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Data Science With R For Psychologists And Healthcare Professionals
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Book Synopsis Data Science with R for Psychologists and Healthcare Professionals by : Christian Ryan
Download or read book Data Science with R for Psychologists and Healthcare Professionals written by Christian Ryan and published by CRC Press. This book was released on 2021-12-23 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: This introduction to R for students of psychology and health sciences aims to fast-track the reader through some of the most difficult aspects of learning to do data analysis and statistics. It demonstrates the benefits for reproducibility and reliability of using a programming language over commercial software packages such as SPSS. The early chapters build at a gentle pace, to give the reader confidence in moving from a point-and-click software environment, to the more robust and reliable world of statistical coding. This is a thoroughly modern and up-to-date approach using RStudio and the tidyverse. A range of R packages relevant to psychological research are discussed in detail. A great deal of research in the health sciences concerns questionnaire data, which may require recoding, aggregation and transformation before quantitative techniques and statistical analysis can be applied. R offers many useful and transparent functions to process data and check psychometric properties. These are illustrated in detail, along with a wide range of tools R affords for data visualisation. Many introductory statistics books for the health sciences rely on toy examples - in contrast, this book benefits from utilising open datasets from published psychological studies, to both motivate and demonstrate the transition from data manipulation and analysis to published report. R Markdown is becoming the preferred method for communicating in the open science community. This book also covers the detail of how to integrate the use of R Markdown documents into the research workflow and how to use these in preparing manuscripts for publication, adhering to the latest APA style guidelines.
Book Synopsis R for Health Data Science by : Ewen Harrison
Download or read book R for Health Data Science written by Ewen Harrison and published by CRC Press. This book was released on 2020-12-31 with total page 354 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this age of information, the manipulation, analysis, and interpretation of data have become a fundamental part of professional life; nowhere more so than in the delivery of healthcare. From the understanding of disease and the development of new treatments, to the diagnosis and management of individual patients, the use of data and technology is now an integral part of the business of healthcare. Those working in healthcare interact daily with data, often without realising it. The conversion of this avalanche of information to useful knowledge is essential for high-quality patient care. R for Health Data Science includes everything a healthcare professional needs to go from R novice to R guru. By the end of this book, you will be taking a sophisticated approach to health data science with beautiful visualisations, elegant tables, and nuanced analyses. Features Provides an introduction to the fundamentals of R for healthcare professionals Highlights the most popular statistical approaches to health data science Written to be as accessible as possible with minimal mathematics Emphasises the importance of truly understanding the underlying data through the use of plots Includes numerous examples that can be adapted for your own data Helps you create publishable documents and collaborate across teams With this book, you are in safe hands – Prof. Harrison is a clinician and Dr. Pius is a data scientist, bringing 25 years’ combined experience of using R at the coal face. This content has been taught to hundreds of individuals from a variety of backgrounds, from rank beginners to experts moving to R from other platforms.
Book Synopsis The Use of Psychological Testing for Treatment Planning and Outcomes Assessment by : Mark E. Maruish
Download or read book The Use of Psychological Testing for Treatment Planning and Outcomes Assessment written by Mark E. Maruish and published by Routledge. This book was released on 2004-07-19 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: Test-based psychological assessment has been significantly affected by the health care revolution in the United States during the past two decades. Despite new limitations on psychological services across the board and psychological testing in particular, it continues to offer a rapid and efficient method of identifying problems, planning and monitoring a course of treatment, and assessing the outcomes of interventions. This thoroughly revised and greatly expanded third edition of a classic reference, now three volumes, constitutes an invaluable resource for practitioners who in a managed care era need to focus their testing not on the general goals of personality assessment, symptom identification, and diagnosis so often presented to them as students and trainees, but on specific questions: What course of treatment should this person receive? How is it going? Was it effective? New chapters describe new tests and models and new concerns such as ethical aspects of outcomes assessment. Volume I reviews general issues and recommendations concerning the use of psychological testing for screening for psychological disturbances, planning and monitoring appropriate interventions, and the assessing outcomes, and offers specific guidelines for selecting instruments. It also considers more specific issues such as the analysis of group and individual patient data, the selection and implementation of outcomes instrumentation, and the ethics of gathering and using outcomes data. Volume II discusses psychological measures developed for use with younger children and adolescents that can be used for the purposes outlined in Volume I; Volume III, those developed for use with adults. Drawing on the knowledge and experience of a diverse group of leading experts--test developers, researchers, clinicians and others, the third edition of The Use of Psychological Testing for Treatment Planning and Outcomes Assessment provides vital assistance to all clinicians, and to their trainees and graduate students.
