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This book offers a snapshot of cutting-edge applications of digital
phenotyping and mobile sensing for studying human behavior and
planning innovative e-healthcare interventions. The respective
chapters, written by authoritative researchers, cover both
theoretical perspectives and good scientific and professional
practices related to the use and development of these technologies.
They share novel insights into established applications of mobile
sensing, such as predicting personality or mental and behavioral
health on the basis of smartphone usage patterns, and highlight
emerging trends, such as the use of machine learning, big data and
deep learning approaches, and the combination of mobile sensing
with AI and expert systems. Important issues relating to privacy
and ethics are analyzed, together with selected case studies. This
thoroughly revised and extended second edition provides researchers
and professionals with extensive information on the latest
developments in the field of digital phenotyping and mobile
sensing. It gives a special emphasis to trends in diagnostics
systems and AI applications, suggesting important future directions
for research in public health and social sciences.
This book offers a snapshot of cutting-edge applications of digital
phenotyping and mobile sensing for studying human behavior and
planning innovative e-healthcare interventions. The respective
chapters, written by authoritative researchers, cover both
theoretical perspectives and good scientific and professional
practices related to the use and development of these technologies.
They share novel insights into established applications of mobile
sensing, such as predicting personality or mental and behavioral
health on the basis of smartphone usage patterns, and highlight
emerging trends, such as the use of machine learning, big data and
deep learning approaches, and the combination of mobile sensing
with AI and expert systems. Important issues relating to privacy
and ethics are analyzed, together with selected case studies. This
thoroughly revised and extended second edition provides researchers
and professionals with extensive information on the latest
developments in the field of digital phenotyping and mobile
sensing. It gives a special emphasis to trends in
diagnostics systems and AI applications, suggesting important
future directions for research in public health and social
sciences.Â
This book offers a snapshot of cutting-edge applications of mobile
sensing for digital phenotyping in the field of Psychoinformatics.
The respective chapters, written by authoritative researchers,
cover various aspects related to the use of these technologies in
health, education, and cognitive science research. They share
insights both into established applications of mobile sensing (such
as predicting personality or mental and behavioral health on the
basis of smartphone usage patterns) and emerging trends. Machine
learning and deep learning approaches are discussed, and important
considerations regarding privacy risks and ethical issues are
assessed. In addition to essential background information on
various technologies and theoretical methods, the book also
presents relevant case studies and good scientific practices, thus
addressing researchers and professionals alike. To cite Thomas R.
Insel, who wrote the foreword to this book: "Patients will only use
digital phenotyping if it solves a problem, perhaps a digital smoke
alarm that can prevent a crisis. Providers will only use digital
phenotyping if it fits seamlessly into their crowded workflow. If
we can earn public trust, there is every reason to be excited about
this new field. Suddenly, studying human behavior at scale, over
months and years, is feasible."
This book aims to educate readers about the Internet. The authors
illuminate the early history of the Internet and its various
services, tracing the milestones in its development from the first
computer network to the virtually ubiquitous Internet of the
present day. A particular focus is placed on anticipated future
developments.
In der Versorgung von Patienten mit einer chronischen
korperlichen Erkrankung wird die Halfte der Patienten mit einer
komorbiden psychischen Storung nicht erkannt und wiederum die
Halfte der erkannten Storungen nicht adaquat behandelt. Die
negativen Effekte einer solchen Komorbiditat: Erhohtes
Mortalitatsrisiko, steigende Gesundheitskosten, sinkende
Lebensqualitat der Patienten. Erforderlich ist daher eine
interdisziplinare Behandlung chronisch somatisch und psychisch
erkrankter Patienten in der primar somatischen, in der
psychotherapeutischen, psychiatrischen und psychosomatischen
Versorgung. Voraussetzung ist das hier zusammengestellte Wissen
uber Auftretenshaufigkeit, Diagnostik und Atiologie komorbider
psychischer Storungen bei chronisch somatisch erkrankten Patienten.
Neben Symptomatologie und Diagnostik psychischer Storungen bei
korperlichen Erkrankungen werden auch Behandlungsansatze fur
verschiedene Erkrankungsbereiche und ein Fortbildungsansatz fur
Mediziner und Psychologen vorgestellt."
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