Clinical Data-Mining in Practice-Based Research

Clinical Data-Mining in Practice-Based Research PDF Author: Irwin Epstein
Publisher: Routledge
ISBN: 9780789017093
Category : Business & Economics
Languages : en
Pages : 190

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Book Description
Design more effective social work programs with research data from your clinical files! A well-planned research program helps social workers provide consistent, effective services to their clients, but stretched budgets and tight schedules make it difficult to find the resources for data gathering. Clinical Data-Mining in Practice-Based Research shows how you can use the existing records already kept by every health-care institution as your primary data source. By analyzing documented clinical information, you can do groundbreaking research and custom-tailor programs to fit the specific needs of your department. Clinical Data-Mining in Practice-Based Research draws from the experiences of members of the Mount Sinai Department of Social Work staff. By analyzing case data, these professionals were able to identify biopsychosocial factors that affected social-health outcomes. These practice-based research strategies helped social work professionals see their own work more clearly and helped improve the quality of direct services, interventions, new programs, and case evaluations. Clinical Data-Mining in Practice-Based Research shows the benefits of practice-based research, including: enhancing clinical and administrative functions encouraging direct-service workers to become more reflective fostering cooperation between social workers and other staff members designing earlier, easier, and more effective interventions contributing to continuing education for staff members improving patient care and satisfaction The detailed discussions in this book will help you apply these techniques toward improving your own service. Clinical Data-Mining in Practice-Based Research offers fresh and exciting ideas that can be applied in small health-care agencies or giant medical centers. It will become a trusted reference for administrators, social workers, researchers, and educators in the field.

Clinical Data-Mining in Practice-Based Research

Clinical Data-Mining in Practice-Based Research PDF Author: Irwin Epstein
Publisher: Routledge
ISBN: 9780789017093
Category : Business & Economics
Languages : en
Pages : 190

Get Book Here

Book Description
Design more effective social work programs with research data from your clinical files! A well-planned research program helps social workers provide consistent, effective services to their clients, but stretched budgets and tight schedules make it difficult to find the resources for data gathering. Clinical Data-Mining in Practice-Based Research shows how you can use the existing records already kept by every health-care institution as your primary data source. By analyzing documented clinical information, you can do groundbreaking research and custom-tailor programs to fit the specific needs of your department. Clinical Data-Mining in Practice-Based Research draws from the experiences of members of the Mount Sinai Department of Social Work staff. By analyzing case data, these professionals were able to identify biopsychosocial factors that affected social-health outcomes. These practice-based research strategies helped social work professionals see their own work more clearly and helped improve the quality of direct services, interventions, new programs, and case evaluations. Clinical Data-Mining in Practice-Based Research shows the benefits of practice-based research, including: enhancing clinical and administrative functions encouraging direct-service workers to become more reflective fostering cooperation between social workers and other staff members designing earlier, easier, and more effective interventions contributing to continuing education for staff members improving patient care and satisfaction The detailed discussions in this book will help you apply these techniques toward improving your own service. Clinical Data-Mining in Practice-Based Research offers fresh and exciting ideas that can be applied in small health-care agencies or giant medical centers. It will become a trusted reference for administrators, social workers, researchers, and educators in the field.

Clinical Data-Mining

Clinical Data-Mining PDF Author: Irwin Epstein
Publisher: Oxford University Press
ISBN: 0199714851
Category : Social Science
Languages : en
Pages : 241

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Book Description
Clinical Data-Mining (CDM) involves the conceptualization, extraction, analysis, and interpretation of available clinical data for practice knowledge-building, clinical decision-making and practitioner reflection. Depending upon the type of data mined, CDM can be qualitative or quantitative; it is generally retrospective, but may be meaningfully combined with original data collection. Any research method that relies on the contents of case records or information systems data inevitably has limitations, but with proper safeguards these can be minimized. Among CDM's strengths however, are that it is unobtrusive, inexpensive, presents little risk to research subjects, and is ethically compatible with practitioner value commitments. When conducted by practitioners, CDM yields conceptual as well as data-driven insight into their own practice- and program-generated questions. This pocket guide, from a seasoned practice-based researcher, covers all the basics of conducting practitioner-initiated CDM studies or CDM doctoral dissertations, drawing extensively on published CDM studies and completed CDM dissertations from multiple social work settings in the United States, Australia, Israel, Hong Kong and the United Kingdom. In addition, it describes consulting principles for researchers interested in forging collaborative university-agency CDM partnerships, making it a practical tool for novice practitioner-researchers and veteran academic-researchers alike. As such, this book is an exceptional guide both for professionals conducting practice-based research as well as for social work faculty seeking an evidence-informed approach to practice-research integration.

Clinical Data-Mining in Practice-Based Research

Clinical Data-Mining in Practice-Based Research PDF Author: Irwin Epstein
Publisher: Routledge
ISBN: 0789017083
Category : Business & Economics
Languages : en
Pages : 209

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Book Description
This groundbreaking book will show you how to use existing patient records to do original research so you can custom-tailor programs to fit the specific needs of your department. Clinical Data-Mining in Practice-Based Research draws from the experiences of members of the Mount Sinai Department of Social Work staff. By analyzing case data, these professionals were able to identify biopsychosocial factors that affected social-health outcomes, and therefore to assess, maintain, and improve the quality of social work services. The detailed discussions in this book will help you apply these techniques toward improving your own service.

Clinical Data Mining in an Allied Health Organisation

Clinical Data Mining in an Allied Health Organisation PDF Author: Roslyn Giles
Publisher: Sydney University Press
ISBN: 1743320736
Category : Medical
Languages : en
Pages : 276

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Book Description
Clinical Data Mining in an Allied Health Organisation: A Real World Experience shows how data-mining methodology can be used to promote quality management and research, reflecting on the ways in which this approach transforms practice by encouraging practitioner and organisational learning, client-focused service improvement and professional role satisfaction.