Book Synopsis Psychological Testing in the Age of Managed Behavioral Health Care by : Mark E. Maruish
Download or read book Psychological Testing in the Age of Managed Behavioral Health Care written by Mark E. Maruish and published by Routledge. This book was released on 2001-08 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by a recognized expert in assessment employed by a large managed behavioral healthcare organization (MBHO), this book seeks to provide psychologists who rely on testing as an integral part of their practice, a guide on how to survive and thrive in the era of managed behavioral healthcare. It also offers ideas on how to capitalize on the opportunities that managed care presents to psychologists. The goal is to demonstrate that despite the tightening of the reins on authorizations for reimbursable testing, psychological testing can continue to play an important role in psychological practice and behavioral healthcare service delivery. The book presents ideas for: *increasing the likelihood of getting tests authorized by MBHOs; *using inexpensive/public domain assessment instruments; *ethically using psychological testing in MBHO settings; *capitalizing on the movement to integrate primary care and behavioral healthcare through the use of psychological testing; and *designing and implementing outcomes assessment systems within MBHO settings. Intended for practicing psychologists and other behavioral health practitioners employed by MBHOs in direct service delivery, care management or supervisory positions, as well as for graduate clinical or counseling psychology students who will most likely work in MBHO settings.
Book Synopsis Predictive Analytics of Psychological Disorders in Healthcare by : Mamta Mittal
Download or read book Predictive Analytics of Psychological Disorders in Healthcare written by Mamta Mittal and published by Springer. This book was released on 2022-05-22 with total page 303 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses an interdisciplinary field which combines two major domains: healthcare and data analytics. It presents research studies by experts helping to fight discontent, distress, anxiety and unrealized potential by using mathematical models, machine learning, artificial intelligence, etc. and take preventive measures beforehand. Psychological disorders and biological abnormalities are significantly related with the applications of cognitive illnesses which has increased significantly in contemporary years and needs rapid investigation. The research content of this book is helpful for psychological undergraduates, health workers and their trainees, therapists, medical psychologists, and nurses.
Book Synopsis Psychology for Nursing and Healthcare Professionals by : Sue Barker
Download or read book Psychology for Nursing and Healthcare Professionals written by Sue Barker and published by SAGE. This book was released on 2016-06-17 with total page 402 pages. Available in PDF, EPUB and Kindle. Book excerpt: Focusing in particular on compassionate care, this practical textbook covers all aspects of psychology relevant to nursing and healthcare students. Key features include: Coverage of the most important core psychology concepts for students, directly linked to relevant practice contexts. Case studies and scenarios from service users, carers, students and practitioners to help readers relate theory to practice. Reflective activities to develop critical thinking with outline answers at the end of each chapter. A glossary with definitions of key terms to further understanding.
Book Synopsis The Oxford Handbook of Clinical Psychology by : David H. Barlow
Download or read book The Oxford Handbook of Clinical Psychology written by David H. Barlow and published by Oxford University Press. This book was released on 2011 with total page 956 pages. Available in PDF, EPUB and Kindle. Book excerpt: Featuring two chapter by editor David H. Barlow-one on changes during his own 40-year odyssey in the field, the other projecting ten themes for the future of clinical psychology --Book Jacket.
Book Synopsis Big Data at Work by : Scott Tonidandel
Download or read book Big Data at Work written by Scott Tonidandel and published by Routledge. This book was released on 2015-11-06 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: The amount of data in our world has been exploding, and analyzing large data sets—so called big data—will become a key basis of competition in business. Statisticians and researchers will be updating their analytic approaches, methods and research to meet the demands created by the availability of big data. The goal of this book is to show how advances in data science have the ability to fundamentally influence and improve organizational science and practice. This book is primarily designed for researchers and advanced undergraduate and graduate students in psychology, management and statistics.
