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Compară metode

Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Analiză de Supraviețuire Ajustată la Risc×Ponderarea prin probabilitatea inversă a tratamentului (IPW / IPTW)×
DomeniuEpidemiologieInferență cauzală
FamilieProcess / pipelineRegression model
Anul apariției1972 (Cox regression); broader covariate-adjusted survival methods developed 1970s–1990s2000
Autorul originalD. R. Cox (regression framework); extensions via Kaplan & Meier, Breslow, and othersRobins, Hernán & Brumback
TipObservational and experimental analytical methodCausal inference weighting estimator
Sursa seminalăCox, D. R. (1972). Regression models and life-tables. Journal of the Royal Statistical Society, Series B, 34(2), 187–220. link ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Denumiri alternativecovariate-adjusted survival analysis, adjusted time-to-event analysis, risk-stratified survival analysis, adjusted Kaplan-Meier / Cox analysisIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Înrudite55
RezumatRisk-adjusted survival analysis estimates the time to an event of interest — such as death, relapse, or hospital readmission — while simultaneously accounting for baseline differences in patient characteristics (covariates). By incorporating confounders such as age, comorbidities, or disease severity, it produces hazard ratios, survival curves, and median survival estimates that are attributable to the factor of interest rather than to pre-existing risk differences between groups.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
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  1. v1
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  3. PUBLISHED

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ScholarGateCompară metode: Risk-adjusted survival analysis · Inverse Probability Weighting. Preluat la 2026-06-19 de pe https://scholargate.app/ro/compare