Comments on "Surrogates measures and consistent surrogates" (by Tyler VanderWeele)

Abstract

I commend Professor VanderWeele for providing a lucid description of the "surrogate paradox" and, through it, a comprehensive discussion of the current state of thinking about surrogate endpoints, their function in experimental studies, and the various approaches devised to give them formal underpinnings. The first question that came to mind in reading VanderWeele's paper was: can we explain the phenomenon in simple terms, divorced from the technical vocabulary that was devised to formulate notions such as "indirect effect," "principled strata," "proportion-mediated," and perhaps others? My second question was: If we take the negation of the "surrogate paradox" as a criterion for "good" surrogate, why can't we create a new, formal definition of "surrogacy" that (1) will automatically avoid the paradox and (2) will settle, once for all, the disputes (among theoreticians) as to what "approach" is best for defining surrogates (Joffe and Green, 2009, pp. 530-538; Pearl, 2011). In thinking about these two questions, I came across a simple way of explaining how the paradox comes about and, indirectly, why the requirement of avoiding the paradox could not, in itself, constitute a satisfactory definition of surrogacy.

Open PDF

Document Details

Document Type
Technical Report
Publication Date
Mar 01, 2013
Accession Number
ADA578366

Entities

People

  • Judea Pearl

Organizations

  • University of California, Los Angeles

Tags

DTIC Thesaurus Topics

  • Abstracts
  • Artificial Intelligence
  • Biometrics
  • Biostatistics
  • Clinical Trials
  • Computer Science
  • Computers
  • Data Science
  • Heart Diseases
  • Information Operations
  • Information Science
  • Network Science
  • New York
  • Statistical Data
  • Statistics
  • Thinking
  • Universities

Readers

  • Artificial Intelligence
  • Military History
  • Theoretical Analysis.