Book Synopsis Data Science and Predictive Analytics by : Ivo D. Dinov
Download or read book Data Science and Predictive Analytics written by Ivo D. Dinov and published by Springer. This book was released on 2018-08-27 with total page 832 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the past decade, Big Data have become ubiquitous in all economic sectors, scientific disciplines, and human activities. They have led to striking technological advances, affecting all human experiences. Our ability to manage, understand, interrogate, and interpret such extremely large, multisource, heterogeneous, incomplete, multiscale, and incongruent data has not kept pace with the rapid increase of the volume, complexity and proliferation of the deluge of digital information. There are three reasons for this shortfall. First, the volume of data is increasing much faster than the corresponding rise of our computational processing power (Kryder’s law > Moore’s law). Second, traditional discipline-bounds inhibit expeditious progress. Third, our education and training activities have fallen behind the accelerated trend of scientific, information, and communication advances. There are very few rigorous instructional resources, interactive learning materials, and dynamic training environments that support active data science learning. The textbook balances the mathematical foundations with dexterous demonstrations and examples of data, tools, modules and workflows that serve as pillars for the urgently needed bridge to close that supply and demand predictive analytic skills gap. Exposing the enormous opportunities presented by the tsunami of Big data, this textbook aims to identify specific knowledge gaps, educational barriers, and workforce readiness deficiencies. Specifically, it focuses on the development of a transdisciplinary curriculum integrating modern computational methods, advanced data science techniques, innovative biomedical applications, and impactful health analytics. The content of this graduate-level textbook fills a substantial gap in integrating modern engineering concepts, computational algorithms, mathematical optimization, statistical computing and biomedical inference. Big data analytic techniques and predictive scientific methods demand broad transdisciplinary knowledge, appeal to an extremely wide spectrum of readers/learners, and provide incredible opportunities for engagement throughout the academy, industry, regulatory and funding agencies. The two examples below demonstrate the powerful need for scientific knowledge, computational abilities, interdisciplinary expertise, and modern technologies necessary to achieve desired outcomes (improving human health and optimizing future return on investment). This can only be achieved by appropriately trained teams of researchers who can develop robust decision support systems using modern techniques and effective end-to-end protocols, like the ones described in this textbook. • A geriatric neurologist is examining a patient complaining of gait imbalance and posture instability. To determine if the patient may suffer from Parkinson’s disease, the physician acquires clinical, cognitive, phenotypic, imaging, and genetics data (Big Data). Most clinics and healthcare centers are not equipped with skilled data analytic teams that can wrangle, harmonize and interpret such complex datasets. A learner that completes a course of study using this textbook will have the competency and ability to manage the data, generate a protocol for deriving biomarkers, and provide an actionable decision support system. The results of this protocol will help the physician understand the entire patient dataset and assist in making a holistic evidence-based, data-driven, clinical diagnosis. • To improve the return on investment for their shareholders, a healthcare manufacturer needs to forecast the demand for their product subject to environmental, demographic, economic, and bio-social sentiment data (Big Data). The organization’s data-analytics team is tasked with developing a protocol that identifies, aggregates, harmonizes, models and analyzes these heterogeneous data elements to generate a trend forecast. This system needs to provide an automated, adaptive, scalable, and reliable prediction of the optimal investment, e.g., R&D allocation, that maximizes the company’s bottom line. A reader that complete a course of study using this textbook will be able to ingest the observed structured and unstructured data, mathematically represent the data as a computable object, apply appropriate model-based and model-free prediction techniques. The results of these techniques may be used to forecast the expected relation between the company’s investment, product supply, general demand of healthcare (providers and patients), and estimate the return on initial investments.
