Clinical Text Mining

Clinical Text Mining

Author: Hercules Dalianis

Publisher: Springer

Published: 2018-05-14

Total Pages: 192

ISBN-13: 3319785036

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This open access book describes the results of natural language processing and machine learning methods applied to clinical text from electronic patient records. It is divided into twelve chapters. Chapters 1-4 discuss the history and background of the original paper-based patient records, their purpose, and how they are written and structured. These initial chapters do not require any technical or medical background knowledge. The remaining eight chapters are more technical in nature and describe various medical classifications and terminologies such as ICD diagnosis codes, SNOMED CT, MeSH, UMLS, and ATC. Chapters 5-10 cover basic tools for natural language processing and information retrieval, and how to apply them to clinical text. The difference between rule-based and machine learning-based methods, as well as between supervised and unsupervised machine learning methods, are also explained. Next, ethical concerns regarding the use of sensitive patient records for research purposes are discussed, including methods for de-identifying electronic patient records and safely storing patient records. The book’s closing chapters present a number of applications in clinical text mining and summarise the lessons learned from the previous chapters. The book provides a comprehensive overview of technical issues arising in clinical text mining, and offers a valuable guide for advanced students in health informatics, computational linguistics, and information retrieval, and for researchers entering these fields.


Proceedings of the International Conference on Artificial Intelligence and Computer Vision (AICV2020)

Proceedings of the International Conference on Artificial Intelligence and Computer Vision (AICV2020)

Author: Aboul-Ella Hassanien

Publisher: Springer Nature

Published: 2020-03-23

Total Pages: 880

ISBN-13: 3030442896

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This book presents the proceedings of the 1st International Conference on Artificial Intelligence and Computer Visions (AICV 2020), which took place in Cairo, Egypt, from April 8 to 10, 2020. This international conference, which highlighted essential research and developments in the fields of artificial intelligence and computer visions, was organized by the Scientific Research Group in Egypt (SRGE). The book is divided into sections, covering the following topics: swarm-based optimization mining and data analysis, deep learning and applications, machine learning and applications, image processing and computer vision, intelligent systems and applications, and intelligent networks.


Cochrane Handbook for Systematic Reviews of Interventions

Cochrane Handbook for Systematic Reviews of Interventions

Author: Julian P. T. Higgins

Publisher: Wiley

Published: 2008-11-24

Total Pages: 672

ISBN-13: 9780470699515

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Healthcare providers, consumers, researchers and policy makers are inundated with unmanageable amounts of information, including evidence from healthcare research. It has become impossible for all to have the time and resources to find, appraise and interpret this evidence and incorporate it into healthcare decisions. Cochrane Reviews respond to this challenge by identifying, appraising and synthesizing research-based evidence and presenting it in a standardized format, published in The Cochrane Library (www.thecochranelibrary.com). The Cochrane Handbook for Systematic Reviews of Interventions contains methodological guidance for the preparation and maintenance of Cochrane intervention reviews. Written in a clear and accessible format, it is the essential manual for all those preparing, maintaining and reading Cochrane reviews. Many of the principles and methods described here are appropriate for systematic reviews applied to other types of research and to systematic reviews of interventions undertaken by others. It is hoped therefore that this book will be invaluable to all those who want to understand the role of systematic reviews, critically appraise published reviews or perform reviews themselves.


Scale Development

Scale Development

Author: Robert F. DeVellis

Publisher: SAGE Publications

Published: 2016-03-30

Total Pages: 160

ISBN-13: 1506341586

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In the Fourth Edition of Scale Development, Robert F. DeVellis demystifies measurement by emphasizing a logical rather than strictly mathematical understanding of concepts. The text supports readers in comprehending newer approaches to measurement, comparing them to classical approaches, and grasping more clearly the relative merits of each. This edition addresses new topics pertinent to modern measurement approaches and includes additional exercises and topics for class discussion. Available with Perusall—an eBook that makes it easier to prepare for class Perusall is an award-winning eBook platform featuring social annotation tools that allow students and instructors to collaboratively mark up and discuss their SAGE textbook. Backed by research and supported by technological innovations developed at Harvard University, this process of learning through collaborative annotation keeps your students engaged and makes teaching easier and more effective. Learn more.


Author:

Publisher: IOS Press

Published:

Total Pages: 10439

ISBN-13:

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Handbook of Research on Opinion Mining and Text Analytics on Literary Works and Social Media

Handbook of Research on Opinion Mining and Text Analytics on Literary Works and Social Media

Author: Keikhosrokiani, Pantea

Publisher: IGI Global

Published: 2022-02-18

Total Pages: 462

ISBN-13: 1799895963

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Opinion mining and text analytics are used widely across numerous disciplines and fields in today’s society to provide insight into people’s thoughts, feelings, and stances. This data is incredibly valuable and can be utilized for a range of purposes. As such, an in-depth look into how opinion mining and text analytics correlate with social media and literature is necessary to better understand audiences. The Handbook of Research on Opinion Mining and Text Analytics on Literary Works and Social Media introduces the use of artificial intelligence and big data analytics applied to opinion mining and text analytics on literary works and social media. It also focuses on theories, methods, and approaches in which data analysis techniques can be used to analyze data to provide a meaningful pattern. Covering a wide range of topics such as sentiment analysis and stance detection, this publication is ideal for lecturers, researchers, academicians, practitioners, and students.


Psychotherapy Research

Psychotherapy Research

Author: Omar C.G. Gelo

Publisher: Springer

Published: 2014-12-24

Total Pages: 640

ISBN-13: 3709113822

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This book provides readers with essential information on the foundations of psychotherapy research, and on its applications to the study of both psychotherapy process and outcome. The aim is to stimulate a reflection on these issues in a way that will benefit researchers and clinicians, as well as undergraduate and graduate students, at different levels and from different perspectives. Accordingly, the book presents a balanced mix of chapters summarizing the state of the art in the field from different viewpoints and covering innovative topics and perspectives, reflecting some of the most established traditions and, at the same time, emerging approaches in the field in several countries. The contributors, who were invited from among the experts in our national and international professional networks, also represent a healthy mix of leading figures and young researchers. The first part of the book addresses a number of fundamental issues in psychotherapy research at a historical, philosophical, and theoretical level. The second part of the book is concerned with research on psychotherapy processes; in this regard, both quantitative and qualitative approaches are given equal consideration in order to reflect the growing relevance of the latter. The book’s third and last part examines research on psychotherapy outcomes, primarily focusing on quantitative approaches. Offering a balanced mix of perspectives, approaches and topics, the book represents a valuable tool for anyone interested in psychotherapy research.