-4 gnd Data Mining (DE-588)4428654-5 gnd Big Data (DE-588)4802620-7 gnd |
topic_facet | Gesundheitsökonomie Gesundheitswesen Data Mining Big Data |
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