Clinical Text Mining

Clinical Text Mining PDF Author: Hercules Dalianis
Publisher: Springer
ISBN: 3319785036
Category : Computers
Languages : en
Pages : 192

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Book Description
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.

Clinical Text Mining

Clinical Text Mining PDF Author: Hercules Dalianis
Publisher: Springer
ISBN: 3319785036
Category : Computers
Languages : en
Pages : 192

Get Book Here

Book Description
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.

The Record of the Paper

The Record of the Paper PDF Author: Howard Friel
Publisher: Verso Books
ISBN: 1789603056
Category : Social Science
Languages : en
Pages : 435

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Book Description
On May 26, 2004, the New York Times issued an apology for its coverage of Iraq's purported weapons of mass destruction. The Times had failed to provide what most readers expect from the US newspaper of record: journalistic accuracy and integrity about important matters of US foreign policy. But the Times' coverage of Iraq was worse than they were willing to concede. In fact, for at least the past fifty years the editorial policy of the Times-from its coverage of the 1954 Geneva Accords on Vietnam to the issue of torture in Abu Ghraib-has failed to incorporate international law into its coverage of US foreign policy. This lapse, as the authors demonstrate, has profound implications for the quality of the Times' journalism and the function of the press in a country supposedly governed by the rule of law. In this meticulously researched study, Howard Friel and Richard Falk reveal how the Times has consistently misreported major US foreign policy issues, including the bombing of North Vietnam in response to the Tonkin Gulf and Pleiku incidents in 1964-65, the Reagan administration's policy toward the Sandinista government of Nicaragua in the 1980s, the 2002 military coup that briefly overthrew Hugo Chavez, Venezuela's elected president, and the Bush administration's 2003 invasion of Iraq.

The World Record Paper Airplane Book

The World Record Paper Airplane Book PDF Author: Jeff Lammers
Publisher: Workman Publishing
ISBN: 9780761143833
Category : Crafts & Hobbies
Languages : en
Pages : 260

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Book Description
Presents step-by-step instructions for folding twenty different kinds of paper airplanes and provides illustrated papers for 112 planes.

Registries for Evaluating Patient Outcomes

Registries for Evaluating Patient Outcomes PDF Author: Agency for Healthcare Research and Quality/AHRQ
Publisher: Government Printing Office
ISBN: 1587634333
Category : Medical
Languages : en
Pages : 385

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Book Description
This User’s Guide is intended to support the design, implementation, analysis, interpretation, and quality evaluation of registries created to increase understanding of patient outcomes. For the purposes of this guide, a patient registry is an organized system that uses observational study methods to collect uniform data (clinical and other) to evaluate specified outcomes for a population defined by a particular disease, condition, or exposure, and that serves one or more predetermined scientific, clinical, or policy purposes. A registry database is a file (or files) derived from the registry. Although registries can serve many purposes, this guide focuses on registries created for one or more of the following purposes: to describe the natural history of disease, to determine clinical effectiveness or cost-effectiveness of health care products and services, to measure or monitor safety and harm, and/or to measure quality of care. Registries are classified according to how their populations are defined. For example, product registries include patients who have been exposed to biopharmaceutical products or medical devices. Health services registries consist of patients who have had a common procedure, clinical encounter, or hospitalization. Disease or condition registries are defined by patients having the same diagnosis, such as cystic fibrosis or heart failure. The User’s Guide was created by researchers affiliated with AHRQ’s Effective Health Care Program, particularly those who participated in AHRQ’s DEcIDE (Developing Evidence to Inform Decisions About Effectiveness) program. Chapters were subject to multiple internal and external independent reviews.

Environmental Guidelines for the Storage of Paper Records

Environmental Guidelines for the Storage of Paper Records PDF Author: William Kester Wilson
Publisher: Bethesda, Md. : NISO Press
ISBN:
Category : Language Arts & Disciplines
Languages : en
Pages : 38

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Book Description


Hearing on Verification, Security, and Paper Records for Our Nation's Electronic Voting Systems

Hearing on Verification, Security, and Paper Records for Our Nation's Electronic Voting Systems PDF Author: United States. Congress. House. Committee on House Administration
Publisher:
ISBN:
Category : Elections
Languages : en
Pages : 512

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Book Description


This Book Is a Camera

This Book Is a Camera PDF Author: Kelli Anderson
Publisher:
ISBN: 9780997175905
Category :
Languages : en
Pages :

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Book Description
This is a working camera that pops up from the pages of a book..The book concisely explains--and actively demonstrates--how a structure as humble as a folded piece of paper can tap into the intrinsic properties of light to produce a photograph.The book includes:- a piece of paper folded into a working 4x5" camera- a lightproof bag- 5 sheets of photo-paper "film"- development instructions (from complete DIY to "outsource it")- a foil-stamped cover- a satisfying demonstration of the connection between design & science / structures & functions

Accounting Ledger Book Paper

Accounting Ledger Book Paper PDF Author: Leo Keeping
Publisher:
ISBN: 9781704293813
Category :
Languages : en
Pages : 110

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Book Description
Accounting Ledger Books for Bookkeeping 110 pages double-sided non-perforated Size: 8.0 inches x 10 inches Date, Account, Memo, Debit, Credit, Balance fields Let Tracking !!!

Taking Action Against Clinician Burnout

Taking Action Against Clinician Burnout PDF Author: National Academies of Sciences, Engineering, and Medicine
Publisher: National Academies Press
ISBN: 0309495474
Category : Medical
Languages : en
Pages : 335

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Book Description
Patient-centered, high-quality health care relies on the well-being, health, and safety of health care clinicians. However, alarmingly high rates of clinician burnout in the United States are detrimental to the quality of care being provided, harmful to individuals in the workforce, and costly. It is important to take a systemic approach to address burnout that focuses on the structure, organization, and culture of health care. Taking Action Against Clinician Burnout: A Systems Approach to Professional Well-Being builds upon two groundbreaking reports from the past twenty years, To Err Is Human: Building a Safer Health System and Crossing the Quality Chasm: A New Health System for the 21st Century, which both called attention to the issues around patient safety and quality of care. This report explores the extent, consequences, and contributing factors of clinician burnout and provides a framework for a systems approach to clinician burnout and professional well-being, a research agenda to advance clinician well-being, and recommendations for the field.

Secondary Analysis of Electronic Health Records

Secondary Analysis of Electronic Health Records PDF Author: MIT Critical Data
Publisher: Springer
ISBN: 3319437429
Category : Medical
Languages : en
Pages : 435

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Book Description
This book trains the next generation of scientists representing different disciplines to leverage the data generated during routine patient care. It formulates a more complete lexicon of evidence-based recommendations and support shared, ethical decision making by doctors with their patients. Diagnostic and therapeutic technologies continue to evolve rapidly, and both individual practitioners and clinical teams face increasingly complex ethical decisions. Unfortunately, the current state of medical knowledge does not provide the guidance to make the majority of clinical decisions on the basis of evidence. The present research infrastructure is inefficient and frequently produces unreliable results that cannot be replicated. Even randomized controlled trials (RCTs), the traditional gold standards of the research reliability hierarchy, are not without limitations. They can be costly, labor intensive, and slow, and can return results that are seldom generalizable to every patient population. Furthermore, many pertinent but unresolved clinical and medical systems issues do not seem to have attracted the interest of the research enterprise, which has come to focus instead on cellular and molecular investigations and single-agent (e.g., a drug or device) effects. For clinicians, the end result is a bit of a “data desert” when it comes to making decisions. The new research infrastructure proposed in this book will help the medical profession to make ethically sound and well informed decisions for their patients.