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"This book is more than a static collection of descriptive text, figures, and code examples that were run by the authors to produce the text; it is a dynamic document. Code underlying all of the computations that are shown is made available on a companion website, and readers can reproduce every number, figure, and table on their own computers."--Jacket

Biomathematics. Biometry. Biostatistics --- Animal genetics. Animal evolution --- medische statistiek --- bio-informatica --- biostatistiek --- genetica --- biometrie --- Bioinformatics --- R (Computer program language) --- Computational biology --- Programming languages (Electronic computers) --- Computational Biology --- Models, Statistical --- Programming Languages --- Language, Programming --- Languages, Programming --- Programming Language --- Model, Statistical --- Models, Binomial --- Models, Polynomial --- Statistical Model --- Probabilistic Models --- Statistical Models --- Two-Parameter Models --- Binomial Model --- Binomial Models --- Model, Binomial --- Model, Polynomial --- Model, Probabilistic --- Model, Two-Parameter --- Models, Probabilistic --- Models, Two-Parameter --- Polynomial Model --- Polynomial Models --- Probabilistic Model --- Two Parameter Models --- Two-Parameter Model --- Statistics as Topic --- Biology --- Computer languages --- Computer program languages --- Computer programming languages --- Machine language --- Electronic data processing --- Languages, Artificial --- GNU-S (Computer program language) --- Domain-specific programming languages --- Bio-informatics --- Biological informatics --- Information science --- Systems biology --- methods --- Data processing --- Bioconductor (Computer file) --- Bio-Informatics --- Biology, Computational --- Computational Molecular Biology --- Molecular Biology, Computational --- Bio Informatics --- Bio-Informatic --- Bioinformatic --- Biologies, Computational Molecular --- Biology, Computational Molecular --- Computational Molecular Biologies --- Molecular Biologies, Computational --- Computational Chemistry --- Genomics

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This book provides a systematic exposition of a group-based statistical method for analyzing longitudinal data in the social and behavioral sciences and in medicine. The methods can be applied to a wide range of data, such as that describing the progression of delinquency and criminality over the life course, changes in income over time, the course of a disease or physiological condition, or the evolution of the socioeconomic status of communities.

Longitudinal method. --- Longitudinal research --- Longitudinal studies --- Methodology --- Research --- Social sciences --- Longitudinal method --- Longitudinal Studies --- Psychology --- Models, Psychological --- Models, Statistical --- Age Factors --- Age Reporting --- Age Factor --- Factor, Age --- Factors, Age --- Model, Statistical --- Models, Binomial --- Models, Polynomial --- Statistical Model --- Probabilistic Models --- Statistical Models --- Two-Parameter Models --- Binomial Model --- Binomial Models --- Model, Binomial --- Model, Polynomial --- Model, Probabilistic --- Model, Two-Parameter --- Models, Probabilistic --- Models, Two-Parameter --- Polynomial Model --- Polynomial Models --- Probabilistic Model --- Two Parameter Models --- Two-Parameter Model --- Statistics as Topic --- Model, Mental --- Model, Psychological --- Models, Mental --- Models, Psychologic --- Psychological Models --- Mental Model --- Mental Models --- Model, Psychologic --- Psychologic Model --- Psychologic Models --- Psychological Model --- Bogalusa Heart Study --- California Teachers Study --- Framingham Heart Study --- Jackson Heart Study --- Longitudinal Survey --- Tuskegee Syphilis Study --- Bogalusa Heart Studies --- California Teachers Studies --- Framingham Heart Studies --- Heart Studies, Bogalusa --- Heart Studies, Framingham --- Heart Studies, Jackson --- Heart Study, Bogalusa --- Heart Study, Framingham --- Heart Study, Jackson --- Jackson Heart Studies --- Longitudinal Study --- Longitudinal Surveys --- Studies, Bogalusa Heart --- Studies, California Teachers --- Studies, Jackson Heart --- Studies, Longitudinal --- Study, Bogalusa Heart --- Study, California Teachers --- Study, Longitudinal --- Survey, Longitudinal --- Surveys, Longitudinal --- Syphilis Studies, Tuskegee --- Syphilis Study, Tuskegee --- Teachers Studies, California --- Teachers Study, California --- Tuskegee Syphilis Studies --- methods --- #SBIB:303H522 --- Methoden sociale wetenschappen: handboeken statistische analyse

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The fourth edition of Risk Adjustment for Measuring Health Care Outcomes presents the fundamental principles and concepts of risk adjustment for comparing outcomes of care and explains why risk adjustment is a critical tool for measuring quality and setting reimbursement rates. This book is a comprehensive guide to the issues raised by risk adjustment, including the pros and cons of different data sources, the validity and reliability of risk adjustment methods, the effects of various statistical modeling approaches, and concerns relating to special populations.The fourth edition features:A new chapter on the role of risk adjustment in managing healthcare organizations New information on risk factors, including genetics and social and environmental determinants of health Perspectives on electronic health records and new health information technologies Explanations of new statistical methods for comparing provider outcomes and their implications for risk adjustmentInstructor Resources: Discussion questions and PowerPoint slides of the book exhibits. To see a sample, click on the Instructor Resource sample tab above.

