Comparing Regression Adjustment, Matching, and Inverse Probability Weights in Small Sub-Populations in the HIV SUCCESS Consortium: A Real-World Data Example Article

Drumright, Lydia N, Kyle, Ryan P, Heinke, Dominique et al. (2026). Comparing Regression Adjustment, Matching, and Inverse Probability Weights in Small Sub-Populations in the HIV SUCCESS Consortium: A Real-World Data Example . SUBSTANCE USE-RESEARCH AND TREATMENT, 20 10.1177/29768357261469399

cited authors

  • Drumright, Lydia N; Kyle, Ryan P; Heinke, Dominique; Napravnik, Sonia; Chander, Geetanjali; Lesko, Catherine R; Baiers, Ross A; Mustanski, Brian; Cachay, Edward; Kipke, Michele; Moore, Richard D; Mayer, Kenneth H; Parra, Luis; Fredericksen, Rob J; Reisner, Sari; Christopoulos, Katerina; Yendewa, George A; Baum, Marianna; Bamford, Laura; Kitahata, Mari M; Saag, Michael S; Crane, Heidi M; Delaney, Joseph AC; Whitney, Bridget M

authors

publication date

  • January 1, 2026

published in

keywords

  • BIAS
  • CAUSAL INFERENCE
  • COHORT PROFILE
  • CONFOUNDER ADJUSTMENT
  • IMPACT
  • Life Sciences & Biomedicine
  • MARGINAL STRUCTURAL MODELS
  • POSITIVITY
  • PROPENSITY SCORE METHODS
  • RISK
  • Science & Technology
  • Substance Abuse
  • inverse probability of treatment weighting (IPTW)
  • matching
  • positivity
  • small population
  • small samples
  • sparse data bias

Digital Object Identifier (DOI)

publisher

  • SAGE PUBLICATIONS LTD

volume

  • 20