Statistical methods for drug safety

Statistical methods for drug safety

by Gibbons, Robert D.

Type Book
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Title Statements

  • Full title :Statistical methods for drug safety / Robert D. Gibbons, University of Chicago, Illinos, USA, Anup K. Amatya, New Mexio State University, Las Cruces, USA.

Edition Statements

  • Publication Date:©2016

Publication Statements

Notes

"A Chapman & Hall book."

The Physical Object

  • Description:xix, 288 pages : : illustrations ; : 25 cm.

Edition Identifiers

  • ISBN:9781466561847, 146656184X
  • oclc:ocn922542090
  • LC Classification:RM302.5
  • Dewey Decimal:615.7/042

Table of Contents

Machine generated contents note: 1. Introduction -- 1.1. Randomized Clinical Trials -- 1.2. Observational Studies -- 1.3. The Problem of Multiple Comparisons -- 1.4. The Evolution of Available Data Streams -- 1.5. The Hierarchy of Scientific Evidence -- 1.6. Statistical Significance -- 1.7. Summary -- 2. Basic Statistical Concepts -- 2.1. Introduction -- 2.2. Relative Risk -- 2.3. Odds Ratio -- 2.4. Statistical Power -- 2.5. Maximum Likelihood Estimation -- 2.5.1. Example with a Closed Form Solution -- 2.5.2. Example without a Closed Form Solution -- 2.5.3. Bayesian Statistics -- 2.5.4. Example -- 2.6. Non-linear Regression Models -- 2.7. Causal Inference -- 2.7.1. Counterfactuals -- 2.7.2. Average Treatment Effect -- 3. Multi-level Models -- 3.1. Introduction -- 3.2. Issues Inherent in Longitudinal Data -- 3.2.1. Heterogeneity -- 3.2.2. Missing Data -- 3.2.3. Irregularly Spaced Measurement Occasions -- 3.3. Historical Background.

Note continued: 3.4. Statistical Models for the Analysis of Longitudinal and/or Clustered Data -- 3.4.1. Mixed-effects Regression Models -- 3.4.1.1. Random Intercept Model -- 3.4.1.2. Random Intercept and Trend Model -- 3.4.2. Matrix Formulation -- 3.4.…

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