Outcome Assessment, Health Care --- Risk Adjustment --- Decision Support Techniques. --- Delivery of Health Care --- Models, Statistical. --- Risk Factors. --- Population at Risk --- Populations at Risk --- Health Correlates --- Risk Factor Scores --- Risk Scores --- Correlates, Health --- Factor, Risk --- Risk Factor --- Risk Factor Score --- Risk Score --- Score, Risk --- Score, Risk Factor --- Organs at Risk --- Model, Statistical --- Models, Binomial --- Models, Polynomial --- Statistical Model --- Probabilistic Models --- Statistical Models --- Two-Parameter Models --- Binomial Model --- Binomial Models --- Model, Binomial --- Model, Polynomial --- Model, Probabilistic --- Model, Two-Parameter --- Models, Probabilistic --- Models, Two-Parameter --- Polynomial Model --- Polynomial Models --- Probabilistic Model --- Two Parameter Models --- Two-Parameter Model --- Statistics as Topic --- Analysis, Decision --- Decision Aids --- Decision Support Technics --- Decision Analysis --- Decision Modeling --- Models, Decision Support --- Aid, Decision --- Aids, Decision --- Analyses, Decision --- Decision Aid --- Decision Analyses --- Decision Support Model --- Decision Support Models --- Decision Support Technic --- Decision Support Technique --- Model, Decision Support --- Modeling, Decision --- Technic, Decision Support --- Technics, Decision Support --- Technique, Decision Support --- Techniques, Decision Support --- Clinical Decision-Making --- Decision Making --- Decision Making, Organizational --- methods. --- organization & administration. --- United States. --- Social Risk Factors --- Factor, Social Risk --- Factors, Social Risk --- Risk Factor, Social --- Risk Factors, Social --- Social Risk Factor --- Decision Support Techniques --- Models, Statistical --- Outcome Assessment (Health Care) --- Risk Factors --- W 84 Health services. Quality of health care (General)