Book Synopsis Handbook of Professional and Ethical Practice for Psychologists, Counsellors and Psychotherapists by : Rachel Tribe
Download or read book Handbook of Professional and Ethical Practice for Psychologists, Counsellors and Psychotherapists written by Rachel Tribe and published by Routledge. This book was released on 2015-01-30 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: Closer regulation of psychological counselling means that an awareness of the professional, legal and ethical considerations is vital. The second edition of Handbook of Professional and Ethical Practice offers a clear, stimulating, and structured introduction to a number of contemporary issues of professional and ethical practice. Rachel Tribe and Jean Morrissey have brought together updated, re-written and new contributions from professionals in the interrelated fields of psychology, psychotherapy and counselling, which illustrate the professional and ethical dilemmas involved in mental health practice. Academic and clinical experiences are skilfully combined with personal reflection to produce a comprehensive resource that addresses challenges that therapeutic practitioners are faced with on a daily basis. Each chapter places particular emphasis on the current codes of practice and ethical principles underpinning safe ethical practice and the implications for practitioners. Comprehensive coverage of the legal, clinical and ethical considerations involved in research and training is provided and the reflective questions at the end of every chapter serve to prompt further discussion of the issues. Chapters are enhanced by clinical vignettes that illustrate the particular issues at hand, as well as detailed bibliographies that point the reader towards the latest literature on the subject. The book is divided into 5 sections: Professional practice and ethical considerations Legal considerations and responsibilities Clinical considerations and responsibilities Working with diversity – professional practice and ethical considerations Research Supervision and Training This new, updated edition reflects the changes in the environment in which therapists and psychologists work. Covering a wide range of perspectives, clinical settings and client populations, Handbook of Professional and Ethical Practice 2nd edition will be an invaluable source of both information and inspiration to psychologists, counsellors, psychotherapists and practitioners of diverse orientations and stages of professional development and to those interested in a contemporary, multi-disciplinary approach to best practice in mental health.
Book Synopsis Longitudinal Data Analysis for the Behavioral Sciences Using R by : Jeffrey D. Long
Download or read book Longitudinal Data Analysis for the Behavioral Sciences Using R written by Jeffrey D. Long and published by SAGE. This book was released on 2012 with total page 569 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a practical guide for the analysis of longitudinal behavioural data. Longitudinal data consist of repeated measures collected on the same subjects over time.
Book Synopsis Foundations of Professional Psychology by : Timothy P Melchert
Download or read book Foundations of Professional Psychology written by Timothy P Melchert and published by Elsevier. This book was released on 2011-07-12 with total page 262 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent advances in the scientific understanding of the human mind and brain along with the emphases on evidence-based practice and competency-based education are creating increasing pressures to update some of the traditional approaches to structuring and organizing education and practice in the field. There have also been many calls in recent years for a unified approach to conceptualizing professional practice in psychology. This book examines whether there exists a unified conceptual framework for the field that is firmly based on current scientific understanding regarding human development and functioning, that applies across all the clinical populations and practice areas within the field, and that would also help integrate professional psychology more fully into health care and the sciences generally. Presents a unified science-based conceptual framework for professional psychology Provides an overview of the whole treatment process as informed by a biopsychosocial approach, from intake through outcomes assessment Avoids highly technical language so that students and practitioners from across the field can follow the discussion
Book Synopsis Safeguarding the Quality of Forensic Assessment in Sentencing by : Michiel Van der Wolf
Download or read book Safeguarding the Quality of Forensic Assessment in Sentencing written by Michiel Van der Wolf and published by Taylor & Francis. This book was released on 2022-09-30 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited collection provides an interdisciplinary and cross-national perspective on safeguarding the quality of forensic assessment in sentencing offenders. Taking an in-depth look at seven different Western countries, each chapter provides an overview of the role of assessment in sentencing offenders, as well as a focus on formal ways in which the respective country’s legal system and disciplinary associations protect the quality of forensic assessment. Each chapter explores how to assure better decision making in individual cases based on assessments of psycholegal concepts such as mental disorder/insanity, criminal responsibility and dangerousness. Combining the perspectives of lawyers, legal scholars, and clinicians working in the field, this book is essential for those working in and with forensic assessment. The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons [Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND)] 4.0 license.
