ScholarGate
Asistent

Uporedite metode

Pregledajte izabrane metode jednu pored druge; redovi koji se razlikuju su istaknuti.

Marginalni strukturni model za evaluaciju politike×Marginalni strukturni model (MSM)×
OblastKauzalno zaključivanjeKauzalno zaključivanje
PorodicaRegression modelRegression model
Godina nastanka20002000
TvoracJames M. Robins, Miguel A. Hernan, Babette BrumbackJames M. Robins, Miguel A. Hernan, Babette Brumback
TipCausal inference / weighted regressionCausal model / semiparametric weighting
Temeljni izvorRobins, J. M., Hernan, M. A., & Brumback, B. (2000). Marginal structural models and causal inference in epidemiology. Epidemiology, 11(5), 550–560. DOI ↗Robins, J. M., Hernan, M. A., & Brumback, B. (2000). Marginal structural models and causal inference in epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Drugi naziviMSM for policy evaluation, policy MSM, causal MSM, structural policy weighting modelMSM, MSM-IPTW, marginal structural Cox model, weighted structural model
Srodne65
SažetakA Policy Evaluation Marginal Structural Model (MSM) is a causal inference framework that estimates the population-average effect of a policy by using inverse probability weighting to create a pseudo-population in which treatment assignment is independent of measured confounders, enabling unbiased comparison of potential outcomes under different policy scenarios from observational data.A marginal structural model is a causal modeling framework designed to estimate the effect of a time-varying treatment in the presence of time-varying confounders that are themselves affected by prior treatment. By reweighting observations with inverse probability of treatment weights, MSMs create a pseudo-population in which confounding is eliminated, enabling unbiased estimation of causal treatment contrasts even when standard regression adjustments would fail.
ScholarGateSkup podataka
  1. v1
  2. 2 Izvori
  3. PUBLISHED
  1. v1
  2. 2 Izvori
  3. PUBLISHED

Idi na pretragu Preuzmi slajdove

ScholarGateUporedite metode: Policy Evaluation Marginal Structural Model · Marginal Structural Model. Preuzeto 2026-06-17 sa https://scholargate.app/sr/compare