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Medical economics --- Medical care --- Economics, Medical --- Cost-Benefit Analysis --- Models, Economic --- United States --- Models, Statistical --- Costs and Cost Analysis --- North America --- Economics --- Health Care Economics and Organizations --- Statistics as Topic --- Americas --- Models, Theoretical --- Epidemiologic Methods --- Investigative Techniques --- Health Care --- Geographic Locations --- Health Care Evaluation Mechanisms --- Quality of Health Care --- Public Health --- Analytical, Diagnostic and Therapeutic Techniques and Equipment --- Geographicals --- Environment and Public Health --- Health Care Quality, Access, and Evaluation --- Medical Economics --- Health & Biological Sciences --- Medicine --- Health --- Health economics --- Hygiene --- Healthcare Quality, Access, and Evaluation --- Community Health --- Environment, Preventive Medicine & Public Health --- Environment, Preventive Medicine and Public Health --- Health, Community --- Health, Public --- Preventive Medicine --- Education, Public Health Professional --- Pharmacy Audit --- Quality of Care --- Quality of Healthcare --- Audit, Pharmacy --- Care Quality --- Health Care Quality --- Healthcare Quality --- Pharmacy Audits --- Healthcare Evaluation Mechanisms --- Evaluation Mechanism, Healthcare --- Evaluation Mechanisms, Healthcare --- Healthcare Evaluation Mechanism --- Mechanism, Healthcare Evaluation --- Mechanisms, Healthcare Evaluation --- Community-Based Distribution --- Contraceptive Distribution --- Delivery of Healthcare --- Dental Care Delivery --- Distribution, Non-Clinical --- Distribution, Nonclinical --- Distributional Activities --- Healthcare --- Healthcare Delivery --- Healthcare Systems --- Non-Clinical Distribution --- Nonclinical Distribution --- Delivery of Dental Care --- Health Care Delivery --- Health Care Systems --- Activities, Distributional --- Activity, Distributional --- Care, Health --- Community Based Distribution --- Community-Based Distributions --- Contraceptive Distributions --- Deliveries, Healthcare --- Delivery, Dental Care --- Delivery, Health Care --- Delivery, Healthcare --- Distribution, Community-Based --- Distribution, Contraceptive --- Distribution, Non Clinical --- Distributional Activity --- Distributions, Community-Based --- Distributions, Contraceptive --- Distributions, Non-Clinical --- Distributions, Nonclinical --- Health Care System --- Healthcare Deliveries --- Healthcare System --- Non Clinical Distribution --- Non-Clinical Distributions --- Nonclinical Distributions --- System, Health Care --- System, Healthcare --- Systems, Health Care --- Systems, Healthcare --- Investigative Technics --- Investigative Technic --- Investigative Technique --- Technic, Investigative --- Technics, Investigative --- Technique, Investigative --- Techniques, Investigative --- Epidemiologic Method --- Epidemiological Methods --- Methods, Epidemiologic --- Epidemiological Method --- Method, Epidemiologic --- Method, Epidemiological --- Methods, Epidemiological --- Epidemiology --- Experimental Model --- Experimental Models --- Mathematical Model --- Model, Experimental --- Models (Theoretical) --- Models, Experimental --- Models, Theoretic --- Theoretical Study --- Mathematical Models --- Model (Theoretical) --- Model, Mathematical --- Model, Theoretical --- Models, Mathematical --- Studies, Theoretical --- Study, Theoretical --- Theoretical Model --- Theoretical Models --- Theoretical Studies --- Computer Simulation --- Systems Theory --- Area Analysis --- Estimation Technics --- Estimation Techniques --- Indirect Estimation Technics --- Indirect Estimation Techniques --- Multiple Classification Analysis --- Service Statistics --- Statistical Study --- Statistics, Service --- Tables and Charts as Topic --- Analyses, Area --- Analyses, Multiple Classification --- Area Analyses --- Classification Analyses, Multiple --- Classification Analysis, Multiple --- Estimation Technic, Indirect --- Estimation Technics, Indirect --- Estimation Technique --- Estimation Technique, Indirect --- Estimation Techniques, Indirect --- Indirect Estimation Technic --- Indirect Estimation Technique --- Multiple Classification Analyses --- Statistical Studies --- Studies, Statistical --- Study, Statistical --- Technic, Indirect Estimation --- Technics, Estimation --- Technics, Indirect Estimation --- Technique, Estimation --- Technique, Indirect Estimation --- Techniques, Estimation --- Techniques, Indirect Estimation --- Healthcare Economics and Organizations --- Health Care Economics --- Health Economics --- Healthcare Economics --- Care Economic, Health --- Economic, Health --- Economic, Health Care --- Economic, Healthcare --- Economics, Health Care --- Health Care Economic --- Health Economic --- Healthcare Economic --- Affordability --- Analysis, Cost --- Cost --- Cost Analysis --- Cost Comparison --- Cost Measures --- Cost-Minimization Analysis --- Costs and Cost Analyses --- Costs, Cost Analysis --- Pricing --- Affordabilities --- Analyses, Cost --- Analyses, Cost-Minimization --- Analysis, Cost-Minimization --- Comparison, Cost --- Comparisons, Cost --- Cost Analyses --- Cost Comparisons --- Cost Measure --- Cost Minimization Analysis --- Cost, Cost Analysis --- Cost-Minimization Analyses --- Costs --- Measure, Cost --- Measures, Cost --- Model, Statistical --- Models, Binomial --- Models, Polynomial --- Statistical Model --- Probabilistic Models --- Statistical Models --- Two-Parameter Models --- Binomial Model --- Binomial Models --- Model, Binomial --- Model, Polynomial --- Model, Probabilistic --- Model, Two-Parameter --- Models, Probabilistic --- Models, Two-Parameter --- Polynomial Model --- Polynomial Models --- Probabilistic Model --- Two Parameter Models --- Two-Parameter Model --- Capital --- Conditions, Economic --- Consumption --- Cost of Living --- Easterlin Hypothesis --- Economic Conditions --- Economic Policies --- Economic Policy --- Economics, Home --- Home Economics --- Household Consumption --- Macroeconomic Factors --- Microeconomic Factors --- Policies, Economic --- Policy, Economic --- Production --- Remittances --- Utility Theory --- Consumer Price Index --- Condition, Economic --- Consumer Price Indices --- Consumption, Household --- Economic Condition --- Factor, Macroeconomic --- Factor, Microeconomic --- Factors, Macroeconomic --- Factors, Microeconomic --- Household Consumptions --- Hypothesis, Easterlin --- Index, Consumer Price --- Indices, Consumer Price --- Living Cost --- Living Costs --- Remittance --- Theories, Utility --- Theory, Utility --- Utility Theories --- Economic Model --- Model, Economic --- Economic Models --- Benefits and Costs --- Cost Benefit --- Cost Benefit Analysis --- Cost-Effectiveness Analysis --- Cost-Utility Analysis --- Costs and Benefits --- Economic Evaluation --- Marginal Analysis --- Cost Effectiveness --- Cost-Benefit Data --- Analyses, Cost Benefit --- Analyses, Cost-Benefit --- Analyses, Cost-Utility --- Analyses, Marginal --- Analysis, Cost Benefit --- Analysis, Cost-Benefit --- Analysis, Cost-Effectiveness --- Analysis, Cost-Utility --- Analysis, Marginal --- Cost Benefit Analyses --- Cost Benefit Data --- Cost Effectiveness Analysis --- Cost Utility Analysis --- Cost-Benefit Analyses --- Cost-Utility Analyses --- Data, Cost-Benefit --- Economic Evaluations --- Effectiveness, Cost --- Evaluation, Economic --- Evaluations, Economic --- Marginal Analyses --- Mathematical models --- Cost effectiveness --- economics --- Economic aspects --- methods --- Cost and Benefit --- Benefit and Cost