Clinical Data-Mining

Clinical Data-Mining PDF Author: Irwin Epstein
Publisher: Oxford University Press
ISBN: 019533552X
Category : Computers
Languages : en
Pages : 241

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Book Description
Clinical Data-Mining (CDM) involves the conceptualization, extraction, analysis, and interpretation of available clinical data for practice knowledge-building, clinical decision-making and practitioner reflection. Depending upon the type of data mined, CDM can be qualitative or quantitative; it is generally retrospective, but may be meaningfully combined with original data collection.Any research method that relies on the contents of case records or information systems data inevitably has limitations, but with proper safeguards these can be minimized. Among CDM's strengths however, are that it is unobtrusive, inexpensive, presents little risk to research subjects, and is ethically compatible with practitioner value commitments. When conducted by practitioners, CDM yields conceptual as well as data-driven insight into their own practice- and program-generated questions.This pocket guide, from a seasoned practice-based researcher, covers all the basics of conducting practitioner-initiated CDM studies or CDM doctoral dissertations, drawing extensively on published CDM studies and completed CDM dissertations from multiple social work settings in the United States, Australia, Israel, Hong Kong and the United Kingdom. In addition, it describes consulting principles for researchers interested in forging collaborative university-agency CDM partnerships, making it a practical tool for novice practitioner-researchers and veteran academic-researchers alike.As such, this book is an exceptional guide both for professionals conducting practice-based research as well as for social work faculty seeking an evidence-informed approach to practice-research integration.

Clinical Data Mining for Physician Decision Making and Investigating Health Outcomes: Methods for Prediction and Analysis

Clinical Data Mining for Physician Decision Making and Investigating Health Outcomes: Methods for Prediction and Analysis PDF Author: Cerrito, Patricia
Publisher: IGI Global
ISBN: 1615209069
Category : Computers
Languages : en
Pages : 370

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Book Description
"This book shows how the investigation of healthcare databases can be used to examine physician decisions to develop evidence-based treatment guidelines that optimize patient outcomes"--Provided by publisher.

Practice-Based Research in Social Work

Practice-Based Research in Social Work PDF Author: Sarah-Jane Dodd
Publisher: Routledge
ISBN: 1136581278
Category : Medical
Languages : en
Pages : 219

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Book Description
This unique textbook explores practice-based research (PBR), using numerous practice examples to actively encourage and engage students and practitioners to embrace research as a meaningful support for their practice. Whilst evidence-based practice gives practitioners access to information about "universal" best practices, it does not prioritize practitioner-generated knowledge or promote new research-based interventions relevant to their own practice circumstances as PBR does. This book discusses the evolution of PBR as a distinct social work research approach, describes its principles and methods and presents a range of exemplars illustrating the application of PBR within different practice methods in different practice settings. The chapters cover: Identifying the research question in a PBR model Designing a study and identifying a methodology Sampling Literature reviews Gathering data Ethics Analyzing data and interpreting results Putting research into practice Viewing the practitioner as central to the research process, and research as a necessary component of practice, this invaluable book emphasizes the seamless integration of practice and research. It is about research in social work practice rather than research on social work practice. Each chapter includes an overview, an introduction, and a key concepts summary. Practice-Based Research in Social Work is a very accessible text suitable for social work students, particularly MSW students, and practitioners.

Cases on Health Outcomes and Clinical Data Mining: Studies and Frameworks

Cases on Health Outcomes and Clinical Data Mining: Studies and Frameworks PDF Author: Cerrito, Patricia
Publisher: IGI Global
ISBN: 1615207244
Category : Computers
Languages : en
Pages : 464

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Book Description
"Because so much data is now becoming readily available to investigate health outcomes, it is important to examine just how statistical models are used to do this. This book studies health outcomes research using data mining techniques"--Provided by publisher.

Big Data-Enabled Nursing

Big Data-Enabled Nursing PDF Author: Connie W. Delaney
Publisher: Springer
ISBN: 3319533002
Category : Medical
Languages : en
Pages : 504

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Book Description
Historically, nursing, in all of its missions of research/scholarship, education and practice, has not had access to large patient databases. Nursing consequently adopted qualitative methodologies with small sample sizes, clinical trials and lab research. Historically, large data methods were limited to traditional biostatical analyses. In the United States, large payer data has been amassed and structures/organizations have been created to welcome scientists to explore these large data to advance knowledge discovery. Health systems electronic health records (EHRs) have now matured to generate massive databases with longitudinal trending. This text reflects how the learning health system infrastructure is maturing, and being advanced by health information exchanges (HIEs) with multiple organizations blending their data, or enabling distributed computing. It educates the readers on the evolution of knowledge discovery methods that span qualitative as well as quantitative data mining, including the expanse of data visualization capacities, are enabling sophisticated discovery. New opportunities for nursing and call for new skills in research methodologies are being further enabled by new partnerships spanning all sectors.

Data Mining and Medical Knowledge Management: Cases and Applications

Data Mining and Medical Knowledge Management: Cases and Applications PDF Author: Berka, Petr
Publisher: IGI Global
ISBN: 1605662194
Category : Computers
Languages : en
Pages : 464

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Book Description
The healthcare industry produces a constant flow of data, creating a need for deep analysis of databases through data mining tools and techniques resulting in expanded medical research, diagnosis, and treatment. Data Mining and Medical Knowledge Management: Cases and Applications presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data. A premier resource for those involved in data mining and medical knowledge management, this book tackles ethical issues related to cost-sensitive learning in medicine and produces theoretical contributions concerning general problems of data, information, knowledge, and ontologies.