05314nam 2200661 450 991082911410332120230126212626.00-19-932588-X(CKB)3710000000331774(EBL)1920742(SSID)ssj0001401938(PQKBManifestationID)12596391(PQKBTitleCode)TC0001401938(PQKBWorkID)11357721(PQKB)11674804(MiAaPQ)EBC1920742(Au-PeEL)EBL1920742(CaPaEBR)ebr11006375(CaONFJC)MIL691752(OCoLC)900346888(EXLCZ)99371000000033177420150127h20152015 uy 0engur|n|---|||||txtccrExplanation in causal inference methods for mediation and interaction /Tyler J. VanderWeeleNew York :Oxford University Press,2015.©20151 online resource (729 p.)Description based upon print version of record.1-322-60470-3 0-19-932587-1 Includes bibliographical references and index.Cover; Explanation in Causal Inference; Copyright; Dedication; Contents; Preface; Part 1 Mediation Analysis; 1 Explanation and Mechanism; 1.1 Causal Inference and Explanation; 1.2 Forms of Explanation and Types of Mechanisms; 1.3 Motivations for Assessing Mediation, Interaction, and Interference; 1.4 Organization of this Book; 2 Mediation: Introduction and Regression-Based Approaches; 2.1 Classic Regression Approach to Mediation Analysis; 2.2 Counterfactual Approach to Mediation Analysis: Continuous Outcomes; 2.3 Assumptions about Confounding; 2.4 Binary and Count Outcomes2.5 Binary Mediators2.6 Comparison of Approaches: Product-of-Coefficient and Difference Methods; 2.7 Description of the SAS Macro; 2.8 Description of the SPSS Macro; 2.9 Description of the Stata Macro; 2.10 Hypothetical Example with Output; 2.11 Empirical Example in Genetic Epidemiology; 2.12 When to Include an Exposure--Mediator Interaction; 2.13 Proportion Mediated; 2.14 Proportion Eliminated; 2.15 Study Design and Mediation Analysis; 2.16 Counterfactual Notation for Natural Direct and Indirect Effects; 2.17 An Alternative Regression-Based Estimation Approach Using Simulations2.18 Code for the Simulation-Based Approach in R2.19 Discussion; 3 Sensitivity Analysis for Mediation; 3.1 Sensitivity Analysis for Unmeasured Confounding for Total Effects; 3.2 Sensitivity Analysis for Unmeasured Confounding for Controlled Direct Effects; 3.3 Sensitivity Analysis for Unmeasured Confounding for Natural Direct and Indirect Effects; 3.4 Sensitivity Analysis Using Two Trials; 3.5 Sensitivity Analysis for Direct and Indirect Effects in the Presence of Measurement Error; 3.6 Discussion; 4 Mediation Analysis with Survival Data4.1 Earlier Literature on Mediation Analysis with Survival Models4.2 Mediation Analysis with an Accelerated Failure Time Model; 4.3 Mediation Analysis with a Proportional Hazards Model; 4.4 Mediation with an Additive Hazard Model; 4.5 A Weighting Approach to Direct and Indirect Effects with Survival Outcomes; 4.6 Sensitivity Analysis with Survival Data; 4.7 Discussion; 5 Multiple Mediators; 5.1 Regression-Based Approaches to Multiple Mediators; 5.2 A Weighting Approach to Multiple Mediators; 5.3 Controlled Direct Effects and Exposure-Induced Confounding5.4 Effect Decomposition with Exposure-Induced Confounding5.5 Path-Specific Effects; 5.6 Sensitivity Analysis for Exposure-Induced Confounding; 5.7 Discussion; 6 Mediation Analysis with Time-Varying Exposures and Mediators; 6.1 Notation and Definitions; 6.2 Controlled Direct Effects with Time-Varying Exposures and Mediators; 6.3 Natural Direct and Indirect Effects and their Randomized Interventional Analogues with Time-Varying Exposures and Mediators; 6.4 Counterfactual Analysis of MacKinnon's Three-Wave Mediation Model; 6.5 Discussion; 7 Selected Topics in Mediation Analysis7.1 Other Estimation ApproachesThe book provides an accessible but comprehensive overview of methods for mediation and interaction. There has been considerable and rapid methodological development on mediation and moderation/interaction analysis within the causal-inference literature over the last ten years. Much of this material appears in a variety of specialized journals, and some of the papers are quite technical. There has also been considerable interest in these developments from empirical researchers in the social and biomedical sciences. However, much of the material is not currently in a format that is accessible tSocial sciencesResearchSocial sciencesMethodologyCausationSocial sciencesResearch.Social sciencesMethodology.Causation.001.4/22PSY031000bisacshVanderWeele Tyler1670678MiAaPQMiAaPQMiAaPQBOOK9910829114103321Explanation in causal inference4032692UNINA01611nam 2200445 450 991082694090332120200520144314.01-4232-2034-X(CKB)3710000001404179(MiAaPQ)EBC4877116(Au-PeEL)EBL4877116(CaPaEBR)ebr11397758(OCoLC)990586818(BIP)040407146(EXLCZ)99371000000140417920190124d2013 uy 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierAmerican history1[Place of publication not identified] :BarCharts, Inc.,[2013]1 online resource (6 pages)Quick Study Academic1-4232-2027-7 Prepare for your history exams or learn more about key events in American history with BarCharts' updated and expanded American History 1 QuickStudy® guide. Detailing the discovery and settlement of the New World up through the Civil War and Reconstruction, this guide features timelines grouped by historical theme to give you a concise outline of major events in American history through multiple perspectives.QuickStudy academic.United StatesHistoryChronologyUNITED STATESHISTORY973.0202Head David1634879MiAaPQMiAaPQMiAaPQBOOK9910826940903321American history4113229UNINA01814nas 2200577- 450 991030794990332120250225084851.02199-4757(OCoLC)190845348(CKB)111088196504542(CONSER)--2019207034(DE-599)ZDB2755178-7(TW-Airiti)jkey=16090985(TW-Airiti)16090985(EXLCZ)9911108819650454220080116a20009999 --- -engurun|||||||||txtrdacontentcrdamediacrrdacarrierJournal of medical and biological engineering中華民國生物醫學工程學會臺灣Berlin :Springer Berlin Heidelberg1609-0985 JMBEJOURNAL OF MEDICAL & BIOLOGICAL ENGINEERINGJ MED BIOL ENGJ. MED. BIOL. ENGBiomedical engineeringPeriodicalsBioengineeringPeriodicalsBiomedical EngineeringBioengineeringfast(OCoLC)fst00832028Biomedical engineeringfast(OCoLC)fst00832568Enginyeria biomèdicathubPeriodical.Periodicals.fastPeriodicals.lcgftRevistes electròniques.thubBiomedical engineeringBioengineeringBiomedical Engineering.Bioengineering.Biomedical engineering.Enginyeria biomèdica.610.2805Zhonghua min guo yi xue gong cheng xue hui,JOURNAL9910307949903321Journal of medical and biological engineering2092386UNINA