Book Synopsis The Oxford Handbook of Education and Training in Professional Psychology by : W. Brad Johnson
Download or read book The Oxford Handbook of Education and Training in Professional Psychology written by W. Brad Johnson and published by Oxford Library of Psychology. This book was released on 2014 with total page 610 pages. Available in PDF, EPUB and Kindle. Book excerpt: This title provides a comprehensive treatment of the processes and current state-of-the art practices bearing on educating and training professional psychologists. The handbook covers the full spectrum of historic developments, salient issues, current standards, and emerging trends in psychology education and training.
Book Synopsis Data Science for Healthcare by : Sergio Consoli
Download or read book Data Science for Healthcare written by Sergio Consoli and published by Springer. This book was released on 2019-02-23 with total page 367 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book seeks to promote the exploitation of data science in healthcare systems. The focus is on advancing the automated analytical methods used to extract new knowledge from data for healthcare applications. To do so, the book draws on several interrelated disciplines, including machine learning, big data analytics, statistics, pattern recognition, computer vision, and Semantic Web technologies, and focuses on their direct application to healthcare. Building on three tutorial-like chapters on data science in healthcare, the following eleven chapters highlight success stories on the application of data science in healthcare, where data science and artificial intelligence technologies have proven to be very promising. This book is primarily intended for data scientists involved in the healthcare or medical sector. By reading this book, they will gain essential insights into the modern data science technologies needed to advance innovation for both healthcare businesses and patients. A basic grasp of data science is recommended in order to fully benefit from this book.
Book Synopsis Basketball Data Science by : Paola Zuccolotto
Download or read book Basketball Data Science written by Paola Zuccolotto and published by CRC Press. This book was released on 2020-01-03 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using data from one season of NBA games, Basketball Data Science: With Applications in R is the perfect book for anyone interested in learning and applying data analytics in basketball. Whether assessing the spatial performance of an NBA player's shots or doing an analysis of the impact of high pressure game situations on the probability of scoring, this book discusses a variety of case studies and hands-on examples using a custom R package. The codes are supplied so readers can reproduce the analyses themselves or create their own. Assuming a basic statistical knowledge, Basketball Data Science with R is suitable for students, technicians, coaches, data analysts and applied researchers. Features: One of the first books to provide statistical and data mining methods for the growing field of analytics in basketball Presents tools for modelling graphs and figures to visualize the data Includes real world case studies and examples, such as estimations of scoring probability using the Golden State Warriors as a test case Provides the source code and data so readers can do their own analyses on NBA teams and players
Book Synopsis Modern Psychometrics with R by : Patrick Mair
Download or read book Modern Psychometrics with R written by Patrick Mair and published by Springer. This book was released on 2018-09-20 with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt: This textbook describes the broadening methodology spectrum of psychological measurement in order to meet the statistical needs of a modern psychologist. The way statistics is used, and maybe even perceived, in psychology has drastically changed over the last few years; computationally as well as methodologically. R has taken the field of psychology by storm, to the point that it can now safely be considered the lingua franca for statistical data analysis in psychology. The goal of this book is to give the reader a starting point when analyzing data using a particular method, including advanced versions, and to hopefully motivate him or her to delve deeper into additional literature on the method. Beginning with one of the oldest psychometric model formulations, the true score model, Mair devotes the early chapters to exploring confirmatory factor analysis, modern test theory, and a sequence of multivariate exploratory method. Subsequent chapters present special techniques useful for modern psychological applications including correlation networks, sophisticated parametric clustering techniques, longitudinal measurements on a single participant, and functional magnetic resonance imaging (fMRI) data. In addition to using real-life data sets to demonstrate each method, the book also reports each method in three parts-- first describing when and why to apply it, then how to compute the method in R, and finally how to present, visualize, and interpret the results. Requiring a basic knowledge of statistical methods and R software, but written in a casual tone, this text is ideal for graduate students in psychology. Relevant courses include methods of scaling, latent variable modeling, psychometrics for graduate students in Psychology, and multivariate methods in the social sciences.
